So it's a great pleasure to have him with speaker today. That's his degree if I was in the early de Broglie master's degree. You know let me see if you know this In Washington University of Michigan and in between there she also had a number of students industry. Michael Ware Motorola and eventually assistant professor of computer engineering here in Georgia Tech in two thousand and seven. She also holds an engine rebuild recent memory and she actually got three of us agree in clinical inference we're still research from two thousand and thirteen. She said career or been a real pleasure to have well thank you. I appreciate that introduction. It's it's a pleasure to talk about the work that my research group does and translating engineers Microsystems' to overcome sensory loss in both the auditorium balance systems. So before I want to know the applications. I wanted to to put up this overview slide because I think many of us. Maybe maybe not are a little more comfortable in the style main. Where we are engineering based. But we're very intrigued by biomedical applications. So in the center of all that is the biomedical Microsystems and Neuromodulation devices that the that our group does but what I hope to show was while we go back and forth between these domains it's really an interview process and the overall. Goal is to overcome a sensory deficit. So the first application I I always go back and forth between Koechlin vestibular but it. Coakley or seems to make the most sense to a lot of a lot of individuals so I started there and these are the most successful neural prosthesis to date. They overcome a hearing loss profound severe to profound hearing loss and there's over two hundred thousand patients implanted worldwide. It's interesting to note that the age of implantation is as young as six months. And as old as ninety years. Very very young patients are implanted more often these days because there's a formative period in the first nine months. We need to hear sound we need to build language and if we miss that period of the baby the brain remaps that space to other functions. Some individuals can do remarkably well with Coakley or implants. They can gain one hundred percent speech recognition in noise. Excuse me in quiet and noise it's very very challenging and if you've ever gone to a party and try to have a conversation with someone a couple feet away from you. It's very very difficult to even though directionally the very close to you to kind of mask all that surrounding sound and for a Coakley or implant user it's even more challenging bilateral implants are where both sides of someone has severe profound hearing loss on both sides like they have to implants and that's becoming more and more common. So to understand how a coker implant works. Let's think a little bit about the peripheral auditory system how it functions every day and basically these these transducers ahrd are so. The ties to capture sound so here's the outer here. So that's designed so we can funnel sound to. Through the ear canal here to the ear drum and these are an amazing set of bones here the middle ear bones and these are the smallest bones in the body but they serve to both filter and amplify sound. So it's about a twenty D.B. game when you go from the ear drum to the Coakley here. The Coakley is a fluid filled can now. So the fluid motion is what gets translated into electrical signals. So looking more in the Coakley of this was that wedge that we had in the structure and if we look at one piece of that wedge So here you know imagine these are filled with fluid and these are chambers and if we look at that structure the motion of sound causes the fluid to vibrate back and forth and that vibration moves this membrane called the Bassler membrane up and down and the balance in memory is a beautiful structure in terms of how sensitive is how sensitive it is to this fluid motion and its ability to resolve that into pit So how does that occur. We have hair cells here which are mechanical to a logical transducers we have a series of outer hair cells and inner hair cells and the outer hair cells serve to their cold Coakley or amplifier so they actually amplify the sound and there is a feed down from the brain to them. So there's an errant connection to them to modulator that amplification the actual neural conduction occurs through the inner hair cells which depolarize auditory nerve fibers nerve fibers in response to this motion. So how do we resolve pitch. And that's through the bows remembering. It has a variables. Stiffness making it most sensitive to high frequencies as you come in here. The base the bottom part of the Coakley up and it's it resolves that in place all the way up to the Apex which is the highest frequency the highest frequencies that we can hear twenty. Excuse me the lowest frequencies we can hear down to twenty hertz and basically about in here is where we are most sensitive. Excuse me most sensitive to speech. Although we have a larger range. Those are the frequencies that are important for Coakley or prosthesis. So I talked a little bit about the hair cells the transducers Now what happens. What causes sensory neural hearing loss. Well it would seem strange but the one of the most prominent reasons of sensory neural hearing loss in individuals who have hearing and lose it. So they're not born congenitally deaf is damage to the the theory of cilia that's what's depicted here and white. So a series of antibiotics which are lifesaving are often prescribed it seems strange but they're often prescribed and they damage hair cells. So while this loss occurs the connection between mechanical to electrical energy is broken. So this can also be you can also this can be trying to think about when it was done. Maybe in the forty's when they had a lot of cases of rubella mumps measles. This can also lead to sensory neural hearing loss. So how do we overcome that Oakley or prosthesis it bypasses the broken element. So it goes straight to the neurons the key is that the neurons survive enough that you can activate them with electrical stimulation. So on the outside. How do we make these choices about how we stimulate auditory nerve once I'm showing here the external part of a Coakley or a prosthesis. So we have to somehow capture that sound. Make some do so that's one here on the scale that's one hit one here on the external portion so microphone and they've become much more sophisticated trying to trying to provide directional information. So some implants have three microphones and then this is where we make the choice about what we transmit internally. So essentially you can think of voltages coming from the microphone. Those are process to extract important features for speech and although I don't discuss a lot about the signal processing and cocoa implants. It's incredibly impressive. What they've done over time in the eighty's is when you started to see implants in the US population really really revolutionary work in speech processing with. The signal processor here and there's four D.S.P. course Coakley or implant. So that information is the simplest there's a variety of speech processing algorithms but I pick kind of the most commonly used to talk about here. So that's depicted here over on the right. So what happens is you have a sound coming in to make those decisions about what to send to the implant they band pass filter it into frequency bands that are important for speech. So now you have this big rich signal. You can hoarsely. Break it up into frequency bands. Now how do you figure out how to simulate you know place. We talked a little bit about that. What about loudness level and we do that by extracting the energy we detect the envelope. We make a compression just because a dynamic range of sound is different than dynamic range that we can stimulate with and we apply the energy of the. Signal. Incoming acoustic signal to the electrical signal so loudness is matched to the current level that we apply. So looking inside. So now we've moved to the implanted portion inside the body of a cochlear implant number five. Here is a receiver that there is in our family. So we receive these commands essentially. And these commands are then used to drive an internal stimulator and the level is set by the signal processing algorithm and what's important to note here is so you have speech coming in time we've broken it out and now we shift that we translate that into space into locations along the Coakley or that we simulate with the electrode array here. Most select these are discrete electrodes so the output current into the bottom chamber of the cult leader but there's presumably a surviving neural population that can respond and there's about sixteen to twenty two channels. To first order sixteen to twenty two sites. So and then you see the neural connection here number seven. That takes it up so that neural connection has to exist so that we can perceive the electrical signals as sound so this isn't an older implant but I wanted to put it in here so we can look at some of those dark circles mean those dark. I guess bands the bands are electrodes and it's in a mole did. Silicone carrier and to this day they're still made by hand. It's a painstaking process these are very expensive devices and this is where I'm kind of trying to hint about where we can work on some of the memes. But I wanted to give you an appreciation of the odd. Quote unquote audio signal of how a cocoa implant breaks up sound so this is an acoustic representation for us of how Coakley or implant generates a signal. So this is after it comes back from the signal processor and it's recontest reconstructed into an audio signal. Let me get back my mouse here. So these are sentences. I'm hearing some of you whisper. So I think most of you were able to maybe after the first or second one to know how to translate that course representation of speech into something that you can understand. So that's a success story. Now let me play some music for you. So I'm probably a lot older than the students here in this isn't quite my type of music but I think that it's. It's interesting. Right. It's what some people like but let me tell you where it came from so I couldn't get it to stop. So we've got a ways to go. We really have a ways to go. But these are problems that we can approach and try to solve. So being a meme's person. What we started to look at is well how can we interface to the neurons how can we hit that surviving population more discreetly so what we're trying to do is resolve more discrete frequencies provide that richness of sound so I'm going to talk about what we can do in the profile auditory system but quite honestly. This is whatever you do inside you always have to link back to the signal processing. So it really is an interplay between both of them. So I did what I've shown here in this cartoon is OK here is of course activation so hitting a broad These are supposed to be hair cells here and the red is what we've hit these neurons we've excited them and the blue bumps are electrons. So if we can place more electoral along the Coakley tightly. But discretely to first order we can restrict the activation of the neurons. So that we can resolve frequency better. Another important aspect of this is that the neuro population. It changes it changes over time. So if I was going to get an implant. I would want it to last the course of my life and that neural population changes. Also the more like TOLD YOU HAVE YOU CAN PLAY GAMES. It's more technical than that but you can activate and deactivate different electrodes that are close so that you can do some. Current steering and current shaping that's a more power hungry strategy but it's been shown that some of these techniques are very important for those individuals who have a very restricted body neural population. But the challenge is we can't take existing electrodes that are made there in case silicone wires. If we try to put more electrodes that bundle just gets fatter and fatter. So then what did we think about what we thought about memes technology. This is the University of Michigan work that I did for my Ph D. but I wanted to highlight that I did the electrode reports and we were part of a large center so we could make a complete marker system. Which the chip here has its own button. So but what I wanted to point out here is that we just I think I'm not going to let myself touch too many things. But I wanted to point out here is that this has a D.S.P. core as well as a microcontroller that we developed but where I spent a lot of my effort is validating since film silicon thin film array in an animal model. So what. How do we make these devices. Well the. Kind of the fun thing about the Michigan technology and silicon is that we can adjust the profile meaning that the depth of war on doping is that stop. So you can have a bigger portion and I don't I don't know if any of you have tried to water to anything you really need a robust substrate to wire bond to those Gold Bond pads back there but going into the Coakley if you remember it's a spiral structure. It's very very challenging to put a thin film device in that spiralled structure. So the thinner you can make it is three microns in depth the thinner you can make it the better off you are. What we did is we we made the electrodes very small and very close together and this was because we used a lithographic process. So I won't dwell too much on the. Fabrication process but it's pretty straightforward in terms of using the born as an edge start layering dielectrics putting down metal stack. Larry more dielectrics and the radio oxide stimulating sites which is a little different. Most electrode arrays cochlear electrode arrays use platinum platinum is very stable and then a final Senate. You do an E.D.P. etch which is a pretty aggressive. Either way the silicon process. And our electrode So I wanted to point out here that we have. A commercial. So this is a half banded or a this is a more contemporary array. So the electrodes are in half bands. It's pretty quiet. But our electrode sites were a tenth in terms of area and so if you think about neural stimulation you really think about you need to get enough charge out there to depolarize the nerve fiber so when you scale down an electrode site or surface area. You really have to get smart. About the material that does the reversible redux reactions that the surface to ultimately depolarize the neuron so that's why we went to a radium oxide what I've shown here are thresholds. And basically we wanted to show that the threshold means how much current does it take to get a neural response where I was sure that we've switched the technology just something along the lines of thin films but the amount of current we need is similar to contemporary So most contemporary arrays the stimulators are designed to go from ten micrograms up to about one to two million amps which is really really high. So we were in the range that we would expect to see. So moving further great Silicon is wonderful. You can do a lot with silicon is just not good for the colder application because although it's flexible the Coakley a spirals and if you put in an electrode array it actually needs to twist to go from the base of the lower the higher frequencies up to the lower frequencies. So when I moved here I started working with some folks at Georgia Regents university who were really very clinical but they were really motivated to look at the technology and I said well we're going to have to go to a palm or we're just going to have to go to a polymer to get these devices in. So what we did is we used a thin film array that the T.F. a it's made out of poly in it. And this is something I wanted to do during my Ph D. I said Well. Can't we just use commercial arrays and put our thin films on them. So this what I've shown here this. These are industry names for silicone based. Electro to raise their nonfunctional and I T V is not really used by a surgeon but it's there if they somehow want to. Insert it to check the path for the electrode array and that can cause damage itself so most surgeons don't use the I T D I even an insertion electrode it's just a blank. It's just pure silicone so we were able to work with a clear implant company medal out in Australia. To let us try to test out our devices so we adhere to them kind of a quick and dirty approach. So let me point out a few things here with there's a cross section of the Coakley are and what this is they are their insertion test device and this is our thin film array. It was not the greatest to do because it's very very hard to get here something to a dissimilar material which we kind of should have guessed it but I'm pretty stubborn so I wanted to try it and so these were done in human cadaver. Coakley up so it was not really really good but we did learn that we can at least the surgeons got comfortable working with our electrodes so we took it a step further. What I will go through every detail here but I want to point out this probably this picture. I think is the best the bottom one to see you can see the electrode sites. So we came up with the way to precursor the device so we thought well the Coakley is curled let's give the surgeons a pretty curl device so we'd hear the OR A It was a more robust strategy we coated it was silicone it turns out that the surgeons didn't like our race because they're used to working with the straight or a. So we had a new resident and we actually didn't we only implanted fifty percent. We were only able to implant fifty percent of the time in the Coakley. So that was that was interesting for us as well. So. What we decided to do is say OK fine. You don't want to call it. You don't want to bet. Let's just coat them a little bit because since the morays I have some here we can look at him after a really hard to handle extremely difficult. So we said let's just put some silicone on and we'll give you some points that you can touch that don't damage the are a very simple process here so we coated them using the same type of equipment that applies solder under pressure solder paste under pressure and then we put these in and animal model saw a live press in cat. And stimulated and looked at the response. So the results were actually pretty good. I wanted to take one second here and talk a little bit about how we do these experiments one slide because I know this is along the lines of electrophysiology So how do you do a perceptual experiment. So what we do is we input a stimulus and we record electrically So there are specific structures in the auditory system where you can record one of the easiest is the inferior quality lists. So we're going along the path from the per free to the century. So we're going from ear up into the brain and there's different points you can probe for our tests we actually this last set of experiments we did in the cat we probed externally. We looked at an external response that they do clinically So the next step is OK there are cells other transducers come in apply an acoustic input and record make sure of the acoustically that structure is sound. Then we apply the series of antibiotics that I told you cause here so loss and in the time course of a half an hour we've induced deafness in the animal model not the greatest thing but that's how we do the experiment. So once we validate that we have definitely cats that we keep applying it to seek input and we get no response. And we know we've succeeded. We come in and employ apply. I've shown a bi phase a pulse here so essentially we balance the charge going into the system and then we look at the response. Here's a characteristic response of an auditory brainstem response that can be measured externally the first portion here is stimulus artifact because you're you're you're putting in a lot of current and so the recording system responds to that the current itself not the auditorium response so you. Ignore that and then what you see the kind of jumps back and forth here are analyzed by electrophysiologist to be indicative of an appropriate response to electrical stimulation and when we do these experiments we want to know how much current does it take to get the response so we look for that threshold and that gives us a sense of you know if it's way out of bounds we know that we may have a mis placement or it's a funny electrode or if we can also look for open circuits possibly when we inserted the we broke it. I mean these are kind of the real world experiments that we do so we got a series of responses that were appropriate. You know one hundred seventy micrograms is a really really decent number for current stimulation. So the next thing is looking at where the electrode array is in the Coakley Let's see this one looks pretty dark Let's see if we can get this to work here. So this is a micro C.T. image and we have access to really really great imaging machines at Emory and so we can have twenty Micron resolution this is not for a human. So this is an animal. Get it back. This is an animal model here so that machine. Go there. You should have my phone in the right spot so let me play it rather than keep talking through it. We're coming up through the Coakley. Did you see the electrode array. So these are nice slices that give us a sense of where did we put the electrode array. Especially when you have an experiment where you see some facial nerve stimulation you can would happen one three see the cat their facial nervous twitching so you know that you're over stimulating and then this particular animal model we harvested the Coakley and we imaged it to see did weaving in and did we get it in the coco we thought we did in this case we did so this is just for the electrode array is you can see the sights hopefully. And so this is really significant we weren't able to do this years ago. So it's another level of validation of where the electrode over a is in the Coakley. Because you need to be close to that surviving neural population. I think in this one just shows that we measured it appropriately but let me pause here before I launch into the vestibular work. Are there or are there any questions about some of the Coakley or electro work in neural stimulation. So the status of this work is in terms of chronic really what you want to get to our long term chronic recordings there are some challenges because polymers are good. But they're not as good as medical grade silicone and platinum radium wires. So we need to look at chronic recordings as well as I talked about high density. So all we've shown is that we stimulate we get a response but we haven't been able to do enough experiments to look at if you step through electrode site. If you compare a commercial to our ray. Are you really providing a better resolution and to do that we have to measure in the unfair or click us not the course auditory brainstem response. So that's in this next set of work in the still main. So moving to the vestibular Biosystems they're very similar to Coakley or prosthesis the system level but so what's the what's the challenge here. First let me point out the vestibular system. This is is located here in the inner ear. So we have three semi-circular canals and the sense angular head rotations leaving my head like this and I'm activating my semi-circular mostly the horizontal semicircular canal and there are three of them nearly mutually orthogonally designed so we can sense three D. angular rotation. Also in the otoliths which are located in the vestibule here we're sensitive to gravity and linear motion. And so I when I started this work. I really didn't know much about the vestibular system but it seemed like a logical extension of the Coakley or work and I had to put together a chalk talk for a faculty position somewhere OK will do will do just to be a lawyer and. It turns out that this system is very very interesting because it's responsible for maintaining gaze. So when you move your head is so imagine you're sitting in a chair and it's rotating but you need to fix your gaze on a person so your eyes have to move and I keep looking at poignancy so. Your eyes have to move as your head moves how do we control that it's the vestibular system more perfectly it's controlled through a reflex but there is the most serious is a very challenging because there's layers and layers so we look we want to know how we how we are moving in space. So it depends on what our muscles are doing what our head is doing so it's a highly integrated system but a failure in the periphery can lead. To vestibular dysfunction. So let me talk a little bit of vestibular dysfunction and I will because I've learned more and more about this as I work with the group over at Emory and now they're in midtown just down the street and. Vestibular or dizziness itself so not all dizziness is associated with vestibular dysfunction. But over forty percent of us will go to a clinician because we have this in this. So that's pretty significant also in the elderly population and sixty five doesn't seem that elderly anymore and nearly nine percent of these patients will go. Because they have a problem of balance. So balance is especially dangerous I would say in the elderly population because of falls and falls often. Well I mean the slide says it all fatal and non-fatal injuries for that population. So it's pretty it's very significant. So let's talk a little bit more about that. Well what's the good news and the good news is vestibular rehabilitation so that means training. We can overcome a lot because we have a nice duality we have to vestibular peripheral vestibular sense systems you could say. And if we lose one we can compensate with the other. Those who lose both they don't do as well but we still try. Now the bad news is for those who have severe bilateral vestibular dysfunction. We can't compensate with fear. And that's one of us to deliver prosthesis comes into the domain. But I wanted to talk about the good news first because I wanted to look at so we're talking about memes devices but what about using existing memes devices. And patients those mostly with unilateral vestibular dysfunction. We can improve their gaze stabilisation which really helps. So some patients can't they cannot even go to Wal-Mart because as they're walking all the you know rows and things just make them very busy very very dizzy so we have a set where they have a set. I don't I observe I don't prescribe anything if you do these gay stabilisation exercises which are really hard to do you do them at about one to two Hertz of head rotation rate two to three times three to four times a day. One minute each and you're looking at a card either in front of you or pasted on a wall ten feet away. And you're trying to get your brain to compensate for your You're basically trying to lose the game on your vestibular ocular reflex. That's the reflex that senses here and moves these so we've shown that they've shown that seventy five percent of these patients can improve twenty five percent of their of them are not improving. Why are they not improving they feel that one the exercises are hard to do. So those subjects may or patients objects may not be doing them at the appropriate rate at the appropriate durations So what we did is we took a very simple system and we embedded it in a hat. So this X. ray we took an X. ray image of the hat so we could look at all the pieces. This is a nice try. Axel gyro from invent sense and we just you know we got it on a spark on board this is one of those projects which is really a lot of fun very inexpensive. So we capture head motions we process it with a microcontroller and we can then save that data. We also have a wireless interface for this but I didn't show that we can look at a patient's profile really quickly. Over the exercises you can get you know the amount of time they're doing their exercises very quickly. You can look at are they doing them better to the right or to the left. Are they fairly regular. So these things which are really simple to us. I mean this just look like squiggles of the Matlab gooey I mean for engineers is fun but for them. This is the first time the physical therapist and their all ages are able to have this data. Readily available. So that's why I call this the good news portion. So now let's move into the prosthesis work which is really quite challenging. So Dan Merrifield shot his name down here at Harvard. He was the first to develop a vestibular prosthesis. And I have to say the reason why I got into this work is Dan came to me on neural prosthesis workshop in two thousand and three. Two thousand and two and he said Can I borrow one of your Coakley or electrode arrays to use in the a similar system. I want to try to use it to stimulate Mr Miller neurons and I said really for what it's of well we're building this prosthesis and we'd like to try using your race. So what does it do well to first you know the first easiest prosthesis is to hook up a bunch one to three gyros So this is his work was in the horizontal plane first simplest to approach. So angular velocity sensor gyro signal conditioning aided the conversion things. The police love. You go ahead in their map that into a signal that's appropriate for a vestibular neuron stimulation and it's rate based. So again we have that characteristic nice by phase in charge balance polls but instead of modulating place as we do in the Coke we are we. Module A rate. In the vestibular system and they showed in animal models that they were able to get stabilise gaze in response by activating the vestibular system. So. You know we did some couldn't get a good to go back and forth a little bit but I wanted to just point out these structures because they have a meme's I guess analog so in the semicircular canal there's Is that a friendly like thing is kind of a weird gelatinous structure called the the Ampere law is a pink thing and in it. The Green Thing is a coupe ULA and what it does is these are also fluid filled. So if we move our head. We're activating the vestibular system the fluid moves it pushes the green the ampere and we have these sticks in here. These are again hair cells and their deflection sensors so we map this deflection into a pulse rate and in the vestibular system we activate it with acceleration. But the pulse rate codes instantaneous angular velocity. So the semi-circular canals themselves. Do one level of integration on to that signal. So there's a new one more level of integration that's done above because we move our head in the opposite direction we move our eyes in the opposite direction to our head. So there are some pretty interesting signal processing that goes on within our system. We also have a baseline firing rate if you're not moving. They're still firing. And as I move this direction this firing goes up and this went down. So in our brain. We're actually taking signals from both sides and using that and some of what rehabilitation does is when we only have one side. It makes us use that side. So we take the richness of that signal and use it as best we can. So how do we test the validity of stimulation. Is we look at the motion of our eyes. So I wanted to point that out. They do this. Routinely it's rotary chair testing it's actually not very fun but you sit in a chair and they rotate you and they look at the response of your eyes and you know it's a basic system identification task because they do this over different frequencies and they get a frequency response out of you. And so they look at your gain. As well as your face and they can diagnose of a stimulator deficit that way. Yeah that's me. Those are Miles. It was no fun and they told me I'm a little bit. I have a little bit of imbalance in my wrist and it was just so. I think clinical So now we got a little exciting and we thought well let's see if we can model that gelatinous structure why don't we try to make our own vestibular semicircular canal. So this work in terms of understanding of US A real or system as a mechanical system was done in the thirty's and forty's. So they came up with the second order model what what's depicted here. This is the semi-circular can now we've made it a Taurus blue is liquid liquid in our summer circular canals is very similar to water. So it's a nurse will element so as we rotate the liquid fluid moves against the coup people bends the coop. And that's how the that's how we send the signal the fluid has a viscosity that has in us the city so to first order we can model our vestibular system by a spring. And a spring in that kind of system here. So we tried. We're trying to make a meme structure out of that it's kind of fun. So this is the early work in modeling that in consol which is no no easy feat. As we can see here we've spent a lot of time on that. So our first model is well OK let's me. A sensor we needed die for and we need the coop. OK memes people are great at making microphones and things like that so. Can't we try to make a memes type you know diaphragm. But then we need senses so we need a reference electrode So it's capacitive sensing and basically the diaphragm moves and that is what codes the angular acceleration or velocity so you have to adjust the rest of the structure to give you that integration. So some of the early work that. Our group did here was on. You know looking at the frequency response of Kugler displacement and so that one of the other challenging pieces is not just in the marker fabrication but we have a Y. dynamic range in our body but in member structures we're always trying to linearize if we can linearize and we can premier tries and understand but we have a huge dynamic range so quite obviously one one membrane is not going to do it for you. I think we need a series of membranes and so we may have some early prototypes and I won't dwell too much on this but this is again the semicircular canal and our natural come out. We do have that ambulatory organ so we do get wider to make us more sensitive in that domain and we made a sense and reference electrode these these were larger scale devices what we use pm M A S U eight micro mold so kind of a quick turnaround and sputtered gold for the sense and a reference electrode so that poses some challenges. I don't think we have any breakthroughs there. And I wanted to launch into case a let's go back to the vestibular prosthesis I wanted to bring us back out to the system level. And what work. Have we done there and it's a lot of that work is on signal processing. So it's not just on the mems devices but it's looking at how we. Be smarter about coding angular velocity. And generating by facing. Says so contrarian who is here and he's a pretty soon to graduation has done a lot of this work here. And what I wanted to show is how he has come up with a strategy to do the signal processing very smartly. But what is needed. Well we don't just need the code angular velocity and generate current pulses. We also can provide a better therapeutic benefit if we can then use information from all three canals and provide a correction so let me back up for a second number one when these. Gyroscopes are implanted into a patient the time in the O.R. is expensive. So there's not a perfect mapping of where they implant the gyroscope with the canal plane. So the doctors I work with say well it's better if you would just go and put it in and then we can correct a little bit later. So the other pieces now are empty Larry nerves the nerves that we want to stimulate are very close and so what is shown here is here's a horizontal canal. Here's a POS theory or canal where we come in with an electrode and we're just trying to get the horizontal canal but guess what we get the past year ear canal. So if we can provide a pretty compensation for that signal we can provide a more efficacious therapeutic benefit to the subject because if you come in and you get implanted in there and now you're more dizzy because your other canals are being stimulated I don't think that's very that's not where we want to go. So I'm going to have to hop a little bit through his stuff but I'm sure he'd be happy to tell you more about it is that he does low power analog signal processing by operating his circuitry his circuitry in some threshold and what he did is time division multiplex so he's to. Three signals all three canals applying a correction by mapping it's a vector matrix multiple multiplication weighting the weighting the each of the canals differently and he's generating an overall response so that he can correct for any misalignment or patient specific parameters here. So I'm going to hop through this just in the interest of time but a nice a nice power number less than ten microwatts for this chip that he developed and Ts MC point three five micron process and he's also has a T.I.A. chip that he's testing. So this is a lot of fun. I want to close with the number of students who have participated in their research and you can see that we in our lab we have a very diverse student group because we also work with residents and medical students because we go back and forth between the different domains of medicine and engineering and I also want to point out that we have a very strong strong set a very good undergraduate students because some of these projects that take existing men's technology undergrads can really do well and get you know hit the ground running with those. So in closing I wanted to acknowledge our funding sources for this work. Our national funding sources as well as our international partner meadow in providing devices a lot of support to us and the last slide is really the first slide and I that you've gotten some ideas about maybe where your research may go as we integrate the engineering with the medical or diagnosing applications and I didn't talk much about nano mechanical sensing so that her cells are now mechanical sensors. But maybe you have some ideas about how you can bring these domains together. Thank you Paul. It carries the magnitude but the frequency is place. So the very that's a really good question for low frequencies we can track. So the very first implants were single electron single channel and people could gain or only a couple they could gain stay could gain some sensation. And there's always there's always work that revisits that concept can you get away with but for the higher frequencies you. It doesn't there's not a one to one. It doesn't it doesn't I mean the membrane is more sensitive mechanically more sensitive to specific frequencies. So we are doing. We are doing signal processing mechanically but that is an important point because we are making we are sort of saying that a place is frequency and that's not necessarily true for the low frequencies you can provide rate and people will understand pitch. There and what was actually interesting is that the pulse rate I didn't put up the pulse rate but it's eight hundred thirty three pulses per second. So that it is amazing how we can sort that out and understand that perceptually but it is a question to keep revisiting thanks.