Quantum melodies: the intersection of music and quantum physics

Physics World Stories Podcast

When pioneering musicians such as Kraftwerk and Brian Eno began experimenting with synthesizers and digital samplers in the 1970s, it was considered avant-garde and confined to niche audiences. It didn’t take long, however, for electronic music to explode in popularity, and today computer-produced music is ubiquitous among many genres and styles. This episode of the Physics World Stories podcast looks at a new trend in its nascent stages – music generated by quantum computers.

The first guest is science writer Philip Ball, who recently attended an improvised musical performance at the Goethe-Institut in London, an experience he described in this Physics World feature. Ball explains why the interface of quantum mechanics and music is interesting from both a scientific an artistic point of view.

Later in the episode, podcast host Andrew Glester is joined by Maria Mannone, a theoretical physicist working on quantum information at the University of Palermo in Italy, who is also a composer. Mannone discusses some of her experiments that incorporate scientific concepts into sound, and you can hear some of the music that emerges.

For much more quantum-inspired content, make sure to visit this website again on 14 April for World Quantum Day. During that week, the Physics World Weekly podcast will have a quantum theme and we will share a selection of quantum-related feature articles, interviews and analysis pieces. There will also be a chance to access quantum content and discounted quantum ebooks, shared by IOP Publishing – which publishes Physics World.

This episode is sponsored by Pfeiffer Vacuum. The company provides all types of vacuum equipment, including hybrid and magnetically-levitated turbopumps, leak detectors and analysis equipment, as well as vacuum chambers and systems. You can find about Pfeiffer Vacuum’s impact in space research in this video, and explore all its products on the Pfeiffer Vacuum website.

 

2023-03-28 59 min Transcript

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Transcript

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Physics world. Hello and welcome to
the Physics World Stories podcast.

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I'm Andre g Lester, and in this episode
we're gonna be exploring quantum music.

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You're listening to a recording of the
premiere of Spinnings at the Gutter

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Institute in London on
the 8th of December, 2022.

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This is a network of three
Q1 synth instruments.

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A Q1 synth is a quantum synthesizer
that uses real quantum hardware

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computers to synthesize sounds,

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playing NICU on a Pete Thomas Pao tab and

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Edwardo Miranda.

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We'll hear more about that event at the
Ghetto Institute later in the podcast,

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and we'll hear from Maria Manone,

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a theoretical physicist and composer.

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First,

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here's a quick message from physics
world's Hammus Johnston about this podcast

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sponsor.

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Thank you to Pfeiffer Vacuum
for sponsoring this podcast.

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The company is one of the world's
leading developers, manufacturers,

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and suppliers of vacuum solutions.

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Pfeiffer Vacuum has been producing
innovative end-to-end vacuum solutions

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since 1890. And over the years,

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it's collaborated with scientists
working on some of the largest and most

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ambitious scientific
experiments. For many years,

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Pfeiffer Vacuum has been a globally
well established and highly competent

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partner for space research.

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This involves providing huge
chambers so that spacecraft can be

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tested under vacuum conditions on earth.

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The vacuum chambers provided by the
company range from small chambers

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suitable for lab applications
to large sized space

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simulation and coating chambers.

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Pfeiffer Vacuum offers both standard
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solutions that are precisely
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and also meet the highest quality
and engineering standards.

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Find out more@pfeiffervacuum.com.

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Philip Ball is a science writer and
an editor of the Journal Nature.

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His feature for Physics world entitled,

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can We Use Quantum Computers for Music
is now on the physics world website,

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physics world.com.

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Quantum music is, uh,

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an an idea that is
relatively new. It's, um,

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seems to be something that people have
only really began exploring in the past

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few years when quantum computers
themselves have been publicly available.

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You know,

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there are these small systems with just
a few qubits that anyone can use if they

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register. And so there seemed to
be a small, tiny group really of,

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um,

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musicians and composers and
others who figure that they want

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to use these resources to see what
these resources have to offer for making

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music. So it's really at the very
early, at the embryonic stage,

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no one really knows, uh, where it
might go, whether it might go anywhere,

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whether quantum computing, you know,

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really has something new to offer music
that traditional computers can't do.

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It's all experimental at this stage.
Um, but I think it's, it, it's,

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it seems really exciting, you know,

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I've heard a bit of it and it
was kind of interesting. Um,

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certainly very avron
garde. So, you know, it's,

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it's almost not even a field
yet, it's just an idea.

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Okay. But you've just held up a
very large book all about it. What,

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what's in that book then, if it's
new and we don't really know?

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Yeah. Well, this is just been published,
this book, it was published this, uh,

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this year, and it is, or claims to
be, and I, I'm sure this is true,

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the first book that
talks about, uh, quantum,

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it's simply called Quantum Computer
Music. It's published by Springer. Um,

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so it's really, I think every pretty,

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probably pretty much everyone who is
interested in this idea is in this book.

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Um, and, uh, and it,

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it gives a sort of survey of things
that might be done using quantum

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computing in a musical
context. So the, you know,

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it ranges from using quantum computers
for composing for performing,

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but also quite intriguingly for actually
recording music. Um, you know, we,

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we record it digitally
using classical computing.

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It's possible to think of ways of,
uh, developing a quantum audio.

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Um, what would that, what's the best
way to represent sound, you know,

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as a quantum state and what would
be the point of doing it? Um,

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and it even goes into sort
of thinking about, uh,

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using quantum music for
lighting and, uh, you know,

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for broader aspects of
musical performance. So, um,

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it's a book full of ideas. It's actually
very dense. Uh, there's a lot of,

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a lot of, um, uh, theory in here of
quantum, you know, quantum, uh, uh, uh,

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mechanics, basically theory.

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So it's certainly not for the
lighthearted or for the kind of, you know,

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musician who just wants to dabble in
this. I think they'd be quite daunted. Um,

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but it does for the first time
bring together some of these ideas.

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If you are looking for reading
material on quantum music,

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I can recommend Philip Ball's
feature on the physics world website.

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In that feature, he tells us about an
event he went to all about quantum music.

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Yes. Uh, it was an event that was, um,

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put together by a composer and
computer scientist called Eduardo Rec

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Miranda, um, who is at the
University of Plymouth.

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And I had, um, in a completely different
context in writing about music,

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I had made, uh, contact with
Eduardo some years back. And,

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uh, so he thought I might be
interested in, uh, in this event.

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So he got in touch and said, it's
going on. It was a very small event.

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It was hosted at the Gerta Institute,

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which is a kind of German
cultural institute, um,

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just opposite Imperial College in
London. And, uh, I was intrigued. Uh,

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this was in December, and so I thought,
well, let's see what, you know,

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what comes with this. So I went
along and it was a small event.

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There were probably about 150 people
there in the little lecture theater they

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have go to institute. But among them,
I, there were a couple of people there,

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and I thought, is that,
is that, yes, it is.

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It was Peter Gabriel and Brian
Eno. And, uh, I suddenly,

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you know, I mean, uh, one shouldn't
be too impressed by, by big names,

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but it does, you know,

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it did sort of show actually there
are people who are already, you know,

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like the two of them who are already
switched on to this as something that's

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happening and who are intrigued
by it. Um, and I dunno, you know,

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where that's gonna go. I dunno whether
others will, um, uh, other musicians,

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other high profile musicians will
become involved. But of course,

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Brian Eno and Peter Gabriel have always
had a long interest in experimental

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music, um, in the avant garde.
Uh, so in a sense, you know,

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they are the kind of people that
you would obviously be expecting to,

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to take an interest, but it was very
intriguing that even at that early stage,

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you know, they were there to, to
just find out what was going on.

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So the event consisted,
um, of, uh, you know,

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there were some talks
about general background,

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but then there were some performances,
uh, using quantum computers.

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And in some way or
another, they all used a,

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basically a link through the cloud to
the quantum computers that I b make,

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um, in New York. Uh,

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Eduardo didn't seem too clear
actually whether they were housed.

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There's a new kind of center, um,

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a sort of a quantum data center that
IBM has set up in puke New York.

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But, you know, until then they've
had their quantum computers at,

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to the Yorktown Heights Research Center.

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So he wasn't quite sure which one
was being used, but, you know,

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live in real time. The, the signals
that they were making on stage,

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the performers were being sent to that
quantum computer and processed in some

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way and sent back. And
it was very intriguing.

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It was certainly the kind
of thing that, you know,

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you'd need to be interested in
the avant-garde of music. Uh,

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it wasn't pretty music by any means.

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It sounded more like a sort
of horror movie soundtrack,

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but intriguingly so to my ear.

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It's the other person who
would automatically come
to mind for this sort of

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experimental thing would be bjo. Yeah.

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Would be wonderful, wouldn't
it? And, uh, for all I know,

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she may already be
thinking along those lines,

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but absolutely she's the sort of person
who you'd be, uh, expecting to, to,

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you know, be starting to take an
interest in an area like this.

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But it's, it, uh, I mean, there
aren't many quantum computers, right?

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They've had to connect over
the internet to one to do it.

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So how realistic is it that
this could be anything other

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than, um, a niche avant
garde way of doing music.

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Or to put it less politely,
maybe a gimmick? I mean,

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I think that's what some people wonder
about. But, uh, and you know, again,

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I think frankly, and
Eduardo says this as well,

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that it's too early to
really be able to tell.

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And part of the reason for that is that
the quantum computing resources that are

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generally available to, to people
like him at the moment are very,

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very rudimentary. So they were
using a seven qubit device, um,

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b m device. Um, and you know,

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he has made it very clear that there's
really nothing that he is doing at the

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moment using quantum computing
that could not be simulated on a

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classical computer. Um,
but that's, you know,

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because of the stage
we're at at the moment,

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quantum computing is moving so
fast, you know, already ibm,

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their sort of state-of-the-art
chip has 400 and something

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qubits on. Um, and you know, that's,

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it seems to be sort of changing. I mean,

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there's a kind of almost like a model
or for quantum computing now that is

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really, really fast. You know,
it's changing. Um, you know,

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within each year it seems like there's
a doubling, if not more of the,

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a number of qubits available. Um, so,

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and Eduardo says that already some
of the algorithms that he's using,

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although you could do them on a
classical computer, they would be, uh,

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ex computation expensive
to do. And you know,

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it's probably not gonna be very long
at all before you are using quantum

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resources in a way that's
hard to simulate classically,

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just as already there are some problems
that classical computers would struggle

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with and quantum computers
can do quite quickly.

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And I guess that's particularly
important if you are wanting to use them.

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And this is a part, a big part of, um,

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certainly an aspect of quantum music
if you're wanting to use them live in

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real time, um, that, you know,

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you need those resources to be
able to compute fast. So, um,

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you know, I think that's
the way it's going,

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that as quantum computing resources
expand as they're clearly going to do,

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I think the possibilities for using
them musically are going to expand

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accordingly.

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I think it's probably worth taking a
step back slightly just to look at what

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quantum computing is.

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I mean, the way it's
conventionally explained,

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and I'll try and do this carefully
because sometimes it's a little loosely

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explained, but, um, in
standard classical computing,

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uh, we're used to the idea that there
are bits that, um, encode, uh, in binary.

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So, you know, you could say they,
they have two possible states,

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which we generally represent as a one
or a zero qu for quantum computing.

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Um, we use, uh, kind of
analogous, um, quantum bits,

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um, but they can as well as, uh,
encoding either a one or a zero,

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they can effectively encode
mixtures of those two.

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Um, I, and I should really
use the technical word
superpositions cuz excuse is

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something different in quantum,
uh, computing. Um, so, um,

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what that really means is
not that they're, I mean,
sometimes it's said, well,

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it means these qubits can be both
one and zero at the same time.

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That's not really the best way of putting
it. I mean, they can be, uh, you know,

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they can have those, uh, components
in any ratios for one thing.

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Um,

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but also what it really means is that
when you make a measurement of that

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cubic to find out its state, uh,

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it could either be a one or a zero with
different probabilities depending on how

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you've, you've set it up. Um,

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and what that effectively means
is that you can, uh, that there,

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there is a sort of bigger capacity
for encoding information, if you like,

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in fewer qubits. So you can do
with just a handful, you know, I,

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I said that the, um, the devices
they were using had seven qubits. Um,

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which sounds, you know, when you think
of the millions or billions even, uh,

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of bits that our, you know,
standard desktop com computers have,

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it sounds poultry, but actually
already there's the, uh,

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enough potential in tho that
handful of qubits to do some very,

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very complex tasks because
of this greater capacity for

211
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encoding, because of the, the
possibility of using, uh, superpositions.

212
00:14:11,500 --> 00:14:16,320
And the way it tends to happen is
that the qubits have to be coherent

213
00:14:16,320 --> 00:14:20,440
with one another if you like. They're,
they're, they, you can think of them as,

214
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you know, like quantum objects.
They're kind of wavy objects,

215
00:14:23,460 --> 00:14:28,200
and coherent just means that the waves
of each of them sort of stay in step with

216
00:14:28,200 --> 00:14:31,280
one another that's essential
for doing quantum computing.

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00:14:31,280 --> 00:14:35,600
And that's actually the big problem with
it because it's very hard to maintain

218
00:14:35,600 --> 00:14:39,480
that coherence. Um, thermal
energy, any sort of heat, you know,

219
00:14:39,480 --> 00:14:41,240
very quickly tends to wash it away,

220
00:14:41,240 --> 00:14:45,320
which is why we don't tend to see quantum
phenomena at the everyday level. Um,

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so the challenge for quantum computing
is to prevent that from happening.

222
00:14:48,880 --> 00:14:52,960
And generally what it means is that the
qubits have to be cryogenically cooled,

223
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um, as well as some other sort of measures
to prevent that, that de coherence.

224
00:14:58,300 --> 00:15:02,520
And they, even then, they
only stay coherent for a
short time. I mean, you know,

225
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typically less than a
second. But, uh, the,

226
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that's long enough for some quantum
algorithms to be performed before

227
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the, the, the de coherence sets in.

228
00:15:12,850 --> 00:15:15,920
Is it always going to have to
be cryogenically frozen? Is it,

229
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is that a process that
we just can't do at room.

230
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Temperature? Again, I, I
think nobody knows, um,

231
00:15:22,490 --> 00:15:27,000
at the moment with the kind of, kind of,
um, quantum bits and qubits that are,

232
00:15:27,000 --> 00:15:31,720
that are, that are standard in
many of these devices, they, um,

233
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are superconducting quantum bits and
superconducting superconductivity is

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itself inherently a quantum phenomenon.
Um, so you have to cool, uh, the,

235
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the little, they're kind of almost
like little rings of, of metal,

236
00:15:43,960 --> 00:15:47,760
and you have to cool them right down to
get them into a superconducting state.

237
00:15:48,020 --> 00:15:51,360
And that state itself,
because it's a quantum state,

238
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it can be used to encode quantum
information. So, um, you know,

239
00:15:56,320 --> 00:16:00,640
at the moment, uh, you, it, it, it is
necessary to cryogenically call them.

240
00:16:00,640 --> 00:16:03,960
But actually, you know, just
in the past few weeks we've uh,

241
00:16:03,960 --> 00:16:07,280
sort of been hearing about how
superconductivity itself, um,

242
00:16:07,280 --> 00:16:12,080
which is a quantum phenomenon,
nevertheless, it seems
possible to achieve it,

243
00:16:12,080 --> 00:16:16,440
add something like, and perhaps
literally at room temperatures, um,

244
00:16:16,440 --> 00:16:21,440
in some systems ones in which, uh,
generally speaking, you have to squeeze,

245
00:16:21,690 --> 00:16:25,840
uh, to apply a lot of pressure to to, to
get to the superconducting state. But,

246
00:16:25,840 --> 00:16:26,280
you know,

247
00:16:26,280 --> 00:16:29,600
it certainly seems feasible that you
might be able to make superconductors at

248
00:16:29,600 --> 00:16:30,640
work at room temperature.

249
00:16:30,960 --> 00:16:35,480
You'd probably still need some sort
of cooling to avoid the, the, uh,

250
00:16:35,480 --> 00:16:40,320
deco hearing effects of heat possibly,
but we don't really know. So, uh,

251
00:16:40,320 --> 00:16:43,120
you know, I don't think
it's, it's essential. Um, uh,

252
00:16:43,120 --> 00:16:46,480
I don't think it's a given that quantum
computers will have to be cryogenically

253
00:16:46,480 --> 00:16:50,520
cooled, but even if they are, it's not a
big deal. Actually. It means, you know,

254
00:16:50,520 --> 00:16:54,400
that they have to be housed in these
centers with cryogenic cooling and so on.

255
00:16:54,400 --> 00:16:57,480
But that's okay because you,
the resources, as I say,

256
00:16:57,480 --> 00:16:59,240
can be made available through the cloud.

257
00:16:59,770 --> 00:17:03,640
So I don't think that that
in itself need be a, uh,

258
00:17:03,640 --> 00:17:07,240
an obstacle to making quantum
computing very useful.

259
00:17:07,410 --> 00:17:10,600
It does perhaps mean that, you know,
certainly for the foreseeable future,

260
00:17:10,600 --> 00:17:13,840
we're not gonna have quantum computing
laptops, and it's not even clear that,

261
00:17:13,840 --> 00:17:18,840
that we'd actually want them. Um, but,
uh, you know, the, all all of this,

262
00:17:19,010 --> 00:17:21,440
uh, is, is open in the indefinite future.

263
00:17:21,440 --> 00:17:23,320
We don't know what the
limitations might be.

264
00:17:23,570 --> 00:17:24,720
To, to be perfectly honest,

265
00:17:24,720 --> 00:17:29,440
the first application possible application
of quantum computing that I've heard

266
00:17:29,440 --> 00:17:32,160
that made me think, oh, I can see
you might want that in a laptop,

267
00:17:32,160 --> 00:17:36,440
is when you just mentioned the possible
new ways of recording audio. I mean,

268
00:17:36,440 --> 00:17:39,760
that's a, that's a process that somebody
might want on their laptop, right?

269
00:17:39,760 --> 00:17:42,480
It's possible. Yeah. I mean,
you know, again, it, it, it,

270
00:17:42,480 --> 00:17:46,760
we don't even know what would be the best
way of representing audio in a quantum

271
00:17:46,760 --> 00:17:51,320
sense, but, you know, they are
waves, <laugh>, and audio is waves.

272
00:17:51,850 --> 00:17:54,720
Um, and maybe you can, you know, what,

273
00:17:54,720 --> 00:17:57,920
what would happen if you could sort of
create superpositions of two different

274
00:17:57,920 --> 00:18:01,840
tunes? I really don't know what the, the
possibilities are. But, uh, you know,

275
00:18:01,840 --> 00:18:05,680
that's, that's exactly the kind of
thing that Eduardo and, and others are,

276
00:18:05,680 --> 00:18:08,760
you know, keen to explore. Just
what, what are the possibilities?

277
00:18:08,800 --> 00:18:10,320
Where might they be useful?

278
00:18:11,600 --> 00:18:14,040
Musicians look for inspiration
everywhere, and it's,

279
00:18:14,040 --> 00:18:16,800
it's a wonderful thing that they look
for it in science and they look for it In

280
00:18:16,800 --> 00:18:17,570
physics,

281
00:18:17,570 --> 00:18:22,310
it quite often is a bit
difficult to listen to

282
00:18:22,310 --> 00:18:26,350
when science and music meet
from a science point of view.

283
00:18:26,350 --> 00:18:30,990
I can totally see why it's interesting.
Why is that interesting from a music.

284
00:18:30,990 --> 00:18:34,870
Point of view? Well, um, okay, here,
here's one possible answer to that. Um,

285
00:18:35,080 --> 00:18:39,190
because th there's also, um,
a lot of interest, of course,

286
00:18:39,240 --> 00:18:43,150
in using classical computers, um, in, uh,

287
00:18:43,150 --> 00:18:47,630
their sort of AI mode,
uh, for making music.

288
00:18:48,050 --> 00:18:50,070
And, you know, there are, um,

289
00:18:50,070 --> 00:18:53,990
deep learning algorithms that have been
made that are pretty good at creating

290
00:18:54,340 --> 00:18:59,110
pastes of music in a certain style
just as chat g p t can do it for text.

291
00:18:59,480 --> 00:19:02,990
So, you know, you can say to some
of these, you know, algorithms,

292
00:19:02,990 --> 00:19:04,470
give me a a knock turn.

293
00:19:04,470 --> 00:19:08,030
That sounds a bit like when a show pans
and these days it can do pretty well,

294
00:19:08,190 --> 00:19:12,950
which is, is no big deal in itself. I
mean, I find that a bit sort of dull,

295
00:19:12,950 --> 00:19:17,950
but what, what, but what's more
interesting is that some of those systems,

296
00:19:18,240 --> 00:19:22,870
um, AI systems for music, they
can generate musical ideas.

297
00:19:23,450 --> 00:19:24,550
And, um,

298
00:19:24,580 --> 00:19:29,270
what some composers are doing
is using them purely for that to

299
00:19:29,630 --> 00:19:31,230
generate things that they wouldn't,

300
00:19:31,230 --> 00:19:35,750
the composer themselves wouldn't have
come up with. Um, but that they can hear,

301
00:19:35,970 --> 00:19:36,510
you know,

302
00:19:36,510 --> 00:19:40,590
maybe just a sort of kernel of an idea
that's been generated by AI and think

303
00:19:40,590 --> 00:19:42,830
that's got possibilities.
I can do stuff with that.

304
00:19:42,830 --> 00:19:46,390
Maybe I can use the AI to
expand on that to, you know, um,

305
00:19:46,390 --> 00:19:51,070
develop it into something or maybe
I can do it myself. Um, uh, so,

306
00:19:51,070 --> 00:19:54,670
you know, that's the way,
um, a AI is being used,

307
00:19:54,670 --> 00:19:57,270
or at least I think that's the way
it's being used, interestingly,

308
00:19:57,320 --> 00:20:02,190
as a sort of tool for human composers
rather than just as a system for making a

309
00:20:02,190 --> 00:20:06,790
load of music. That sounds a bit like
what we've heard before. Um, and you know,

310
00:20:06,790 --> 00:20:11,590
there is a, a, a long tradition of
using, I mean, you said, uh, that,

311
00:20:11,590 --> 00:20:15,510
you know, musicians and artists
of all sorts have always been,

312
00:20:15,510 --> 00:20:19,190
there's always been some who have
been really eager to use the latest

313
00:20:19,190 --> 00:20:23,110
technologies as soon as they appear and
see what they can they can do for them.

314
00:20:23,360 --> 00:20:23,950
So, you know,

315
00:20:23,950 --> 00:20:27,310
that happened with the beginnings of
recorded sound in the early 20th century.

316
00:20:27,600 --> 00:20:29,870
It happened in the 1950s, uh,

317
00:20:29,870 --> 00:20:33,390
and sixties when classical computers
started to become available.

318
00:20:33,390 --> 00:20:37,350
There were some, uh,
composers, uh, iis z Zar,

319
00:20:37,410 --> 00:20:41,390
the Greek French composer, uh, is
probably the best known of them.

320
00:20:41,390 --> 00:20:43,550
He was a kind of avant-garde in, you know,

321
00:20:43,550 --> 00:20:48,000
in his time he was really interested
in what computers could do for, um,

322
00:20:48,000 --> 00:20:52,920
for music. John Cage, actually the
experimental us, uh, composer was another.

323
00:20:53,530 --> 00:20:57,440
Um, and they actually tended
to sort of congregate, um,

324
00:20:57,440 --> 00:21:01,840
around Bell Labs, um, uh, in
New New Jersey in those days.

325
00:21:01,840 --> 00:21:05,720
There was a whole kind of
group of scientists and
artists and tech technologists

326
00:21:06,260 --> 00:21:10,520
who were, you know, just trying to
discuss that stuff and see what these,

327
00:21:10,520 --> 00:21:14,960
this new tech technology could do.
And some interesting stuff did,

328
00:21:14,990 --> 00:21:18,600
I think come out of that. Um,
it, you know, it, it's always,

329
00:21:18,600 --> 00:21:21,800
when it's sort of at the forefront
and it's the cutting edge, it's uh,

330
00:21:21,800 --> 00:21:24,080
it's avant garde. It is an acquired taste.

331
00:21:24,080 --> 00:21:27,920
And certainly the stuff I
heard at in December, you know,

332
00:21:27,990 --> 00:21:31,960
would've been an acquired taste. It,
it was, you know, there were rumbles,

333
00:21:31,960 --> 00:21:34,880
there were sort of static and
so on. But actually, you know,

334
00:21:34,880 --> 00:21:39,640
what I've heard of Eduardo's music
previously using other technologies is of

335
00:21:39,640 --> 00:21:42,320
that sort, it's almost closer
to what some, I mean, the,

336
00:21:42,320 --> 00:21:43,880
the distinction is maybe arbitrary,

337
00:21:43,880 --> 00:21:47,320
but some people talk about
sound art rather than music,

338
00:21:47,430 --> 00:21:52,000
that you're just using sound to
create a kind of an ambiance. Um,

339
00:21:52,140 --> 00:21:55,800
and, you know, that overlaps completely
with what Brian Eno is known for doing.

340
00:21:56,370 --> 00:21:59,040
So, you know, at this stage
it is an acquired taste,

341
00:21:59,040 --> 00:22:01,440
but I actually find it much
more interesting to, to,

342
00:22:01,440 --> 00:22:06,320
to see when the technologies can take
you in new directions rather than,

343
00:22:06,620 --> 00:22:07,400
you know,

344
00:22:07,400 --> 00:22:11,400
seeing whether you can make a sort
of quantum version of a bar canta or

345
00:22:11,400 --> 00:22:14,240
something that's, that's dull. That's,
that's kind of been done already.

346
00:22:14,240 --> 00:22:15,073
So why bother.

347
00:22:15,090 --> 00:22:17,640
At the quantum music event
that Philip attended in London?

348
00:22:17,640 --> 00:22:21,800
There was also an interesting sounding
interaction between a violinist and a

349
00:22:21,800 --> 00:22:22,510
quantum computer.

350
00:22:22,510 --> 00:22:27,360
Paul Stratton was one of the performers
at the, um, December, uh, conference,

351
00:22:27,560 --> 00:22:32,240
uh, concert I suppose we could
call it. And, um, in, in that case,

352
00:22:32,490 --> 00:22:36,320
he was, it was like a sort of call
and response. He would play, uh,

353
00:22:36,320 --> 00:22:37,640
an improvised line,

354
00:22:37,710 --> 00:22:42,680
a little phrase of music that
would be processed, uh, you know,

355
00:22:42,680 --> 00:22:47,480
digitally and sent to the I B M
computer that would do something using

356
00:22:47,480 --> 00:22:50,520
a quantum algorithm that
would come up with a response,

357
00:22:50,820 --> 00:22:55,200
and that would then be played
back in real time in the, um,

358
00:22:55,200 --> 00:22:58,440
in the Gutter Institute. And,
you know, you could play it back,

359
00:22:58,790 --> 00:23:02,200
sort of choosing whatever
sound you wanted. In this case,

360
00:23:02,200 --> 00:23:07,160
it was a kind of saxophone, synthesized
saxophone sound. Um, and so, you know,

361
00:23:07,160 --> 00:23:10,000
it was a kind of an improvised, um,

362
00:23:10,000 --> 00:23:13,800
call and response between the
computer and the, uh, the violinist,

363
00:23:14,170 --> 00:23:19,000
exactly how what Paul Stratton played was

364
00:23:19,070 --> 00:23:23,520
used to come up with a response
line. You know, I don't know,

365
00:23:23,530 --> 00:23:28,240
it wasn't sort of, it wasn't too clear
as some kind of quantum algorithm. Um,

366
00:23:28,240 --> 00:23:32,720
and again, this is something that Ai,
uh, music systems are doing as well,

367
00:23:32,720 --> 00:23:34,600
that they can, you can sort of, you know,

368
00:23:34,600 --> 00:23:39,040
they can improvise to some extent
and they can with prompts from a,

369
00:23:39,040 --> 00:23:42,120
a live musician, and you can
get an interesting sort of, um,

370
00:23:42,120 --> 00:23:46,920
interaction going there.
Um, and you know, again,

371
00:23:46,920 --> 00:23:51,880
it wasn't clear what the quantum
aspect of this was adding to a,

372
00:23:51,880 --> 00:23:56,640
an an approach like that, except
that I would say with AI, that you,

373
00:23:56,640 --> 00:23:58,240
you can often hear, you know,

374
00:23:58,240 --> 00:24:03,240
it's just not much more than the same
note sort of being improvised by the

375
00:24:03,520 --> 00:24:05,880
human sort of muddled around
a bit and maybe, you know,

376
00:24:06,080 --> 00:24:08,920
slightly switched around. Whereas
this, it sounded quite different,

377
00:24:08,920 --> 00:24:11,640
the lines that the computer was
coming up with. And, you know,

378
00:24:11,640 --> 00:24:15,360
in some ways quite surprising.
And the hope, I guess, in a, uh,

379
00:24:15,360 --> 00:24:19,080
a situation like this is that
then the human, you know,

380
00:24:19,080 --> 00:24:23,800
performer is inspired by what they've
heard in response and they come up,

381
00:24:23,800 --> 00:24:25,640
you know, they go off in
a different direction.

382
00:24:25,640 --> 00:24:29,920
And it goes from there in a way
similar to the way many jazz

383
00:24:30,800 --> 00:24:34,000
musicians interact off
one another. Um, so yeah,

384
00:24:34,000 --> 00:24:37,120
that was another way in which
the, uh, the algorithms were used.

385
00:24:37,120 --> 00:24:41,840
The technological singularity is a
hypothetical point in the future where

386
00:24:41,840 --> 00:24:46,760
technology growth becomes uncontrollable
and irreversible bringing about

387
00:24:46,760 --> 00:24:49,320
unforeseeable changes
to human civilization.

388
00:24:49,580 --> 00:24:54,520
I'd like to think that quantum music
won't replace all musicians and all

389
00:24:54,520 --> 00:24:57,920
music, and although those changes
are going to be unforeseeable,

390
00:24:58,140 --> 00:25:00,560
I'd like to reassure those
musicians listening to.

391
00:25:00,810 --> 00:25:04,000
Um, I don't foresee that. Um,

392
00:25:04,460 --> 00:25:09,240
and I don't certainly don't think
we want it. Um, and you know,

393
00:25:09,240 --> 00:25:11,240
there is a big discussion
going on, and it's happened,

394
00:25:11,430 --> 00:25:15,160
it's happened much more with,
uh, with AI than with, uh,

395
00:25:15,160 --> 00:25:18,920
quantum computing that, um, you
know, people are talking about, well,

396
00:25:18,920 --> 00:25:23,400
what does creativity really mean?
Because at the moment, um, as I say,

397
00:25:23,530 --> 00:25:28,080
AI systems can't really
do much more interesting

398
00:25:28,080 --> 00:25:32,920
than pastiche. I've heard some that do
actually. Um, there was a, there's a,

399
00:25:32,920 --> 00:25:33,960
a, a group at, uh,

400
00:25:33,960 --> 00:25:36,920
the University of Malaga in Spain
who had a really interesting system,

401
00:25:37,120 --> 00:25:41,600
certainly about 10 years ago,
called Iams that um, was,

402
00:25:41,600 --> 00:25:45,320
it wasn't just making pastiche, it was
general, genuinely composing pieces,

403
00:25:45,920 --> 00:25:50,280
again, in a kind of modernist
style, quite a sort of spiky style.

404
00:25:50,370 --> 00:25:54,600
It sounded to me like kind of early
20th century music, entirely, uh,

405
00:25:54,610 --> 00:25:57,560
AI generated. And some
of that was, I mean,

406
00:25:57,560 --> 00:26:00,120
it composed it and then it could score it.

407
00:26:00,120 --> 00:26:04,600
And then some of that was played by
professional musicians including, uh,

408
00:26:04,600 --> 00:26:07,960
I think the London Symphony. Um, and, uh,

409
00:26:08,210 --> 00:26:12,640
it was interesting, you know, I think it
was, there were some interesting ideas,

410
00:26:12,850 --> 00:26:17,360
um, in there. So, uh, you know, the,
the, but, but, but I think that, that,

411
00:26:17,360 --> 00:26:20,200
that often when you are using
deep learning like this,

412
00:26:20,200 --> 00:26:24,240
you're just in a sense getting back
what is already in the dataset.

413
00:26:24,250 --> 00:26:28,000
So the fact that you could make something
that sounds a bit like a choppa knock

414
00:26:28,000 --> 00:26:32,880
turn, if you train the AI on
Choppa, no turns big deal, you know,

415
00:26:32,880 --> 00:26:37,080
that, that that doesn't impress me.
And it's always, from what I've heard,

416
00:26:37,080 --> 00:26:41,240
it's always a little bit more rubbish,
actually, <laugh>, it's kinda, it's you,

417
00:26:41,240 --> 00:26:45,960
you, you can, um, yeah, you just
get a sense that, okay, it's like,

418
00:26:45,960 --> 00:26:49,840
you know, a, a not very good composer
sort of trying to do a choppa knock turn.

419
00:26:49,840 --> 00:26:53,880
But there are some cases where certainly
non-expert listeners have struggled to

420
00:26:53,880 --> 00:26:57,200
tell the difference between
the two. Um, but you know,

421
00:26:57,200 --> 00:27:00,120
I don't think that's ever gonna be
very interesting. And in any event,

422
00:27:00,760 --> 00:27:05,240
anything like that requires
the human material,

423
00:27:05,580 --> 00:27:09,240
you know, to be trained on. Um, so,

424
00:27:09,250 --> 00:27:12,840
so that it's not obvious
that it's, there's any reason
why it would replace us,

425
00:27:12,840 --> 00:27:13,520
and if it did,

426
00:27:13,520 --> 00:27:18,040
then it's not clear where it would
get any kind of innovation from. Um,

427
00:27:18,570 --> 00:27:23,240
so, you know, I don't think
there's, um, uh, there, there's a,

428
00:27:23,350 --> 00:27:26,680
a strong argument for any of
these technologies at this point,

429
00:27:26,680 --> 00:27:29,440
being genuinely creative
in their own right.

430
00:27:29,700 --> 00:27:34,240
But I think what they can do
is to feed the creativity of

431
00:27:34,600 --> 00:27:38,680
musicians by doing things that the
musicians themselves wouldn't do and don't

432
00:27:38,680 --> 00:27:39,300
expect.

433
00:27:39,300 --> 00:27:43,800
One such musician is theoretical
physicist and composer Maria

434
00:27:43,870 --> 00:27:46,480
Minoni, who we'll hear from in a moment.

435
00:27:46,820 --> 00:27:49,680
But April the 14th is World Quantum Day,

436
00:27:50,060 --> 00:27:54,200
and the physics world team is joining
forces with their journals and eBooks

437
00:27:54,200 --> 00:27:57,640
colleagues at I O P publishing
to celebrate all things Quantum,

438
00:27:58,300 --> 00:28:02,120
the Physics World Weekly podcast,
which I hope you all listen to,

439
00:28:02,120 --> 00:28:04,960
as well as this one will
have a quantum theme,

440
00:28:05,420 --> 00:28:09,640
and the website will highlight a selection
of quantum related feature articles,

441
00:28:09,870 --> 00:28:12,000
interviews and analysis pieces.

442
00:28:12,800 --> 00:28:17,080
Their colleagues in journals and eBooks
will also be showcasing some of the best

443
00:28:17,080 --> 00:28:21,800
quantum content and related eBooks
will be offered at a discount.

444
00:28:22,050 --> 00:28:25,600
So don't miss out on Quantum day
celebrations at I O P publishing,

445
00:28:26,020 --> 00:28:28,640
but now let's go to Maria. Man.

446
00:28:29,230 --> 00:28:33,640
I have a master degree as a
theoretical physicist, and then, uh,

447
00:28:33,640 --> 00:28:37,880
I got other degrees in other
disciplines, um, more in detail.

448
00:28:37,880 --> 00:28:42,040
I study music conservatory where
I study conducting composition

449
00:28:42,540 --> 00:28:43,320
and piano,

450
00:28:43,320 --> 00:28:47,680
and I got three other different
dec degrees all school,

451
00:28:47,740 --> 00:28:51,520
PAG school, I moved to
Paris where I got, uh,

452
00:28:51,520 --> 00:28:56,120
another master degree in, uh,
computer science and acoustics,

453
00:28:56,360 --> 00:29:01,080
Cigna processing applied to music
between <inaudible> and <inaudible>

454
00:29:01,710 --> 00:29:02,380
Perk.

455
00:29:02,380 --> 00:29:07,240
And then I moved to the US where
I got my PhD in music composition.

456
00:29:07,950 --> 00:29:08,760
Then, uh,

457
00:29:08,760 --> 00:29:13,160
for several years I traveled between
the US and Japan for a collaboration.

458
00:29:13,620 --> 00:29:16,480
And I currently working in Italy, uh,

459
00:29:16,480 --> 00:29:21,040
two University of PAMA in my town
in, uh, computer engineering.

460
00:29:21,500 --> 00:29:22,333
And, uh,

461
00:29:22,780 --> 00:29:26,640
I'm also collaborating with
Kaska University of Venice.

462
00:29:26,640 --> 00:29:29,080
Were you always interested
in physics and music?

463
00:29:29,390 --> 00:29:33,400
Yeah, in the first place, it was
something pretty crucial, I'd say,

464
00:29:33,570 --> 00:29:38,040
because I started studying
music when, uh, I was 11,

465
00:29:38,490 --> 00:29:42,240
uh, ish years old. Uh,
but since my childhood,

466
00:29:42,240 --> 00:29:45,200
I always been fascinated
by that. And I study,

467
00:29:45,200 --> 00:29:49,960
study physical university because
I wanted to learn how nature

468
00:29:49,960 --> 00:29:50,793
was working.

469
00:29:51,170 --> 00:29:55,040
So I'm not sure if I precisely
understood how nature was working,

470
00:29:55,040 --> 00:29:58,880
but at least I think I had
very interesting studies.

471
00:29:59,550 --> 00:30:03,360
I had some professors who were
interested in both topics,

472
00:30:03,540 --> 00:30:08,090
who encouraged me to
start like putting things

473
00:30:08,570 --> 00:30:12,810
together. And little bedo,
I started to, to find out,

474
00:30:13,460 --> 00:30:16,010
um, to looking for, um,

475
00:30:16,510 --> 00:30:21,170
the formal side in music and like the

476
00:30:21,170 --> 00:30:25,850
statics sides in physics.
In my master's thesis,

477
00:30:25,900 --> 00:30:27,530
in music, in physics, sorry,

478
00:30:27,690 --> 00:30:32,570
there was a chapter of music
because a specific topic was

479
00:30:32,710 --> 00:30:36,730
the measurement of the
amount of memory in a system,

480
00:30:36,940 --> 00:30:41,610
in a quantum system. And
through some sweet adaptation,

481
00:30:41,840 --> 00:30:46,010
I used this formula under supervision, my,

482
00:30:46,740 --> 00:30:49,210
um, thesis, uh, advisor,

483
00:30:49,480 --> 00:30:54,130
I adapted this formula
to major the amount of

484
00:30:54,480 --> 00:30:58,730
memory in a musical composition.
And that worked. And, uh,

485
00:30:58,730 --> 00:31:01,170
that works was recently,
recently published.

486
00:31:01,600 --> 00:31:03,850
What do you mean by memory and music?

487
00:31:04,260 --> 00:31:07,250
So in music, actually, we have, yes,

488
00:31:07,250 --> 00:31:09,330
we have time after time,

489
00:31:09,590 --> 00:31:13,730
but our way to listen to
music is not an instant

490
00:31:14,070 --> 00:31:14,930
understanding.

491
00:31:15,280 --> 00:31:19,570
Rather we have like chunks of time and

492
00:31:20,240 --> 00:31:24,530
this something connected with
the amount of musical repetition.

493
00:31:25,100 --> 00:31:25,890
So for example,

494
00:31:25,890 --> 00:31:30,610
we can have a theme or a court
or a rhythm or something,

495
00:31:30,770 --> 00:31:35,250
maybe something that has a
duration in time, but pretty short.

496
00:31:35,660 --> 00:31:39,250
So some, some unit which
can be recognizable,

497
00:31:39,250 --> 00:31:40,690
which can be recognized.

498
00:31:41,580 --> 00:31:46,170
So the more the repetitions and the higher

499
00:31:46,430 --> 00:31:50,090
the amount of memory
in the sense of course,

500
00:31:50,090 --> 00:31:54,490
if we have like a classic
piece with a precise structure,

501
00:31:54,660 --> 00:31:59,210
we are more likely to have repetition
if we have some kind of more

502
00:31:59,400 --> 00:32:03,730
random, like music, we have
less, if we have a song,

503
00:32:03,980 --> 00:32:08,330
usually we have some specific
structure repetition.

504
00:32:08,860 --> 00:32:13,010
So we have musical genre
that have different

505
00:32:13,420 --> 00:32:16,450
amounts usually in mean of memory,

506
00:32:16,870 --> 00:32:21,210
but also different styles of
composers and different pieces.

507
00:32:21,660 --> 00:32:26,330
It is something which is related
with our opposition of music because

508
00:32:26,380 --> 00:32:30,770
we like to have somehow to have
reation, oh, this is the theme, uh,

509
00:32:30,960 --> 00:32:35,850
that is recalled in the fourth movement
from the first movement of the symphony.

510
00:32:36,020 --> 00:32:40,680
We got that because we
are somehow driven by

511
00:32:41,070 --> 00:32:46,000
cycles and things. If we have too
much repetition, things are boring,

512
00:32:46,540 --> 00:32:49,480
too predictable. If we
have too few repetition,

513
00:32:49,970 --> 00:32:53,840
we cannot really understand what
is going on in a musical piece.

514
00:32:53,840 --> 00:32:58,800
So it's something like a bit connected
with aesthetics of the musical

515
00:32:58,800 --> 00:32:59,510
piece.

516
00:32:59,510 --> 00:33:02,800
Yeah, there's like a very big
difference between, you know,

517
00:33:02,920 --> 00:33:07,400
can't get you outta my Head by
Kelly Mangan Les's Fifth Symphony

518
00:33:07,850 --> 00:33:12,160
in, well, in every ways isn't, but what,
which pieces did you use for the study.

519
00:33:12,210 --> 00:33:17,000
In that study? We started
during the, um, the thesis,

520
00:33:17,450 --> 00:33:19,920
uh, man VA professor was,

521
00:33:19,920 --> 00:33:24,840
professor Compan is a theoretical
physicist who is returned

522
00:33:24,840 --> 00:33:29,400
now, but recently published the
paper together. We looked at, um,

523
00:33:29,400 --> 00:33:33,920
first some classical music,
bini, a song by Vincent Bini,

524
00:33:34,500 --> 00:33:38,280
and then, um, Philip Gra and

525
00:33:40,550 --> 00:33:45,440
more modern composers.
However, the same structure,

526
00:33:46,250 --> 00:33:46,600
uh,

527
00:33:46,600 --> 00:33:51,600
of analysis might be applied
different even to some pop music or

528
00:33:51,600 --> 00:33:56,480
just piece provided that we have
a recording and then we make

529
00:33:56,830 --> 00:33:59,280
a transcription, uh,

530
00:33:59,480 --> 00:34:02,080
other things with the separation
of the different lines.

531
00:34:02,660 --> 00:34:04,950
And yes,

532
00:34:05,250 --> 00:34:09,550
for this very specific
study we had made, um,

533
00:34:09,600 --> 00:34:13,470
we need some kind of symbolic
description. So the chime,

534
00:34:13,470 --> 00:34:17,750
we have the onset, the
pitches, loudness and duration.

535
00:34:18,160 --> 00:34:21,510
We had considered this
ailments, but now nevertheless,

536
00:34:21,600 --> 00:34:26,430
we might extend this idea in a
more sound processing domain.

537
00:34:26,920 --> 00:34:27,830
So within that,

538
00:34:27,830 --> 00:34:32,310
but there could be a research idea for
some new stuff and maybe just working

539
00:34:32,310 --> 00:34:35,510
with audio signal and uh,

540
00:34:35,930 --> 00:34:38,870
and working directly with
the recordings in this way,

541
00:34:38,870 --> 00:34:41,710
even without the
description, we can do that.

542
00:34:42,500 --> 00:34:47,310
I think that it might be interesting to
see not only examples of Western music,

543
00:34:47,330 --> 00:34:52,230
but also other musics around the
world and see if there are some kind

544
00:34:52,230 --> 00:34:54,870
of pattern repetitions we might see.

545
00:34:55,120 --> 00:34:59,830
So at the border with music information
retrieval, which is a field in itself,

546
00:35:00,200 --> 00:35:05,110
usually people work with a
lot of musical PCs and use

547
00:35:05,110 --> 00:35:08,710
auto completely automatic
techniques to compare stuff.

548
00:35:09,170 --> 00:35:10,190
But in that case,

549
00:35:10,190 --> 00:35:14,910
the inspiration regarding memory
was directly from physics,

550
00:35:15,280 --> 00:35:18,710
because I was working with no mark of,

551
00:35:20,240 --> 00:35:22,070
um, a system. Uh,

552
00:35:22,420 --> 00:35:26,990
a time dynamics is
Markov Ovn is if we have

553
00:35:27,300 --> 00:35:31,310
a time dependencies, which
is connected with some, uh,

554
00:35:31,310 --> 00:35:32,870
former time Eastern,

555
00:35:32,870 --> 00:35:37,030
but not with the entire
previous time story.

556
00:35:37,610 --> 00:35:42,280
However, when we have a non Ovn dynamics,

557
00:35:42,280 --> 00:35:45,280
it means that we have, uh,

558
00:35:45,760 --> 00:35:50,680
relevant effects of memory not
connected with just the former time

559
00:35:50,680 --> 00:35:52,600
Eastern. So,

560
00:35:52,660 --> 00:35:56,560
and the was precise
reform to analyze that,

561
00:35:56,560 --> 00:35:59,880
because we might have
two states in physics,

562
00:36:00,490 --> 00:36:02,560
we that are different,

563
00:36:03,340 --> 00:36:07,720
but if after the time evolution

564
00:36:08,270 --> 00:36:12,760
they get more and more
similar between them,

565
00:36:13,250 --> 00:36:18,080
it means that we have lost
the information regarding

566
00:36:18,080 --> 00:36:22,880
their difference. So we lost
to the memory in the sense, uh,

567
00:36:22,890 --> 00:36:24,160
if they keep,

568
00:36:24,390 --> 00:36:28,880
they are distant different at
time zero and they still are

569
00:36:29,270 --> 00:36:30,480
very different,

570
00:36:30,710 --> 00:36:34,560
easy to be the yes to
make some distinction.

571
00:36:34,670 --> 00:36:37,120
Then we keep the information,

572
00:36:37,120 --> 00:36:40,080
we keep memory in music
kind of the opposite,

573
00:36:40,930 --> 00:36:44,240
because if we have two musical passages,

574
00:36:44,480 --> 00:36:49,240
which each are similar to each
other, then we see, say that we have,

575
00:36:49,410 --> 00:36:51,040
uh, great amount of memory.

576
00:36:51,940 --> 00:36:54,730
So we just said to use
the inverse fork for.

577
00:36:54,730 --> 00:36:58,890
That. Has that changed the way you
write music or listen to music?

578
00:36:59,190 --> 00:37:02,250
Yes, yes. Because after this study,

579
00:37:02,440 --> 00:37:06,930
that's funny that it was recently
published, but it was like, uh,

580
00:37:07,270 --> 00:37:11,850
10 years ago, uh, way before like
the revival of quantum things. Um,

581
00:37:11,880 --> 00:37:15,930
I start to make research in the
domain of mathematics and music,

582
00:37:15,930 --> 00:37:17,130
and I'm still are,

583
00:37:17,130 --> 00:37:21,690
there is an entire community is
not only me using several aspects

584
00:37:22,100 --> 00:37:26,890
of math and physics and computer
science to analyze music and to

585
00:37:26,890 --> 00:37:31,690
create music in some sense. Um, um,

586
00:37:32,080 --> 00:37:32,440
I,

587
00:37:32,440 --> 00:37:37,370
I became more aware of what I
was doing in music because even

588
00:37:37,370 --> 00:37:41,570
when you just improvise, I'm
also active as music improviser.

589
00:37:41,720 --> 00:37:44,770
When improvised what you're doing,
you are taking some elements,

590
00:37:44,990 --> 00:37:47,770
you are making like a
filtering, a selection.

591
00:37:48,240 --> 00:37:52,050
Then you perform some variation,
some elements you propose,

592
00:37:52,870 --> 00:37:56,890
you take as input what the other
guys in the band are doing and,

593
00:37:57,150 --> 00:38:00,610
and the output you, you
provide a new variation.

594
00:38:01,100 --> 00:38:05,570
So when you start thinking
music in terms of element and

595
00:38:05,570 --> 00:38:06,403
transformation,

596
00:38:06,700 --> 00:38:11,170
somehow you are already doing science
because a big bunch of science is

597
00:38:11,170 --> 00:38:13,410
connected with, uh,

598
00:38:13,810 --> 00:38:18,730
functions or s maybe and seeing
how we can transform some

599
00:38:19,010 --> 00:38:21,690
material. How can we create variation?

600
00:38:22,380 --> 00:38:27,090
So somehow I became more aware
about that in some of my musical

601
00:38:27,150 --> 00:38:31,810
composition. I directly took
inspiration from science,

602
00:38:32,310 --> 00:38:36,920
for example, I wanted to create
some simple examples of stuff

603
00:38:37,550 --> 00:38:40,120
once I worked with, uh,

604
00:38:40,120 --> 00:38:45,000
branching and I composed a piece where
everything was starting from a node

605
00:38:45,580 --> 00:38:49,840
and then divided into
two musical sequences,

606
00:38:52,630 --> 00:38:56,280
then from one musical
instrument to multiple one.

607
00:39:13,690 --> 00:39:16,720
So it is like just, just divide in, uh,

608
00:39:17,350 --> 00:39:18,720
into multiple elements.

609
00:39:18,880 --> 00:39:23,360
Other times I just focused
on the concept of, uh,

610
00:39:23,360 --> 00:39:28,320
of sequence of transformation.
Uh, for example was inspired by,

611
00:39:28,660 --> 00:39:33,240
you know, the GUI as, uh,

612
00:39:33,430 --> 00:39:36,240
a body constituted by several scales.

613
00:39:36,650 --> 00:39:41,000
So a single scale is the theme,
and you apply the repetition,

614
00:39:41,320 --> 00:39:43,600
which is mathematical operation.

615
00:39:44,110 --> 00:39:47,440
Then you apply a change of the envelope,

616
00:39:47,590 --> 00:39:51,360
like following the shape
of the animal. And again,

617
00:39:51,360 --> 00:39:54,280
you can use math to
describe this operation.

618
00:39:54,700 --> 00:39:59,400
And I use this structure
to build up a piece to

619
00:39:59,400 --> 00:40:01,280
improvise as a scheme to improvise.

620
00:40:39,000 --> 00:40:41,950
So I will say that, um,

621
00:40:42,320 --> 00:40:46,510
science in general are a way of thinking,

622
00:40:46,510 --> 00:40:51,070
which is between math and
physics, I think that can provide,

623
00:40:51,680 --> 00:40:56,630
uh, countless ideas for
music making the same

624
00:40:56,870 --> 00:41:01,510
way we can have a musical
piece or in general

625
00:41:01,640 --> 00:41:02,510
an artwork.

626
00:41:02,930 --> 00:41:07,910
And we can use categories coming
from scientists to analyze that.

627
00:41:08,410 --> 00:41:12,470
But this is not something really new
because people in the renaissance were

628
00:41:12,470 --> 00:41:15,630
doing that were like
putting stuff together.

629
00:41:16,610 --> 00:41:19,790
And in different parts of
history, they have been.

630
00:41:20,160 --> 00:41:24,190
We also had philosopher
who were artists, we were,

631
00:41:24,840 --> 00:41:28,950
uh, scientists as well.
Uh, good was a poet.

632
00:41:29,520 --> 00:41:34,280
He was inspired by shapes in, uh,

633
00:41:34,280 --> 00:41:38,840
in nature. He was trying to
find, uh, the first plant.

634
00:41:38,890 --> 00:41:39,560
So he was,

635
00:41:39,560 --> 00:41:44,240
he was also performing some kind
of scientific investigation with

636
00:41:44,240 --> 00:41:48,800
both theoretical and
experimental way of working.

637
00:41:49,730 --> 00:41:52,720
So the, what I'm doing, um,

638
00:41:53,680 --> 00:41:58,560
maybe is different from what
other people are doing, but, um,

639
00:41:59,230 --> 00:42:04,000
I, I think that there is some
kind of beauty which is inside

640
00:42:04,390 --> 00:42:07,880
nature. We are part of beauty as well.

641
00:42:08,210 --> 00:42:13,200
So when we try to understand
nature in something like,

642
00:42:14,010 --> 00:42:15,880
um, some physicists said,

643
00:42:16,130 --> 00:42:20,440
we are trying to find out
the beauty which is hidden

644
00:42:21,430 --> 00:42:25,800
inside nature. Um, and we
are trying to make it art.

645
00:42:26,290 --> 00:42:30,360
So maybe a key to understand the
art is like getting to the roots,

646
00:42:30,500 --> 00:42:33,720
but also [inaudible] um, the,

647
00:42:33,720 --> 00:42:37,880
the famous Spanish architect
Yes. Was thinking that way.

648
00:42:38,010 --> 00:42:39,960
So maybe we are just, uh,

649
00:42:40,040 --> 00:42:43,840
being inspired by nature at these
different levels, maybe <laugh>.

650
00:42:44,270 --> 00:42:46,400
Yeah. But there are a
few levels aren't there,

651
00:42:46,400 --> 00:42:49,560
between a Pangolin and the quantum realm?

652
00:42:49,660 --> 00:42:54,480
Yes, quantum music is something
relatively new. But, uh,

653
00:42:54,480 --> 00:42:55,960
I will say that, uh, this,

654
00:42:55,960 --> 00:43:00,960
this is part of this search
of this research of some

655
00:43:00,960 --> 00:43:02,400
kind of roots of beauty.

656
00:43:02,680 --> 00:43:07,640
There is something a bit more
tricky here because when we can,

657
00:43:07,690 --> 00:43:11,520
uh, see a tree, a man and animal,

658
00:43:11,590 --> 00:43:14,760
they belong to our day experience.

659
00:43:14,760 --> 00:43:18,760
Quantum does not because it's
something that we can measure.

660
00:43:18,850 --> 00:43:23,200
Of course we can think of
course, but we do not see panta.

661
00:43:23,810 --> 00:43:26,280
So something which is not intuitive,

662
00:43:27,110 --> 00:43:31,680
it's something that also
philosophically challenging our way of,

663
00:43:32,090 --> 00:43:32,610
um,

664
00:43:32,610 --> 00:43:37,120
of seeing the interaction
between the measuring subject

665
00:43:37,340 --> 00:43:41,480
and the measured world. So in this sense,

666
00:43:42,070 --> 00:43:46,880
when we have quantum music, we
cannot, uh, do, in my opinion,

667
00:43:47,310 --> 00:43:51,440
a direct mapping because
music is happening. Um,

668
00:43:52,050 --> 00:43:56,880
in classical physics, let's say like
that, we have longitudinal waves,

669
00:43:57,210 --> 00:44:00,160
we have some dimensional scale, and on,

670
00:44:00,400 --> 00:44:05,240
while the quantum is happening
in a, in another <laugh>, uh,

671
00:44:05,240 --> 00:44:07,840
another dimension completely
different. However,

672
00:44:09,050 --> 00:44:13,800
we can borrow something from
the quantum and bring in this

673
00:44:13,800 --> 00:44:18,600
information in the real realm
of music, for example. Um,

674
00:44:19,010 --> 00:44:22,600
we can adapt as I, as I made years ago,

675
00:44:22,630 --> 00:44:27,560
some criteria to major stuff
in the quantum domain to the

676
00:44:27,560 --> 00:44:32,080
musical domain. So considering
like finite time intervals,

677
00:44:32,080 --> 00:44:36,760
for example, we can use,
um, quantum computers,

678
00:44:36,760 --> 00:44:40,400
which are making, uh, measurement that we,

679
00:44:40,400 --> 00:44:43,920
we can perform measurement,
we can have a state,

680
00:44:44,090 --> 00:44:48,760
we can apply a measurement, we can
see what is the most like output.

681
00:44:48,760 --> 00:44:50,320
We have quantum noise,

682
00:44:50,930 --> 00:44:55,760
so we are getting a lot of
quantitative information and we

683
00:44:55,760 --> 00:45:00,480
can decide to map this
quantitative information toward

684
00:45:00,720 --> 00:45:01,553
sound.

685
00:45:02,020 --> 00:45:05,960
But this operation of
mapping is something that is

686
00:45:06,630 --> 00:45:09,240
like between art and science,

687
00:45:09,730 --> 00:45:14,000
because we have an information
from the quantum, for example,

688
00:45:14,000 --> 00:45:18,240
from computers, and the one that translate
into another kind of information,

689
00:45:18,380 --> 00:45:23,240
how the choice of how is
also an artistic choice.

690
00:45:23,850 --> 00:45:28,480
We might obtain a
sonification just to have,

691
00:45:29,050 --> 00:45:32,680
um, an idea which is we can make graphs.

692
00:45:33,250 --> 00:45:37,400
We have the output of a quantum
computation, we have a graph. Okay? The,

693
00:45:37,400 --> 00:45:41,880
the output with 0 0 0 is more
likely than the output with

694
00:45:41,880 --> 00:45:46,440
0 1 1. Okay? So we have a
graph with two different bars.

695
00:45:47,090 --> 00:45:51,680
We can translate the information into
sound. We might have a louder sound,

696
00:45:51,950 --> 00:45:52,960
a softer sound.

697
00:45:53,850 --> 00:45:57,520
So sonification can be
used in a scientific way,

698
00:45:58,020 --> 00:46:02,880
but we can use this information
I map into a competitive

699
00:46:02,880 --> 00:46:07,160
stuff. So in this sense, uh,

700
00:46:07,230 --> 00:46:11,840
I think that's a quantum use is
something that is starting to be

701
00:46:11,840 --> 00:46:13,240
developed right now.

702
00:46:13,470 --> 00:46:17,920
I think that we are only at the
beginning of this new world,

703
00:46:18,020 --> 00:46:18,853
I'd say.

704
00:46:19,060 --> 00:46:22,080
Can you tell me a bit about
your process as a composer?

705
00:46:22,320 --> 00:46:24,240
Where does inspiration come from.

706
00:46:24,240 --> 00:46:26,560
For you? Well, well, at least for me,

707
00:46:26,560 --> 00:46:31,360
it can work in very different ways
because I could be completely,

708
00:46:31,930 --> 00:46:34,920
uh, could be completely taken by,

709
00:46:34,920 --> 00:46:38,720
taken by an interesting
result. For example,

710
00:46:38,720 --> 00:46:41,160
I'm worked in a quantum
circuit, for example,

711
00:46:41,160 --> 00:46:45,720
for something in my work about
robotics and then say, okay,

712
00:46:45,720 --> 00:46:49,080
this very interest thing, how can, um,

713
00:46:49,780 --> 00:46:53,560
how may I use sounds to,

714
00:46:53,610 --> 00:46:57,440
to give an al auditor idea
of that I, so for example,

715
00:46:57,440 --> 00:47:02,440
can just set up some notes
and imagine a quantum

716
00:47:02,660 --> 00:47:05,160
not measure state as a court,

717
00:47:05,160 --> 00:47:09,280
then the measurement is
just giving one note. Also,

718
00:47:09,280 --> 00:47:11,400
the people did that are not everyone.

719
00:47:56,730 --> 00:47:57,563
In this sense,

720
00:47:57,830 --> 00:48:02,800
I can use music as a way to gain
a better understanding of what

721
00:48:02,800 --> 00:48:05,360
is going on in science. Um,

722
00:48:05,470 --> 00:48:09,840
I might also be part in a
more say, metaphorical way.

723
00:48:09,840 --> 00:48:14,840
Like is ago I wrote, uh, uh, maybe
it was supported for future, uh,

724
00:48:14,840 --> 00:48:19,080
uh, inspired by entanglement, but
it was kind of loosey inspiration.

725
00:48:19,790 --> 00:48:22,960
Just, uh, this idea of two, um,

726
00:48:22,970 --> 00:48:27,640
of a state which is composed by
parts which like locked together.

727
00:48:27,660 --> 00:48:29,160
You measure the other one,

728
00:48:29,160 --> 00:48:32,720
you force the other one
to get a specific measure.

729
00:49:44,680 --> 00:49:49,200
Other times I just compose
in a more free way,

730
00:49:49,310 --> 00:49:54,240
just all style, sit on the piano,
paper and pencil. You write a song,

731
00:49:54,620 --> 00:49:59,080
you can do that. And
uh, that's in the sense,

732
00:49:59,530 --> 00:50:01,840
uh, science can be a specific,

733
00:50:01,840 --> 00:50:06,600
quantum can be used at a
later time to, for example,

734
00:50:06,690 --> 00:50:10,960
to, um, to develop the musical material.

735
00:50:11,570 --> 00:50:16,120
As I said before, we can think of
objects and transformations between them.

736
00:50:16,850 --> 00:50:20,880
So for example, we have
a theme and we keep,

737
00:50:21,570 --> 00:50:26,000
um, modifying, transforming this
theme in a sequence of variation,

738
00:50:26,000 --> 00:50:28,150
which is something very classical.

739
00:50:28,450 --> 00:50:33,390
But we can also think of that
as a process which has a little

740
00:50:33,540 --> 00:50:35,630
memory. So little be little.

741
00:50:35,680 --> 00:50:40,670
We are like using the identity of
the theme we have at the end of the

742
00:50:40,670 --> 00:50:44,310
piece. We are left with a
metic style, for example,

743
00:50:44,750 --> 00:50:48,710
which is completely different
from the elements we started with.

744
00:50:49,430 --> 00:50:53,510
Sometimes I'm talking about
magnificent thing because they have a,

745
00:50:53,510 --> 00:50:55,630
a classic training. But, uh,

746
00:50:55,840 --> 00:51:00,470
we can work also with other musical
parameters and uh, play the same idea.

747
00:51:00,810 --> 00:51:05,710
For example, we can have
a mass of sound. So,

748
00:51:06,520 --> 00:51:09,030
uh, like, um, there,

749
00:51:09,030 --> 00:51:12,710
there are people we are working with
concrete music and not only who are

750
00:51:12,710 --> 00:51:13,950
working, for example, with timber,

751
00:51:13,950 --> 00:51:17,790
which could be also generated
electronically and so on.

752
00:51:18,010 --> 00:51:22,070
And then we work by taking away the sound,

753
00:51:22,070 --> 00:51:26,390
let's say like that. And we
can compare this operation,

754
00:51:27,070 --> 00:51:28,190
which is maybe,

755
00:51:28,670 --> 00:51:33,430
which might be compared with some kind
of subtractive syntheses. I said that.

756
00:51:33,890 --> 00:51:37,630
But we can have, uh, a bunch of
different sounds playing together.

757
00:51:37,980 --> 00:51:42,510
Then we do something and then
we are left with some one chord,

758
00:51:42,510 --> 00:51:46,990
only one chord. The some a
small part of this sound. Okay,

759
00:51:47,270 --> 00:51:49,790
but this could be compared with what,

760
00:51:50,060 --> 00:51:53,910
with the concept of destructive
measure in quantum mechanics.

761
00:51:54,810 --> 00:51:59,400
So, and we have a state then,

762
00:51:59,770 --> 00:52:01,320
uh, uh, physical system,

763
00:52:01,320 --> 00:52:06,000
then we force the system to
have just one value and all

764
00:52:06,000 --> 00:52:10,800
subsequent measurements, we have
that value. So in this sense,

765
00:52:10,900 --> 00:52:14,960
the quantum can enter
inside music not only

766
00:52:16,030 --> 00:52:20,560
a levels of precise
formulas at the levels of

767
00:52:20,890 --> 00:52:23,960
outputs of quantum computer, but even at,

768
00:52:24,230 --> 00:52:27,760
I think at a more ground
level of concepts.

769
00:52:28,330 --> 00:52:30,520
Because first of all, uh,

770
00:52:30,520 --> 00:52:35,520
I think part of the beauty of this kind
of physics is that something, as I said,

771
00:52:35,780 --> 00:52:40,680
not intuitive is something that is contin.
Even if you studied that for years,

772
00:52:40,680 --> 00:52:43,840
it's always challenging quantum mechanics.

773
00:52:43,840 --> 00:52:46,880
All I remember study many sago universe.

774
00:52:46,880 --> 00:52:50,720
Then I took Sarah crucial
advanced quantum mechanics,

775
00:52:50,720 --> 00:52:51,960
quantum fee theory,

776
00:52:52,240 --> 00:52:57,120
where you apply the quantization not only
to the energy, but also to the field.

777
00:52:57,910 --> 00:53:02,520
It's like having, uh, field
the nausea, which is made by,

778
00:53:03,010 --> 00:53:05,000
um, by particles, let's say that.

779
00:53:05,220 --> 00:53:10,080
And you extend all the mathematics over
in, over, which is quite fascinating.

780
00:53:10,080 --> 00:53:12,240
So they are really the challenging ideas.

781
00:53:12,820 --> 00:53:17,520
And I think that also this
idea can inspire art. Why not?

782
00:53:17,660 --> 00:53:19,080
Art is made of ideas.

783
00:53:19,550 --> 00:53:23,720
It's not important if you are
writing a p the piano with, uh,

784
00:53:23,720 --> 00:53:26,880
synthesize or whatever we
are thinking. First of.

785
00:53:26,880 --> 00:53:28,560
All, I hope you don't mind me asking,

786
00:53:28,580 --> 00:53:33,280
but is quantum music ever
going to be anything more than

787
00:53:33,280 --> 00:53:35,440
something that's, you know,

788
00:53:35,840 --> 00:53:40,400
interesting for people who are interested
in the intersection of science and

789
00:53:40,400 --> 00:53:44,040
music for composers, uh, and for,

790
00:53:44,040 --> 00:53:45,760
well just for a very niche audience?

791
00:53:46,250 --> 00:53:51,040
Ah, well that's a great
question. So I'm glad if, uh,

792
00:53:51,090 --> 00:53:54,960
we could, uh, talk again of this
question in the next 10 years,

793
00:53:54,960 --> 00:53:58,280
let's say like that. Because
I think that we are, we,

794
00:53:58,280 --> 00:54:02,480
at the beginning of this course, I see
a lot of enthusiasm, which is fine.

795
00:54:03,070 --> 00:54:08,040
I hope that that will last for
some time. I don't know yet.

796
00:54:08,140 --> 00:54:08,800
For now,

797
00:54:08,800 --> 00:54:13,680
it's kind of a restrictive
thing because usually there are

798
00:54:13,680 --> 00:54:18,400
either physicists or computer
scientists or composers or

799
00:54:18,400 --> 00:54:23,200
kind of a quantum superposition
of all these guys. Were trying to,

800
00:54:23,890 --> 00:54:25,960
um, see things together,

801
00:54:25,960 --> 00:54:30,720
which is good because I sometimes
I see compo composition can also

802
00:54:30,720 --> 00:54:33,640
be an act of an experiment. Um,

803
00:54:33,640 --> 00:54:38,480
you can either compose a
song in the style, it's that,

804
00:54:39,090 --> 00:54:43,280
or, uh, you can, uh, make, um, uh,

805
00:54:43,350 --> 00:54:48,200
more experimental study. So for now,
we have a lot of experimental works.

806
00:54:48,750 --> 00:54:51,400
Very interesting. We have, uh,

807
00:54:51,430 --> 00:54:56,160
some of these works also made
to the concerts. There are, um,

808
00:54:56,600 --> 00:55:01,520
works directly deriv derived
from fin um, quantum computers,

809
00:55:01,520 --> 00:55:05,880
which are very, very interesting.
Uh, remember the name right now.

810
00:55:05,900 --> 00:55:09,880
But that comes to mind
very, very interesting. Uh,

811
00:55:09,880 --> 00:55:14,080
musical works by, um,
professor Mirana, for example,

812
00:55:14,080 --> 00:55:18,360
and not only the several people
who work with that, okay,

813
00:55:18,360 --> 00:55:19,520
from now it's some GS three.

814
00:55:19,520 --> 00:55:23,760
So I will make distinction
between maybe three layers,

815
00:55:24,300 --> 00:55:27,320
the layer of, um,

816
00:55:29,070 --> 00:55:32,160
experiment. So you have something new,

817
00:55:32,180 --> 00:55:36,680
you wanna see what is going on, and you
make the experiment. And in this class,

818
00:55:36,680 --> 00:55:41,320
I also consider in my own
experiment, when I use Logic Gates,

819
00:55:41,700 --> 00:55:42,360
for example,

820
00:55:42,360 --> 00:55:46,760
to determine if we will have
some notes or some other ones

821
00:55:47,090 --> 00:55:50,840
as the response to some kind of
external info, this experiment,

822
00:55:51,110 --> 00:55:56,000
they could be nice to hear or not.
Uh, when I write experimental music,

823
00:55:56,000 --> 00:55:58,520
I don't always consider that nice to hear,

824
00:55:58,520 --> 00:56:03,480
but just maybe it could be nice to
see if it is interesting or not.

825
00:56:04,190 --> 00:56:05,800
Then, um,

826
00:56:06,150 --> 00:56:10,760
they can be the quantum applied
in a more systematic way

827
00:56:11,130 --> 00:56:13,600
to create a new genre of music.

828
00:56:14,150 --> 00:56:17,800
I think we are on the way there,
people who are going that direction,

829
00:56:17,800 --> 00:56:21,520
but I think that we are
still at the beginning, uh,

830
00:56:21,520 --> 00:56:23,520
of this world and, uh,

831
00:56:23,520 --> 00:56:28,320
personally I think that will require
one more thinkings about what we are

832
00:56:28,320 --> 00:56:30,720
taking from the quantum world. Okay.

833
00:56:30,900 --> 00:56:35,200
The other side is that we listen
to music because we like music.

834
00:56:35,770 --> 00:56:39,760
Uh, we can move the way music, we can
be comfort converted by music. We can,

835
00:56:39,760 --> 00:56:44,600
we have several different reasons
in the sense it's much harder to

836
00:56:44,600 --> 00:56:48,960
find out what is the impact
of the quantum world,

837
00:56:49,810 --> 00:56:54,760
um, regarding aesthetics of music.
I see. But that's, that's me.

838
00:56:55,250 --> 00:56:59,800
Um, I think that inside nature
there are some roots of beauty.

839
00:56:59,890 --> 00:57:04,560
We have to find them because we
might have perfect mathematics and

840
00:57:04,560 --> 00:57:08,840
perfectly bad music or vice
versa. So it's not given that,

841
00:57:09,570 --> 00:57:12,640
um, if we have some kind of math things,

842
00:57:13,170 --> 00:57:15,920
we will have some beautiful art.

843
00:57:16,120 --> 00:57:20,920
There are different use already
Hask was thinking about of

844
00:57:20,920 --> 00:57:25,400
the beauty music and it was like very
opposite to some kind of more rational

845
00:57:25,400 --> 00:57:29,800
thing. I don't think that way, but I
think that's important to understand.

846
00:57:30,430 --> 00:57:35,240
Some reason there are people in the
cognitive science who investigating

847
00:57:35,260 --> 00:57:38,680
why do we like what we
like, for example, uh,

848
00:57:38,770 --> 00:57:43,600
my way of seeing things that
we like music, there are
some, uh, some connection,

849
00:57:43,600 --> 00:57:45,400
for example, uh,

850
00:57:45,400 --> 00:57:50,240
with the images you create in the
mind of there is a kind of gestural

851
00:57:50,350 --> 00:57:54,560
connection. Like you
hear a very soft music,

852
00:57:54,660 --> 00:57:57,840
you think of a caressing
gesture. That that is my,

853
00:57:58,370 --> 00:58:03,330
if we were able to find out, um,

854
00:58:03,400 --> 00:58:08,370
some of the reason why a musical
piece is a beautiful musical

855
00:58:08,370 --> 00:58:12,490
piece and we are able to
formalize all the stuff

856
00:58:13,000 --> 00:58:14,370
with the quant,

857
00:58:14,370 --> 00:58:17,970
with the mathematics <inaudible>
that used for the quantum physics,

858
00:58:18,760 --> 00:58:21,530
then we can use the quantum
to make beautiful stuff.

859
00:58:22,200 --> 00:58:24,970
I don't think we are now at this point.

860
00:58:25,800 --> 00:58:30,090
That could be a research question.
Maybe we could never achieve that. But,

861
00:58:30,660 --> 00:58:33,090
uh, I think that could
be a nice challenge.

862
00:58:33,180 --> 00:58:35,210
Oh yeah, that, that
sounds very interesting.

863
00:58:35,320 --> 00:58:39,290
Yeah. <laugh>, more people could be
fascinated by science at this point.

864
00:58:39,440 --> 00:58:43,930
Well, it sounds like it may be sometime
before people are saying that quantum is

865
00:58:43,930 --> 00:58:44,763
massive,

866
00:58:45,270 --> 00:58:49,960
but I want to leave you with a
bit more of Maria's music entitled

867
00:58:50,170 --> 00:58:51,600
3D Underwater Robots.

868
00:58:51,670 --> 00:58:56,440
This is an experiment with computer
sounds and the sonification of quantum

869
00:58:56,440 --> 00:58:58,320
driven robotic movements.

870
00:59:04,650 --> 00:59:07,880
Quantum music is sometimes very short.

871
00:59:07,880 --> 00:59:12,200
Thank you very much to Maria and Philip
for talking to me for this episode of

872
00:59:12,200 --> 00:59:15,400
the Physics World Stories podcast.
You can find links to Maria's work,

873
00:59:15,400 --> 00:59:16,040
and of course,

874
00:59:16,040 --> 00:59:20,320
Philip's work on the article
that accompanies this
podcast on the physics world

875
00:59:20,320 --> 00:59:22,600
website physics world.com.

876
00:59:22,870 --> 00:59:26,640
Thanks again to FIFA Vacuum for
sponsoring this episode of the podcast.

877
00:59:27,310 --> 00:59:30,320
FIFA Vacuum provides all
types of vacuum equipment,

878
00:59:30,320 --> 00:59:34,120
including hybrid and magnetically
levitated, turbo pumps,

879
00:59:34,190 --> 00:59:36,840
leak detectors and analysis equipment,

880
00:59:37,210 --> 00:59:39,440
as well as vacuum chambers and systems.

881
00:59:40,020 --> 00:59:44,920
You can explore all of its
products@pfahyphenvacuum.com.

882
00:59:45,160 --> 00:59:49,280
We'll be back next month with something
else from this wonderful world of

883
00:59:49,280 --> 00:59:51,920
physics. And thank you
very much for listening.

884
00:59:55,970 --> 00:59:56,720
Physics.

885
00:59:56,720 --> 00:59:57,280
World.

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