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Gunshot Tracking Cameras to be Deployed in LA 480

apok04 writes "Get out your tinfoil hats (and ski masks). A USC engineer uses his expertise with nerve cells to create a surveillance system that can recognize the sound of a nearby gunshot - and identify the shooter. In a unique pilot program, L.A. and Chicago will deploy test units in high-crime areas. The creator emphasizes that the system cannot recognize voices or words, but his previous research into speech recognition systems suggests otherwise."
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Gunshot Tracking Cameras to be Deployed in LA

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  • Response Time (Score:5, Interesting)

    by fembots ( 753724 ) on Wednesday December 01, 2004 @07:11PM (#10969107) Homepage
    The system can then locate, precisely, where the shot was fired, turn a camera to center the shooter in the camera viewfinder and make a 911 call to a central police station.

    If the shooter is still there, she deserves to be caught.

    According to the article, this device is listening for the entire sound pattern of the gunshot, not just the initial explosion, which makes it much less likely to mistake other loud noises for shooting.

    So it may be difficult to fool it unless you can also simulate the whole shooting sequence (think of Matrix's bullet time).

    I guess FPS game developers can use one of these to create realistic gunshot sounds.
    • Re:Response Time (Score:4, Interesting)

      by lordkuri ( 514498 ) on Wednesday December 01, 2004 @07:14PM (#10969152)
      Thing is, this can work both ways... if the police have a "questionable" incident, will the video be availiable to the public? I'm thinking no...
      • Riiight. Because introducing surveillance tapes as evidence in a court of law just isn't done. And evidence that makes the cops look bad is never allowed in a trial.

        But the first time an undercover LAPD officer is involved in a shooting during the course of an ongoing investigation, I'm sure you'll be the first to demand that his identity be revealed.

    • Re:Response Time (Score:2, Interesting)

      by Dorsai65 ( 804760 )

      More likely it depends on the time it takes to slew a camera or three around to point at the source. If they've got 3 cameras per sensor, then each camera would only have to rotate +/- 60 degrees - which doesn't seem like much.

      As for gunshots, I'd wager that it wouldn't take 2 seconds for the system to recognize them. And I'd be willing to bet more on the fact that most gang-bangers are stupid enough to hang around for the few seconds it would take for the system to recognize and lock in on them. I mean, i

    • So it may be difficult to fool it unless you can also simulate the whole shooting sequence

      But why would you want to fool it into thinking you fired a shot? So you can be arrested for shooting a gun? Surely people would rather try NOT to get picked up by the device.

      I guess FPS game developers can use one of these to create realistic gunshot sounds.

      Hmmm I think it would be easier just to do what they already do, and simply record real gunshot sounds. :-)
    • I'll have to agree with the parent poster here. If you have nothing to shoot, you have nothing to fear.
    • Re:Response Time (Score:4, Insightful)

      by nomadic ( 141991 ) <nomadicworld@ g m a i l . com> on Wednesday December 01, 2004 @08:06PM (#10969676) Homepage
      If the shooter is still there, she deserves to be caught.

      If the shooter is a criminal, she deserves to be caught whether she's still there or whether she ran away and hid.
    • Re:Response Time (Score:3, Insightful)

      by magefile ( 776388 )
      I see two benefits: it'll help get medical care to people who've been shot, and it'll be at least something to start with when the cops go after the shooter. Often times in neighborhoods like this, cops know who the likely criminals are; they just need to narrow it down some.
    • If the shooter is still there, she deserves to be caught.

      She? What planet do you live on where women commit gun crimes?
    • Re:Response Time (Score:4, Informative)

      by Bob Uhl ( 30977 ) on Thursday December 02, 2004 @09:50AM (#10974012)
      If the shooter is still there, she deserves to be caught.

      In English, we do not posess a grammatical gender to refer to the unknown: we have male, female, and neither, but not a possibly-either. The convention in English for nearly two millennia, and in her precursor languages (English is grammatically feminine, incidentally, much like a ship), has always been to use the masculine when referring to the unknown or the general. That is, the masculine gender serves double duty: it (amusingly, the masculine grammatical gender is itself grammatically neutral) refers to both males and other grammatically-male individuals, but also to those whose grammatical gender is unknown or general. This isn't sexist so much as a limitation of the language. Incidentally, the very word 'man' is actually a gender-unknown holdover from Old English; the word for a male man (a phrase which seems redundant now) was 'were' (like werewolf, and pronounced similarly); because 'man' could refer to either a man or a woman, words like 'wifman' (means wife-man), which became 'woman,' or 'leman' (a mistress: means love-man) could be formed.

      Moreover, in this specific case the distribution of male vs. female shooting perpetrators can hardly be said to justify the use of the feminine. Quite the opposite, really.

  • what if (Score:2, Funny)

    by Anonymous Coward
    what if they shoot the camera?
    • by Atario ( 673917 )
      What will they do with all those photos of people with wide grins standing next to loudspeakers?
  • I wonder... (Score:5, Funny)

    by Telastyn ( 206146 ) on Wednesday December 01, 2004 @07:12PM (#10969129)
    If the surveilance system will determine who fired before it ceases to function due to gunshot damage.

  • Seems a great idea (Score:4, Insightful)

    by Maqueo ( 766442 ) on Wednesday December 01, 2004 @07:12PM (#10969132)
    Get out your tinfoil hats

    Why?

    Doesn't seem like a bad idea to know who's shooting who - don't you think?
    • I'm pretty sure he was referring to your ballistics-grade tinfoil hats.

      You know, the ones with a kevlar liner that can stop bullets and mind control.

    • Well, I for one have one on tightly because it's 1984 without the posters or screens. A camera with a very sensitive mic that tracks sound? How are we to know that these devices won't record conversation covertly? It's no mind-reading, but it is the ability of police to listen to all conversationand perhaps use it for their own ends. The system is only as strong as it's weakest link.
  • by Anonymous Coward on Wednesday December 01, 2004 @07:13PM (#10969140)
    In unrelated news, sources report that knive sales have skyrocketed in recent days. No plausible explanation could be found.
    • In unrelated news, sources report that knive sales have skyrocketed in recent days. No plausible explanation could be found.

      Along those lines, am I to believe that groups of people wouldn't burn the sound of a bunch of gunshots onto a CD, pop it in & punch play on their ludicrously loud car stereo system, stand on the opposite side of the street, and merrily shoot someone?

      If the article addresses that, don't blame me - I can't be bothered with reading it.

  • by CarnivoreMan ( 827905 ) on Wednesday December 01, 2004 @07:13PM (#10969142)
    Well I guess that just means its time to switch over to my golfball gun or spudgun... Bwa ha ha ha
  • by levik ( 52444 ) on Wednesday December 01, 2004 @07:14PM (#10969147) Homepage
    The system operates on a "point" scheme, where each "thug" receives credit for referring "friends" into the system.

    The LAPD has also promised a speedy patch to adress the widespread camera control issues in the first release.

  • by frankmu ( 68782 )
    any chance we can have this feature incorporated in the next Grand Theft Auto?
  • Good or bad? (Score:3, Insightful)

    by joemc91 ( 757436 ) on Wednesday December 01, 2004 @07:16PM (#10969171) Homepage
    I don't really know if this is a good or bad thing. I like the idea of having people caught quickly but at the same time I feel that law enforcement agencies would quickly find a way to constantly monitor the cameras, cutting into our privacy even more. Since these cameras are in public it doesn't bother me as much.

    Over all I think it's a good idea but it will be exploited so I can't support it fully, even though I'd like to.
  • by xv4n ( 639231 ) on Wednesday December 01, 2004 @07:16PM (#10969172)
    An increase in gun-silencers sales has been reported.
  • by techsoldaten ( 309296 ) * on Wednesday December 01, 2004 @07:16PM (#10969186) Journal
    I just hope they make it multiplayer and include a deathmatch mode. Also, does the system support skinning?

    M
  • Bay Area Scam (Score:5, Interesting)

    by Shadow Wrought ( 586631 ) <.moc.liamg. .ta. .thguorw.wodahs.> on Wednesday December 01, 2004 @07:16PM (#10969190) Homepage Journal
    A few years back one of the cities in the Bay Area (I want to say East Palo Alto, but I'm not sure) deployed a system of microphones which would pinpoint the location of a gunshot and then forward that to police.

    As I recall it turned out that the company doing this was closely affiliated with one of the local politicos and the system was basically bunk. I don't remember how it all played out, but maybe someone else out there does?

    • Re:Bay Area Scam (Score:2, Informative)

      by Anonymous Coward
      Uh, I thought it was ShotSpotter, who deployed one of their first systems in redwood city, ca; and has since seen growing successes across the country, www.shotspotter.com [shotspotter.com]
  • Stupid idea. (Score:2, Insightful)

    by Anonymous Coward
    This can accurately determine where a gun shot was fired, which is useful, I suppose. But, in the article it states that a camera is used to identify and track the culprit. In order to deter gun related crime properly, there'd have to be cameras EVERYWHERE.

    *puts on tinfoil hat*
    Big Brother is watching!
    • WITHIN A 2 BLOCK RADIUS. I don't know if they have some sort of a zoom lens or what, but it does not seem like these cameras are actively used in a 1984-esque fashion. Rather, when the system detects a gunshot, it relays live video to the police, who can then extend its use to find or track the culprit until the police reach the scene. I don't see anything wrong with that.

  • Right then. (Score:5, Funny)

    by laughingcoyote ( 762272 ) <barghesthowl@eUM ... .com minus punct> on Wednesday December 01, 2004 @07:18PM (#10969206) Journal

    Machine sounds are the only ones in SENTRI's vocabulary. It cannot eavesdrop on conversations, the scientist emphasized.

    ...because we're not done coding that yet, you've got at least another few years.

  • by Anonymous Coward
    So this thing is going to take my picture everytime my '78 Ford Pinto backfires? Sheesh, I think I really do need a tinfoil hat (or a new car).
  • by Anonymous Coward on Wednesday December 01, 2004 @07:20PM (#10969225)
    Man on street yells: "Allah Ackbar!!! Allah Ackbar!!!!!"
    *Directional Finder*: 1) TRIANGULATING... 2) AIMING... 3) FIRING BULLET!
    Man on street: "Allah *BAM* Ackkkkkkbahhhhhhhhhhhhhhhhhhhhhrr!!gurgl..lee..l.. ."

    SCENE 2

    Woman on street whispers to friend: "I hate that dumb idiot Bush"
    *Directional Finder*: 1) TRIANGULATING... 2) AIMING... 3) FIRING MIND CONTROL BEAM!
    Woman on street whispers to friend: "I.... I... love Bush... and I love Jesus, SUVs, large corporations, and I agree with the righteousness of preemptively saving the rest of the world from themselves and their oil. Let's go shopping."
  • What game does this remind me of? There was some game where there were little pods on top of all the street lamps that detected gunshots and fired back at the shooter.. for some reason I'm thinking it was Liberation on the Amiga/CD32.. or possibly even Syndicate or Syndicate Wars.. anyone know what I'm babbling on about, 'cuz I don't
    • I'm sure this has been in multiple games, but I know that something similar was in Deus Ex when you went to China. (Although they did let you get that badass energy sword, so it made up for things.)
      • Bingo! That's the one, thankyou.. for some reason I was thinking way further back than that to the likes of the Amiga, but yeah, it was Deus Ex I was thinking of.. great game - shame about the sequel
  • The creator emphasizes that the system cannot recognize voices or words, but his previous research into speech recognition systems suggests otherwise.

    Right... so, surprise surprise, this guy has done research in speech recognition, an area likely quite related to the job of recognizing gunshots, and so somehow we must assume that this system is going to be used to spy on the general public? Damn... Slashdot is getting worse than FOX for just making things up in order to add some sensationalism to its sto
  • Why so long? (Score:5, Interesting)

    by Easy2RememberNick ( 179395 ) on Wednesday December 01, 2004 @07:25PM (#10969283)
    I remember seeing a system like this years ago. I'm quite sure in the 1980's! Possibly on that Beyond 2000 science show from Australia (we get weird shows here sometimes). I wondered why it was never used it seems like a great invention.

    Why so long to get a system like this produced?

    Put it in Iraq attached to a machine gun, calibrated to shoot at the sound of an AK-47 not an M16. Since it seems to be able to tune out other explosive noises why not refine it ever further to just a certain gun type?

    The device is listening for the entire sound pattern of the gunshot, not just the initial explosion, which makes it much less likely to mistake other loud noises for shooting.

    • Put it in Iraq attached to a machine gun, calibrated to shoot at the sound of an AK-47 not an M16.

      There's a lot of variables that can affect the sound of a fired weapon -- buildings, humidity, distance. If a sentry was set to auto-fire, it could accidentally target friendlies, which would be a Very Bad Thing.

      The obvious solution is to make the sentry only target the noise, without actually firing. Have a camera mounted to the gun mount so the operator can select whether to shoot or not.

      I thought of th
  • Huh? (Score:5, Insightful)

    by Otter ( 3800 ) on Wednesday December 01, 2004 @07:26PM (#10969299) Journal
    The creator emphasizes that the system cannot recognize voices or words, but his previous research into speech recognition systems suggests otherwise.

    Uh, no, it doesn't. The fact that the guy has worked on different types of signal processing doesn't "suggest" that he builds those capacities into every project he touches.

  • ... and take out the perp immediately.

    (irony)
    Seems like these could be deployed all over the place then. They'd be useful in Iraq ;-)
    (/irony)

    Of course, some technology shouldnt be done just because ITS POSSIBLE..
    • "Seems like these could be deployed all over the place then. They'd be useful in Iraq ;-)"

      Indeed.

      I'd go so far as to configure it to automatically kill *anyone* who fires a gun in Iraq.

      Within a week or so, problem solved;
      no more gun-wielding terrorists and no more gun-wielding soldiers.

      Its a win win situation.
  • I remember quite a few years back when I read about a similar system developed at Lawrence Livermore Labs, they used an array of microphones deployed across the city to triangulate the source of gunshots, and activate cameras pointing at the source. A few years back I even saw a demo on some science show about what LLL had cooked up for the military, a portable version for use against snipers in combat zones, it triangulates.. and SHOOTS BACK.
  • Limitations (Score:5, Funny)

    by kilocomp ( 234607 ) on Wednesday December 01, 2004 @07:32PM (#10969358)
    During the initial studies the camera was placed in front of a TV with Star Wars on it. The sophisticated equipment could still not tell who shot first between Greedo or Han.
  • Multiple sources (Score:3, Insightful)

    by kmahan ( 80459 ) on Wednesday December 01, 2004 @07:32PM (#10969360)
    So how does it deal with multiple gunshots coming from different shooters? (i.e., gunfight)

    I can see that camera jumping back and forth trying to catch each shot.
  • by Money for Nothin' ( 754763 ) on Wednesday December 01, 2004 @07:33PM (#10969377)
    TFA doesn't indicate that the engineer accounts for silencers/suppressors, stating only:

    The device is listening for the entire sound pattern of the gunshot, not just the initial explosion, which makes it much less likely to mistake other loud noises for shooting.

    A specially configured computer system (a "directional analyzer") accurately calculates any authenticated gunshot's location - using the difference in the time the sound arrives at the different microphones on a SENTRI acoustic unit.


    Fine, so it detects the sound. Minimize the volume of the sound, or change the profile of that sound, and the shot becomes less-likely to be detected. A suppressor would help in the former, but I'm not sure about the latter (any experts?).

    Suppressors are not difficult to manufacture [yahoo.com], after all, although it's a felony to do so (or to possess one), in violation of the 1934 National Firearms Act...

    Predictions:
    1) monitoring devices get destroyed and/or hacked, and/or
    2) suppressors increase in popularity, and/or
    3) alternate means of killing (knives, swords, blowguns, etc.) increase in popularity

    or,

    4) nothing changes, except more shooters are detected

    Anyway, just because the microphone's input is piped to a neural-net program which detects gunshots does not mean the input cannot *also* be outputted to a file, or to speakers on a computer, etc..
  • by DAldredge ( 2353 )
    Just ban the guns and the problem will go away!!!

    !!!
  • by nizo ( 81281 ) on Wednesday December 01, 2004 @07:38PM (#10969418) Homepage Journal
    I picture the camera rotating so fast it turns to butter as all the idiots fire their guns up in the air on new years eve.
  • Pointing a camera with a smoking bullet hole in it will accomplish what exactly?
  • A relatively simple problem with a grid of microphones, three or more picking up the shot and precisely measuring delays. A slight complexity with the thermals and increase in the speed of sound with temperature.

    Pole-mounted cameras could be pivoted and focussed within 5 seconds, but nobody may be identifiable from that angle, the vehicle will be gone, or there may be visual obstructions. Still a help to police, other than on New Years!

    • Simple if out in the open, very complex in an urban area with lots of buildings to bounce the sound around.

      If they have really solved that problem, then they are really good. So good one has to wonder why they don't talk about it in generic non-secret technology revealing terms

      The sample signals I saw on one of detection systems mfrs websites were either dry labbed or done out in the open. In the real world, acoustic signals with multiple paths from echos get messy. Very messy.
    • The complexity could probably be solved by taking elevation, temperature, humidity, and other such factors into consideration. Regardless, since the ratios of the delays would still be the same (i.e., relative), I don't think it would matter. As for the second part, identification may be a problem, but the fact that the criminals can be found and tracked is a big plus. Meanwhile, cops will receive instructions from the video operators to track the perps. Even without the cops, available helicopters might b
  • The creator emphasizes that the system cannot recognize voices or words, but his previous research into speech recognition systems suggests otherwise."

    Yes, his "previous research" suggests that his new claims are just as bogus as his old claims.
  • So, how many ventilated cameras do you think they're gonna wind up with?

    Not to mention any potential problem they have with backfiring cars...

  • a wrong direction (Score:5, Insightful)

    by fizban ( 58094 ) <fizban@umich.edu> on Wednesday December 01, 2004 @07:50PM (#10969523) Homepage
    In a unique pilot program, L.A. and Chicago will deploy test units in high-crime areas.

    Hmmm... Let me guess, the south side of Chicago and Compton?

    Rather than looking for pro-active solutions to lowering crime in lower-income neighborhoods, like good education systems, quality health-care, living wages, etc. we continue to see crazy-ass reactive schemes like the above camera system that don't do anything to solve the real problems. In the meantime, as these useless systems become the norm, our society moves closer and closer to the ultimate police heaven, where everyone is monitored every second of every day. When's it gonna end?

    Hey, golly-gee-whiz, it sure is a neat technology, Wally.

    But like most things of that sort, no one's actually thought about how it actually makes things better, or how it can make things worse. So you catch a few people shooting guns, so what? They end up in jail, their families get torn apart, their chances of actually becoming a productive part of society diminish and they end up back on the street shooting a gun again, which is caught on camera, etc. etc. etc. Wow, crime sure is decreasing now.

    It's nice to talk about being tough on crime, but oftentimes what's really needed is not the cracking of a whip, or the monitoring of a camera, but rather a signature on a diploma, or on a paycheck. If you start suspecting everyone as a criminal, then they start seeing themselves as criminals and it becomes a self-fulfilling prophecy. If you first look at people as raw material that can be shaped and molded into something productive, well, you see what I'm getting at.

    I'm getting sick of reading about high-tech crime monitoring systems, but it's appearing to be inevitable that we will live with them in our daily lives now and in the near future, so let me practice my indoctrination recitation:

    "I for one, welcome our all-seeing camera overlords."
    • The logic is that if you decrease crime, say through monitoring gunshots, then a neighborhood can attract different residents. These more "respectable" residents, who fled for the suburbs way back when, then contribute to the economy, entice businesses to move back in, and so the process of urban revitalization begins.
    • by bluGill ( 862 )

      There are those who are poor, but doing the best they can, trying to create a better life. Then there are those who see nothing wrong with shooting other people. The latter is more likely to be poor, but includes all classes. (drugs are often involved, but they don't have to be)

      The first group is who we should help. They are best helped by allowing them to live their life in peace. Allowing their children to get an education. Allowing them to walk to work safely. While their schools might not be

  • by TheNarrator ( 200498 ) on Wednesday December 01, 2004 @07:53PM (#10969555)
    Let's get those combat robots getting sent to Iraq to drive around our cities and automatically counter attack any shooters..... After that all we need is a seriously deranged computer running the whole show and we've got a science fiction movie!
  • by SteroidMan ( 782859 ) on Wednesday December 01, 2004 @07:58PM (#10969602)
    The profile for a voice is much different from that of a gunshot, and creating a multi-purpose system to do this would make both perform much worse.

    Also speech recognition knowledge is very different from speaker recognition (one cares about what the person says regardless of how they say it, the other cares about how they say it regardless of what it is). The mathematical models for both are very different.

    Also the microphones are likely specialized in the wrong frequency/volume range to be useful for speaker authentication.
  • Gee, this would have saved the town of Springfield a huge amount of pain on May 21, 1995! http://en.wikipedia.org/wiki/Who_Shot_Mr._Burns%3F [wikipedia.org]
  • If this sytem is so accurate, maybe they can put the sucker in space so it can hear an ICBM whooshing by. That might be a bit more accurate than the piece-of-shit "missile defence" laser based tracking systems they've been testing.
  • But the version in my head was slightly different.

    The same idea, diversely located sensors with precise clocks, listen for a sharp sound and communicate by radio to determine arrival times and triangulate the source.

    My version used GPS for timing and positioning, and allowed the sensors to be mobile. When a shot was detected, the relative location would be shown on the helmet-mounted display(s) of security officers who could then neutralize the shooter.

    Friendly guns could chirp RF "don't-detect-me" messa
  • prior art (Score:4, Informative)

    by nootoochee ( 836435 ) on Wednesday December 01, 2004 @08:23PM (#10969873)
    1917 ish. Somebody in the Canadian Expeditionary Force to WWI figured out how to accurately direct counter artillery fire using two human ears, a telephone and some trigonometry. The Germans never did figure out why they couldn't fire more than a round or two before they got nailed.
  • by MAdMaxOr ( 834679 ) on Wednesday December 01, 2004 @08:29PM (#10969942)
    A buddy of mine and I did this in a physics lab. We used an array of 5 condenser mics wired into a PC running LabView, wired out to a laser pointer mounted on some toy motors.

    Someone would clap 15-30 feet away, and the computer pointed the laser pointer at their hands. We got the position within a foot or so, even in a echoing cinder block room.

    Insights:
    - You need at least 4 mics to get an object's position. (There are 4 degrees of freedom, x, y, z, and time) If you only need the angle, then you need 3 (for time, theta, and phi).

    - There are some places to shoot where due to the symmetries, it would be hard to compute a position. If the mics are arranged in a plane, then one problem area is straight out from the mic, normal to the plane.

    - Another project group in my class developed a computer-controlled ball bearing cannon. I wish we had time to link the projects.

    - Thermal variation in the air can disrupt your results.

    - If you used well-tuned directional mics, you might be better off. Rather than compute the location based on the path-length of the sound to each mic, you could then find out the incident angle of the sound on each mic, based upon how much the sound level is reduced.
  • by pair-a-noyd ( 594371 ) on Wednesday December 01, 2004 @08:54PM (#10970147)
    Machine sounds are the only ones in SENTRI's vocabulary. It cannot eavesdrop on conversations, the scientist emphasized.

    Bullshit...

  • by Animats ( 122034 ) on Wednesday December 01, 2004 @09:57PM (#10970583) Homepage
    Redwood City, CA has had a ShotSpotter [shotspotter.com] gunfire detection system since 1996. It works fine, but it's not that useful for apprehending major criminals. Its real use is deterring the bozos who "celebrate" by firing guns into the air in urban areas. The Redwood City system has cut down on that problem, much to the relief of local residents.

    Here's an evaluation. [ncjrs.org] Median location error is about 25 feet. That at least gets it down to two or three houses.

    I met the designer of this system some years ago. The original prototype worked using microphones and hard-wired phone connections for each microphone. The signal from each microphone was transmitted using an analog FM carrier system over the phone line designed to trade frequency response for dynamic range. The system had terrible audio frequency response but huge dynamic range, so that pulse events like gunshots come through cleanly without overload. When you have enough dynamic range, gunfire is easy to recognize, because the leading edge of the pulse is so sharp. Few other sounds have that form.

    The microphones are up on telephone poles and atop buildings, and they're omnidirectional. So they mostly pick up loud bangs, wind, and aircraft noise. The original pole units were entirely analog, phone line powered, and very dumb. The original central processing system was a PC with some data acquisition cards running LabView. Since then, it's become fancier, with better integration with mapping programs and transmission of gunfire locations to PDA-type devices. But it's not really very complicated.

  • by museumpeace ( 735109 ) on Wednesday December 01, 2004 @10:37PM (#10970911) Journal
    This is ancient but you didn't get to hear about it here because my submissions are uninteresting. The story I submitted:

    2004.11.01: Robot ears for urban violence
    Technology Review's Prototype column reports an improved acoustic recognizer [technologyreview.com] intended to function as ears for the police in bad neighborhoods. "Software developed by Ted Berger, director of the University of Southern California Center for Neural Engineering, can be trained to recognize and distinguish sounds that are indicators of a security breach or a safety hazard, such as a gunshot..." Though Berger's innovations lower the rate of "false positives", other countries have already developed and deployed [rafael.co.il] such systems for defense purposes. The grunts in Iraq could sure use one of these. If you invert the math for the acoustic beam-forming, you get a nifty intelligent buildings [mit.edu] kind of application.

Avoid strange women and temporary variables.

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