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"I am planning a series of related compositions, constructed first from the other songs involved in the listening tests, but then probing the space of MP3 compression in different ways, attempting to highlight even more explicitly the filtering effect of this codec.... Composing with these sounds and injecting them back into contemporary listening spaces is one possible act of resistance, one available mode of cultural critique."

MP3's unwitting/unintended uncovering of the possibilities of weird filtering schemes points to the hugeness of unexplored timbre space. We are so familiar with our usual collection of instrumental timbres ... we have assumed that this galaxy is the whole universe. Timbre is waiting for its Hubble.

> Timbre is waiting for its Hubble.

Jesus fucking Christ, man. I'm going to remember that phrase for the rest of my life. Good show, good show.

standing_ovation.gif

> We are so familiar with our usual collection of instrumental timbres ... we have assumed that this galaxy is the whole universe.

Some references you may enjoy:

* Music: a Mathematical Offering, Dave Benson. Explains the mathematical theory of how to compute the timbre of an instrument given its shape. Also how the timbre of the instruments determines harmony.

* Tuning, timbre, spectrum, scale, William Sethares. A deep exploration of the relationship between timbre and harmony. It starts by exhibiting a (synthetic) instrument whose octaves are dissonant, and the music that you can do with it. Then it doubles down on this idea to obtain a lot of fun.

* The Topos of Music, Guerino Mazzola. Really hardcore mathematical music theory, too scary for simple people like me.

EDIT: regarding telescopes for seeing timbre... have you ever seen an spectrogram? You can install a spectrogram app in your phone and see the spectra of sounds around you. There's a lot of things! My favorite is opening a rusty old door.

It's an old, old classic but physicist Hermann von Helmholtz 1851 book (trans. to English 1875) On the Sensations of Tone as a Physiological Basis for the Theory of Music is 'a foundational work on acoustics and the perception of sound' full of basics. E.g. he used physical resonators to do spectral analysis of musical tones. Many physics details hard to find elsewhere. Copies are hard to find, but today it's a download away.[0]

[0] https://archive.org/details/onsensationsofto00helmrich

Sethares sounds familiar. A key modern classic is 1985 Charles Dodge, Thomas A. Jerse: "Computer Music : synthesis, composition, and performance". A pricey book new (worth it!) it digs into everything from the basics to the advanced. You will not exhaust it!

Surprised but, for a limited set of users, this puppy can be accessed online. See the link for the list of topics. [1]

[1] https://archive.org/details/computermusicsyn0000dodg

An alternative to the computer is to take a little recorder with a good mike out into the wild and record, the rocks, the insects, the trees, the plants.... and water, the greatest improviser!

There is a vast array of electronic music out there, that sounds nothing like traditional musical instruments. I don't know what techniques artists are using to produce these sounds, but why would you assume that they're not exploring timbre space effectively?
Compressing white noise and other "hissing" kinds of sounds is not something MP3 is good at. Compression perhaps can be split into frequency vectors and noise vectors. Frequency vectors would be plotted lines of specific frequencies and intensity.

White noise could be represented by a grid with frequency. Or perhaps use vectors with less frequency precision. That way the same mechanism can be used for both types, but with frequency re-scaled for noise to reduce data size. A given noise vector would represent an approximate frequency range rather than a specific frequency.

A frequency vector would probably need about a quarter note step in precision for a typical compression level (but adjustable). If it allows interpolation between vector nodes[1], then it can handle frequency tremolo fairly well. A vector node can have flags saying whether to interpolate frequency and/or volume, or just do a direct step jump, which ever best fits the original. (Noise vectors can also have interpolation flags.)

The noise vectors may only need a half-octave or octave range of precision. I'm guestimating only 4 to 6 bits are needed for the default precision, whereas the frequency vectors need around 11 bits.

As far as how to process the sound to produce such vectors, the encoder would have to "look" at the time/frequency plot, and divide artifacts (areas) into frequency "lines" and noise lines. I'm not an expert on such algorithms, but it probably can be refined from experimentation. Maybe make a rough guess start, and use a genetic algorithm to breed a vector set that best recreates the original, given a data size constraint.

If there's a lot of sound going on in one spot, then precision can perhaps be reduced for that spot. Human ears can't typically isolate details when the rock band is going all out, for example. Maybe give more precision to the loudest vectors, but slack on the lessor ones to save space.

[1] I'm thinking of segmented lines. Each segment node would contain a frequency value, volume value, frequency interpolation flag, and a volume interpolation flag. The range and meaning of each value would depend on the type (voice vs. noise) and precision specified for that line. "Voice" vector may be a better term than "frequency" vector.

one interesting artifact of MP3s in pop music is that symbols are transformed from a clean Crashhhhhhhhhhh, to a sound like a dog slurping water.

However like Jpeg this is a tradeoff that we are used to. in the same way that tape has frequency inbalance, records just sound shit (sorry I know you like it, but they really don't sound better. they are great for evoking a feeling, but not for fidelity. Its lomo but for sound)

I don't like the distortion that 128k mp3 introduces, but I imagine that in years to come it'll become a fetish for certain types of audiophile

> I don't like the distortion that 128k mp3 introduces, but I imagine that in years to come it'll become a fetish for certain types of audiophile

This hasn't happened in almost 30 years of mp3s being a household format. The only feeling low resolution media evokes is frustration.

I think the implication was that, once mp3 is no longer a household format, there will be a certain type of person who feels a nostalgia for the "sound" of mp3s, maybe even advocating that it was "better" in some way than the sound of whatever comes next...

This is basically what's happened with vinyl records at this point, right? People have a nostalgia for their sound, even though by any scientific or technical measure a vinyl record represents music/sound less faithfully than, for example, lossless CD audio...

As seen in the keyboard space! Try the latest XPS 15: low travel yet perfect feedback, better than mechanical keyboards!

While we now have better technology, people prefer what they are familiar with.

but we're drawn to "analog warmth" for whatever reason. We see it in guitars obviously with tube amps and analog effects pedals preferred over their digital counterparts. Vinyl has that messy analog-ish sound that we find pleasing in a similar way.

Shrill low-bitrate, lower-fidelity digital sound just doesn't evoke that feeling in us. The same way no one is asking for RealMedia videos on their home theater system, but prefer film grain on video and 3D CGI to look "messy" (another analog noise characteristic). We humans love noise apparently! I guess evolution built us for a noisy and messy world and digital sound just seems off to us. We'll make an effort to get closer to analog warmth but do out best to flee digital shrill.

Are we actually inherently drawn to analog artifacts including things like film grain? Or are we accustomed to seeing/hearing it? If you plucked a member of an un-contacted tribe out of the Amazon, would they prefer film grain and vinyl? I'm not sure, but I'm willing to hear the evidence presented.

I remember the first time I saw 60hz video on a flat screen TV. I thought the motion looked so incredibly unnatural it was almost unwatchable. Now, it just seems normal. It had nothing to do with 60hz video itself - it had to do with the expectations built up by years of watching 29.97hz interlaced NTSC video...

Supposedly, one of the big reasons people prefer vinyl is not because of the medium. It's because of the mastering process.

CDs and/or Streaming services are victims of the "loudness" wars, resulting in music with low dynamic range. Since vinyl is often mastered by someone who specializes in the vinyl and is rather niche, they have full freedom to make it sound as good as it ever will be.

That's also one reason why some people prefer Tidal or <insert HiFi music services of your choice> because sometimes they simply use better masters. At least, that's the only reason that can't be chalked up to placebo

That is a big reason for me. It is not about better as much as it is a familiar set of tradeoffs and production values.
This is a reasonable take.

I'd never deliberately add tape hiss to a track, but when I hear a song with that hiss it just takes me back.

I agree with you. Hate that particular artifact.

Vinyl does deliver that Crashhhhh, however noisy it may be.

I have noticed people vary a lot in both their sensitivity and preferences.

Wow this is really fascinating. I’ve seen a lot of support for FLAC but I’ve never been able to get an iPhone or iPod to read them. I wonder why flac and other high end lossless file formats are not supported.
I'd be surprised if they don't support ALAC, Apple's lossless codec. Can't say I have any iPods or iPhones to try it out myself though.

Apple generally has a very strong case of NIH.

I was under the impression that Apple chose to develop ALAC because it was less CPU/battery intensive to decode. This is going back to iPod Rev.1 days, mind you. Processing power for simply decoding audio CODECs hasn’t been a challenge for some time now.
ALAC (and Sony's ATRAC) can be decoded using only integer math, which makes them very power efficient. It's the reason they exist in the first place.

MP3, FLAC (and I assume AAC) requires floating point math to decode.

mp3 doesn't require floating point to decode. In the before times, I used mpg321 on an underpowered system because it used the MAD library to decode with only integers, and was able to play my files at only 80% cpu instead of 95% with a floating point decoder. I seem to recall there being a windows player that was faster than winamp, possible because of integer decoding, might have been K-Jofol

https://www.underbit.com/products/mad/

14 years ago, when the iPod Video was popular and it had an unlocked bootloader that allowed installing third-party software, lots of tech-inclined people replaced the Apple OS with Rockbox, which had support for FLAC. Unfortunately, with the next generation of iPods, Apple locked the device down, and the only lossless format supported was Apple's own.
Lossless is only useful as an archival or intermediary format during production/recording where you can't tolerate lossy encoding.

For listening purposes lossy codecs are all capable of being perceptually lossless for trained or untrained listeners, including MP3. MP3 gets a bad rap because low bitrate mp3 does sound awful. 320kbps or higher is sufficient for 99% of listeners, including audiophiles. Most listeners can't pass a double blind study in pristine conditions, let alone average ones.

It's a lot like 192kHz 32 bit recordings. 96kHz audio bandwidth and almost 200dB of SNR has a purpose, but that purpose is not for day to day listening. Your ears, brain, speakers and amplifiers cannot reproduce or perceive the extra information.

> MP3 gets a bad rap because low bitrate mp3 does sound awful.

It's also the case that MP3 encoders got better over time, and if you're considering the sound of a 128kbps (or 96kbps) MP3 encoded by the Fraunhofer encoder you got from IRC in the late 90s; it's just not going to be good.

Though it sounden incredible then, compared to the blip blop sounds we were used to.
I’m not sure that it sounded better - it was more that the quality was “good enough” for the amount of precious disk space that was used.

Back before mp3s became ubiquitous, you could rip a CD to .wav files and it would basically sound identical to what was on the CD. But then you’d also be using some 600MB versus the same CD sounding not quite as good but only using like 40MB and at that time that was a lot of disk space to use.

There are reasons to prefer seeking out lossless, though, even if you could just as well convert them to lossy once you have downloaded them. First of all, sometimes the lossy versions of downloads have "loudness wars" compressed dynamics, since the label assumes that anyone listening to it will be using earbuds in some loud public space. The same recording sold in lossless from an audiophile-focused source, however, will preserve the original mastering that preserves all that nice dynamic range.

Also, if you want music that was recorded in 5.1 surround sound, sometimes the surround version is only available from lossless sources, while lossy sources sell only the stereo downmix.

Masters will differ for target platforms, sure, but do you have any examples of records with a different master for MP3 for digital distribution and a lossless record from an "audiophile-focused source"?

> sometimes the lossy versions of downloads have "loudness wars" compressed dynamics

The loudness war has been over for years, and it was precisely due to lossless CD audio that it existed in the first place.

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Sure, but...

Have you seen the size of disks and network bandwidth recently? There is absolutely no reason to bother with lossy audio compression.

iOS has supported ALAC (Apple Lossless Audio Codec), I think since day one, but at least for a long while. You can convert FLACs to ALAC without any loss in quality obviously, but the coding tends to be a bit more efficient for FLAC.
Apple seem to have always disliked free and open codecs. Instead of embracing FLAC, they made ALAC 00 same principle but uses MPEG compatible containers. Initially it was a proprietary (closed source) format, but they made it open source after a few years (presumably for support from the community).

They never supported Ogg Vorbis, and they don't support it's successor Opus now (except in Safari where is required as part of the WebRTC spec.)

Fortunately, being lossless it's safe and easy to convert between FLAC and ALAC (or vice versa). FFmpeg can do it, and also supports Apples "CAF" (Core Audio Format) as an intermediate format if required (e.g piping between different encoders) - that's handy for keeping metadata intact between formats.

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A few years ago I did a much more detailed comparison of lossy audio codecs: https://andrewrondeau.herokuapp.com/objectively_comparing_au...

TLDR: If you need to go lossy, use Opus. At higher bitrates, it's the only lossy codec that has a flat frequency response.

You cannot objectively analyze the performance of perceptual audio codecs. They exploit subjective perception of audio signals... I haven't dug into your analysis but on the surface it appears quite biased against MPEG codecs that exploit masking to determine quantization levels (one of the major advantages being that humans can't perceive quantization error in the presence of loud/noisy content, which can be exploited to use far fewer bits for the same samples!).

The closest thing to an objective analysis tool is PEAQ which is also pretty terrible, but its universally terrible so that makes it useful as a benchmark.

I demonstrate the equalization differences.

That's about as objective as you can get.

The author posts clips like "Example 1. White, Pink, and Brown Noise - Uncompressed", but the audio files are hosted on SoundCloud. My experience on SoundCloud is that no matter what format you upload as, they always stream it down to you as a 128 kb/s MP3 or something like that. I think the author is better off self-hosting the WAV files?

> Listening tests, primarily designed by and for western-european men, and using the music they liked, were used to refine the encoder.

> As previously stated, the MP3 codec was refined using listening tests designed by european audio engineers and featuring the music they chose. In a sense, each of these songs acts as a resonant filter for every file encoded in the MP3 format.

Through a simple accusation of racial bias, the author seeks to undermine the technical work that went into the development of the MP3 codec.

I didn't really get that impression that the author was seeking to do that, to be honest. I think he was interested in the context developing the codec and how that influences the media that can be produced/expressed.
> Through a simple accusation of racial bias, the author seeks to undermine the technical work that went into the development of the MP3 codec.

I'm always surprised when pointing out that something has design limits, and often limits imposed by racial bias in testing, is seen as such an evil thing. Acknowledging the limits is the first part of making use of something properly, wouldn't you say? Understanding that MP3 is likely (Although it would have to be confirmed via testing) to have poorer encoding on non-white artforms is important to choosing a media encoding, no?

I'm not sure how acknowledging the limits they created is "undermining the work that went into it", can you explain why you feel that is the case?

> non-white artforms

You Americans (I'm assuming) are really strange. Dividing the world into white and non-white art forms, white and non-white "ways of knowing" etc. is exactly how the Nazis and fascists thought here in Europe. You are going right back into the same divisive state of affairs.

Don't assume we all do it. Identity politics is used to get people to ignore class politics. It is driven primarily by the left-leaning political factions.

> exactly how the Nazis and fascists thought here in Europe

Yes, we know. That's why we wound up with an orange man who didn't really care about race.

> You are going right back into the same divisive state of affairs.

Division allows the elites to control the masses more efficiently. It's like "divided we fall" might be true or something.

Prepare to see the division tear the United States in half. That's the goal, anyway.

> Identity politics is used to get people to ignore class politics. It is driven primarily by the left-leaning political factions.

That's amusing, because most of the people of colour I follow on the Fediverse give class-based intersectional analyses of political happenings. In most leftist circles, identity politics has been seamlessly merged with class politics in an effort to ensure that class politics serves the purpose of uplifting all lower class people, rather than just the white lower classes, and in an effort to eliminate discrimination and mistreatment of all kinds. This is the purpose of any form of left-wing ideology.

Indeed, Tony Cliff wrote on the topic of class and intersectionality back in the 1970s*, it isn't a new thing -- certainly not new to academic socialist circles. It is simply only recently that it has entered the majority consciousness. One can see that intersectional analysis does not conflict with class analysis, but compliments it and allows one better lenses by which to view the various conflicts and struggles in the modern world (or indeed, many of the struggles of the 20th century). See the unity he seeks by adding the lense of intersectionality, and see the error in your assessment that "Intersectional Analysis" is somehow adverse to and conflicts with "Class Analysis", I beg of you.

* - https://www.marxists.org/archive/cliff/works/1978/08/gays.ht...

First thing is, I am not an American. I am a White Welsh person. That said, there is significant systemic inequality in western countries, that is often racially biased. This is what is meant by "intersectionality". The other response talks in terms of "class warfare" and it is important to note that the whole reason Intersectionality arose as a concept was because "upholding women" often meant "upholding white women", and "upholding lower class workers" often led to measures that did not consider people of colour, and therefore led to them being more disadvantaged. You cannot view oppression purely in terms of class, when you do, voices are unheard and lost.

Because of the cultural split, enforced by said systemic inequality, there is a cultural difference. It would be foolish and ignorant to ignore that difference and claim that it doesn't exist. Indeed, "Colour Blindness" as you are proposing, has been outed as racist ideology for over half a century (Jane Elliot explains this rather well). By ignoring the fact that people have different skin tone, and have been disadvantaged by it, you are choosing to ignore their very existence. If the entire human race were "homogenized" there would be much of value that is lost. Likewise, when we talk in terms of "white people" and "people of colour", we are simply recognizing and acknowledging the split that comes from that disadvantage that still exists -- in terms of the original argument, we are recognizing that this specific encoding of sound information is likely biased to encode white culture, white art, better. That is a difference that should be corrected, and to correct it we need to acknowledge it first.

In summary, I'm simply following the terminology given to me by people of colour, who often talk in these terms. The best I can do is follow their example and speak out in the manner that they have taught, or (better still) promote their voices on these matters.

The ways in which biases can be encoded in an algorithm are not trivial. The author takes pains to describe how the lossiness of MP3 encoding is audible. The codec's authors made aesthetic decisions, shaped by their own taste, to determine what sounds could be acceptably removed from the audio. That should be a significant point in almost any discussion of MP3. The author of this piece does not, however, challenge the technical merit of the codec, as you claim. Instead, its biases are simply acknowledged and plainly described.
I for one find the idea that there is a "white" way to hear music to be pretty offensive. Does he have any evidence for his race-realist perspective? I wish we could move past these outdated ideas.

Of course mp3 is limited by the people who made it, everything is. It certainly wasn't done with any bad intentions.

That is cultural bias. It is just easier to play the other card and get attention.
> The author takes pains to describe how the lossiness of MP3 encoding is audible.

> Its biases are simply acknowledged and plainly described.

Not at all. The author attempts to show the residue of white/pink/brown noise and of a couple of famous test clips (the ones that could be labelled as European). The author makes no attempt to compare or show that MP3 has worse artifacts on non-European music. Great job there. That's why I find the racial accusation to be out of place.

I should note that I've done subtractive analysis of MP3 and Vorbis before, so I've seen the results of my test samples as well. Briefly, I found that MP3 has more tonal residue, whereas Vorbis sounds more like noise. The post-masking residue on Vorbis is stronger.

I read a paper that asserted that the internet was racist against SE Asian people because it didn't have support for eastern languages out of the box.

Never mind that the Chinese still have not completely made up their minds about exactly how to represent their language in digital form. It is ludicrous to think that in the 1960s they could have somehow anticipated how Chinese people wanted to communicate in digital form, and just have support for that. Essentially invent Unicode first.

Of course the authors don't understand any of that, they just saw that there were limits of how Chinese characters could be represented digitally (this was in 2012) and they took an ignorant and antagonistic tone, and threw out accusations of a racist conspiracy by ISO and ASCII. And this paper was part of a curriculum at a major university.

Accusations like this are almost always wrong, and actually damaging. In today's climate, it is especially damaging to throw out accusations of racism.

I can not imagine how the designers of MP3 could have satisfied this person. The had to start somewhere. They had to start with what they knew, and work their way out, which they did.

Text started out being only upper case only, and then lowercase and extended western characters, and then more complexity was added over the years. Photo codecs started out calibrated for Lenna[1], so that they would have a common reference, and worked from there. Were they supposed to be able to perfectly capture every skin tone, all at once, the first time? Should they have started with a picture of a non-white person first? What ethnicity then?

This kind of antagonistic critical mentality is toxic, and should just be dismissed without consideration. At this point, if someone says that some technology is racist, I assume they are a grifter and ignore them.

[1]: https://en.wikipedia.org/wiki/Lenna

This isn't "racial bias" and has nothing do with race, but the types of music MP3 developers, who were western men, decided to use as a reference. Famously, Karlheinz Brandenburg focused on making 'Tom's Diner' sound good, which suggests the mp3 model is strongly optimized to rock music and, as others have claimed, sounds sub-optimal when encoding non-Western music.

Your comment was good until you got into an unfounded and reactionary "reverse racism" accusation.

I read somewhere that Tom's Diner is used for lossy audio codec evaluations because it is a clear, strong a capella voice. It's been said that humans are sensitive to even minor distortions in vocal quality. You can sing a capella in any language, and it is not limited to western music. Sorry, I don't have references to offer.
The line "I knew it would be nearly impossible to compress this warm a capella voice", a quote from MP3 author Karlheinz Brandenburg, first appeared in the article 'Ich Bin Ein Paradigm Shifter' [1] by Hilmar Schmundt, published June 2000 in the magazine eCompany Now, a year before that magazine merged with its rival Business 2.0.

(The Wikipedia article on Tom's Diner says anachronistically that the quote appeared in Business 2.0 magazine. This has been present on the page since the very first revision [2].)

[1] http://web.archive.org/web/20001003052745/http://www.ecompan...

[2] https://en.wikipedia.org/w/index.php?title=Tom%27s_Diner&old...

> Through a simple accusation of racial bias, the author seeks to undermine the technical work that went into the development of the MP3 codec

Even at the time of writing of the article, MP3 was being replaced with much better codecs. It could be said that when the codec was being developed in the 90s, they chose a limited set of music to make the problem easier to solve - which is fair given that decoding was at the limits of processing power at the time. But it's likely they stuck with music on the chromatic scale, and instruments with unusual timbres and microtonal variations, where exceptions to this were usually outside the western canon, though I think that has changed since the 90s with the advent of more sophisticated electronic music and more experimental artists.

I found the report on the listening test, but I could not find a list of the 20-second excerpts they used:

https://sound.media.mit.edu/resources/mpeg4/audio/public/w14...

There's a music album, Most Beautiful Design by Bienoise (cited in the PHD of the author of the site as a great example of how to work with MP3 compression artifacts and glitches) that is made of heavily compressed mp3s so that it sounds great while still fitting in a standard 1.44mb floppy.

https://forceincmilleplateaux.bandcamp.com/album/most-beauti...

Um, that sounds absolutely horrible.
Well, it’s an acquired taste... But that’s glitch music for you ¯\_(ツ)_/¯
Ironically you can get the album as uncompressed FLAC files.
Fun experiment, but I'd rather have a floppy full of tracker chiptunes...
> As previously stated, the MP3 codec was refined using listening tests designed by european audio engineers and featuring the music they chose. In a sense, each of these songs acts as a resonant filter for every file encoded in the MP3 format. Tom's Diner by Suzanne Vega, Fast Car by Tracy Chapman, a Haydn Trumpet concerto... these songs carved out the space of sounds that could be successfully encoded as MP3's.

Does anyone have a full list of the recordings they used for these listening tests?

Not sure about the full list of originals but there are more updated lists including known "killer samples" that have been discovered for different audio codecs in the intervening years in various posts at the Listening tests section of Hydrogen Audio https://hydrogenaud.io/index.php?board=40.0
> As previously stated, the MP3 codec was refined using listening tests designed by european audio engineers and featuring the music they chose. In a sense, each of these songs acts as a resonant filter for every file encoded in the MP3 format

Was thinking in the shower just the other day about genre-specific compression schemes. Could you get significant improvement if you knew something like the BPM or the spectral profile of common instruments ahead of time? Or is production too inherently complex for this to be worthwhile? Obviously no two hurdy gurdy recordings will sound the same, even though your algorithm knows wtf a hurdy gurdy is.

"Phase Estimation" -- is my key phrase; my key takeaway -- from this article...

Using that as a starting point, I found this:

https://web.stanford.edu/~yzliao/pub/master_thesis.pdf

>"The estimation of the frequency and phase of a complex exponential in additive white Gaussian noise (AWGN) is a fundamental and well-studied problem in signal processing and communications. Its numerous applications include carrier recovery in a communication system [1], determination of the object position in radar and sonar systems [2, 3], estimation of the heart rate of a fetus in biomedicine [4], and carrier synchronization in a distributed beamforming system [5]. Regardless of the application, poor estimation can lead to disastrous results. For example, in communication system, with the poor carrier frequency estimate, the down-converter may not be able to demodulate the passband signal to baseband [1]. In the smart antenna system and speech processing system, a poor phase estimator may cause the system to fail to identify the direction of arrival of the signal [6, 7]."

These sounds are fascinating. Curious to know if these sounds mimic or has a representation of something in the real world.

For example:

Audio Clip 1 - this is what I might first think of as random noise.

Audio Clip 2 - is this also random noise or is there some kind of pattern to this?

Yikes. The URL is now (10 days later) showing a domain expired page