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Binaural Hearing Steve Colburn Boston University

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Page 1: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Binaural Hearing

Steve Colburn

Boston University

Page 2: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Outline Why do we (and many other animals) have two ears? What are the major advantages? What is the observed behavior? How do we accomplish this physiologically? What happens with impairments/aids/implants?

Page 3: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

What are the major advantages of two ears?

Redundancy Localization of sources Identifying room characteristics (size, shape, wall reflectivity, and ???) The Cocktail Party Effect … Renoir's “Luncheon of the Boating Party”

Page 4: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 5: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Localization Cues: •ITD: far ear delayed •ILD: far ear attenuated •Spectral Shapes

•Sound Localization •Resolution from discrimination: ~1 degree in horizontal plane ~4 degrees in median sag. plane •Excellent pointing and identifying of directions

Page 6: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Simplest Stimuli: Tones

We define a pure tone (sinusoid) as:

A cos(ω t + φ)

where A is the amplitude, ω is the frequency, and φ is the phase of the pure tone.

Compare to a few sketches

Page 7: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Sinusoids

From Schnupp et al., 2011 Auditory Neuroscience: Making Sense of Sound

Page 8: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Tones are our basic stimulus type. They sound like pure pitches to most of us Lots of processes in hearing vary with frequency of the stimulus, and this makes us think of sounds in terms of the frequencies they contain. The analysis of signals (any waveform, including the pressure as a function of time) is often based on the frequency content. We characterize signals fundamentally in terms of the frequencies that they contain. This is called Fourier analysis...

Fourier analysis (1)

Page 9: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Sum of a few tones - Sketched •Wideband noise waveform - Sketched •Filtered wideband waveform - Sketched Note effect of center frequency (“carrier frequency”) Note effect of bandwidth of frequency content (speed of envelope variations) •Acoustic “click” (impulse) – Next Slide infinitely brief finite area a way of putting in energy to a system instantaneously limit of a narrow pulse

“Simple” combinations of frequencies

Page 10: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 11: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

If a sound contains lots of frequencies, the signals to the ears depend on each frequency being transmitted with its own characteristic attenuation. We can measure the transmission for each frequency f separately. Received signal strength for each f depends on the source location as well as the source material. The received signal provides information about where the source is located (in addition to interaural time and level differences) if we know the waveform. The next graph shows examples.

Example of separate processing of tones

Page 12: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 13: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Individual Variation in HRTF

•From Wightman and Kisler, 1989

Page 14: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Perceptual Significance of HRTFs?

•Normal perception occurs with both ears •Ears ARE sensitive to phase, including interaural phase difference for a pure tone •Perceptual significance of HRTF (received spectral shape) depends on context •Headphone experiments can manipulate cues separately (and unnaturally).

Page 15: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Source-to-ear transformations:

•Head-Related Transfer Function (HRTF): H(f,θ) Efficiency of transmission frequency by frequency

•For source S(f) at position θ, the pressure spectra at the ears are given by

R(f) = Hr(f,θ) S(f) L(f) = Hl(f,θ) S(f)

received pressures combine effects of source and left and right transfer functions Hx(f,θ)

•Multiple sources sum pressures at each ear

Page 16: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Single-source conditions

•Complex Interaural ratio independent of source spectrum, Left-Right Ratio (LRR)

•LRR(f,θ) = L(f) / R(f) = HL(f,θ) / Hr(f,θ)

•|LRR(f,θ)| = interaural level ratio

•Angle[LRR(f,θ)] = interaural phase difference [related to interaural time difference]

Page 17: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Lateralization wearing headphones

•Lateral position judgements show increased laterality with ILDs and ITDs

•Time and intensity differences can be traded against each other to generate position

•Some unnatural combinations generate multiple images

•Most images are perceived inside the head

Page 18: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Virtual Acoustic Sources

•Reproduce acoustic waveforms in ear canals •Subject can hear source in original position

•Significant individual differences

•Perception assisted by reverberation and by appropriate motion-coupled stimulation

•Can completely fool subjects, even without reverberation or head motion.

Page 19: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Consider the dependence of these interaural differences on frequency.

Consider how sensitive the system is … amazingly sensitive!

Figure out how the physiology does it. What is the neural processing to get this information from the input signals.

Return to specific binaural processing (ITD and ILD): Outline:

Page 20: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Interaural Time Delay (ITD) •versus azimuth θ

•Durlach and Colburn, 1978

Page 21: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Interaural Time Difference •(Kuhn, 1980)

•ITD versus frequency with azimuth as parameter

Page 22: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Interaural Level Difference (ILD) •ILD versus azimuth for two frequencies •Measurements and sphere calculations

Page 23: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Interaural Time Delay Resolution

•How small a time delay between the ears is reliably detectable by a human listener?

•Called a Just-Noticeable Difference in ITD

•Best listeners can do better than 10 µs −− on the order of ten millionths of a second!

Page 24: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Smallest Detectable Changes

Page 25: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

If the system could estimate the ITD and the ILD for each frequency, it could figure out the location of a source.

We will find mechanisms that could do this in the SOC (Superior Olivary Complex).

We first review the processing of tones through the peripheral auditory system.

Acoustics, Middle Ear, Cochlear filtering

Auditory Nerve Responses

Sound localization

Page 26: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Outer Ear (beige), Middle Ear (pink), Inner Ear (Blue, cochlea)

Page 27: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Middle Ear bones

Cochlear spiral

Vestibular and Auditory Nerves

Semicircular Canals

Stapedius muscle attaches to third bone (stapes) and contracts to decrease transmission May respond in anticipation of loud sounds

Page 28: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Helmholtz Piano, 1873

H.v.Helmholtz, 1862

Thanks to Stefan Launer

Page 29: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Middle Ear bones

Cochlear spiral

Vestibular and Auditory Nerves

Semicircular Canals

Stapedius muscle attaches to third bone (stapes) and contracts to decrease transmission May respond in anticipation of loud sounds

Page 30: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Recordings from three individual auditory nerve fibers: With NO ACOUSTIC STIMULUS

Page 31: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Primary Auditory Nerve Patterns (Kiang, 1965)

•Note the stochastic nature of the response

Page 32: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Nelson Kiang, auditory physiologist

Page 33: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Rate-intensity function for auditory nerve fiber

Page 34: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Explanation of auditory nerve tuning curves

Page 35: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Auditory Nerve Tuning Curves: Level required for detectable response

Page 36: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 37: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 38: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 39: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Histograms of responses to tones at various levels

Note that histograms cover two periods of the tonal stimulus

Page 40: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Auditory-nerve model: •non-homogeneous Poisson process

•Single fiber characterized by its instantaneous rate function. •For tonal stimuli:

•For more general stimuli, the exponential is a filtered version •of the stimulus that is then normalized.

Page 41: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Optimum detection of change in the interaural time delay

•Assume non-homogeneous Poisson model with rate functions given above.

•Task is to decide if stimulus has an interaural delay of

τs + ∆ or τs – ∆

•Optimum decision rule is to calculate

•where tiLm is the time of the ith firing on mth fiber and L and R indicate side

Page 42: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Some operations seem physiologically unrealistic: •Comparing ALL neural ITDs to reference delay; •Reference phase differences included;

•Performance is independent of external delay (τs)

Consider the ideal processor and might not be realistic

Page 43: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Minimal Decision Variable

•Fundamentally comparing only “corresponding” right and left AN fibers •For each pair, only include firings close together after an internal delay

τm

•This is basically a “coincidence counter” with an internal delay of τm

Page 44: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Jeffress model of ITD processing

•Jeffress guessed all this in 1948.

•Jeffress Coincidence Detector Network

•Internal delays that are different for each cell in an array •Fixed time delay on input patterns would excite compensating delay cell with many coincidences; non-matching respond less. •Network can be realized with simple neurons

Page 45: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Coincidence Network of Jeffress (1948)

Page 46: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 47: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 48: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 49: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 50: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Coincidence Network of Jeffress (1948)

Page 51: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

ITD-sensitive neuron in MSO

Page 52: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Another MSO neuron: •from Yin and Chan, 1990

Page 53: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 54: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 55: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Mechanisms of ITD Processing

•Coding of time structure to neural pattern Primary auditory nerve coding

•Maintenance/sharpening of temporal structure Sharpening in cochlear nucleus (Buchy Cells of CN)

•Sensitivity to delays of left and right inputs Single neuron processing in MSO

•Preservation to higher neural levels Maintenance of “spatial code” for ITD

Page 56: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 57: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Simple point-neuron model

•Han and Colburn, 1993

Page 58: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Predictions and Data for simple point-neuron model (Han and Colburn, 1993)

Page 59: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory
Page 60: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Period Histograms

Page 61: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

From Stern and Trahiotis, 1997

Binaural Display: (f,τ)-plane

Narrowband Cross-correlation function for each f

Internal delay limiting function

Resulting distribution of activity ITD from ridge

Page 62: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

From Stern and Trahiotis, 1997

Tone stimulus

Noiseband stimulus

Binaural Display: (f,τ)-plane (before weighting)

Page 63: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

Modeling ITD processing

Characterize MSO outputs statistically

Derive best achievable performance in simple timing tasks (e.g., ITD discrimination)

Compare theoretical to actual from measurements on human subjects

Generally good agreement

Page 64: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Interaural level (ILD) representation

•LSO neurons (ILD and onset-ITD sensitive)

•Excitatory input from ipsilateral side

•Inhibitory input from contralateral side

•Array of ILD processors versus frequency

Page 65: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Simple point-neuron model

•Diranieh and Colburn, 1994

Page 66: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•Diranieh and Colburn, 1994 •(MODEL)

•LSO Neuron and ILD sensitivity

Page 67: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•ILD,f array of LSO neurons

•LSO neurons are each ILD sensitive

•LSO neurons are tuned in frequency (like auditory nerve fibers and MSO cells)

•Provide information about ILD for each frequency band

•May be particularly important in reverberant environments (Hartmann, 1999)

Page 68: Steve Colburn Boston University - UConn Health · Auditory Neuroscience: Making Sense of Sound ... the peripheral auditory system. Acoustics, Middle Ear, Cochlear filtering Auditory

•General Binaural Perception Model