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02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker,...

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Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected] Psychoacoustics lecturer: [email protected]
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Page 1: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Psychoacoustics

lecturer:[email protected]

Page 2: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Block Diagram of a Perceptual Audio Encoder

Source: Brandenburg, “Vorlesung: Dig. Audiosignalverarbeitung”

• loudness

• critical bands

• masking:

• frequency domain

• time domain

• binaural cues (overview)

Page 3: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Structure of the Human Ear

Page 4: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Structure of the Human Ear

Quelle: Ars Auditus; http://www.dasp.uni-wuppertal.de/index.php?id=57, 2010

outer ear middleear

inner ear

ear canal

pinn

acochlea with

organ of Corti

archwaysossicles

eustachische tubeear drum

Page 5: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Structure of the Human Ear - Cochlea

Quelle: Ars Auditus; http://www.dasp.uni-wuppertal.de/index.php?id=57, 2010

left picture :- cochlea of a 5 month old fetus,- 2 ½ coils, 35 mm long,- dimensions are relative constant,

Quelle: Cochlee, http://www.cochlee.org, 2010

- blue arrow oval window- yellow arrow round window

0,5 mm

Page 6: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Structure of the Human Ear – Organ of Corti- organ of corti of a guinea pig - white bar = 20 µm

outer hair cells (OHC)

inner hair cells (IHC)

Quelle: Cochlee, http://www.cochlee.org, 2010

Quelle: David C. Mountain, Boston University, 146th ASA Meeting

- ~ 3500 IHC and ~12000 OHC at humans

pumping OHC

Page 7: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Preprocessing of Sound in the Peripheral System

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

- frequency selectivity of the basilar membrane

Page 8: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Preprocessing of Sound in the Peripheral System

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

- frequency selectivity of the basilar membrane (simulation)

21 kHzfrequency channels (Bark scale)

basi

lar m

embr

ane

ampl

itude

14 Hz

Page 9: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Preprocessing of Sound in the Peripheral System

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

- frequency selectivity of the basilar membrane (simulation)

frequency channels (Bark scale)

ampl

itude

in m

Page 10: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Information Processing in the Auditory System

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

- basilar membrane as a filter bank

Page 11: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Information Processing in the Auditory System

amplitude-time representation

basilar membrane oscillation

neurotransmitter concentration

Page 12: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Sound Perception

Page 13: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Frequency and Level Range of Human Hearing

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

Page 14: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Threshold in Quiet or the Absolute Threshold

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

Page 15: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Loudness

• Loudness Level:

• Loudness N: psychological concept to describe the magnitude of an auditory sensation, the loudness of a sound (measured in ‘sone’)

• loudness level L of a sound is measured in ‘phon’ • L of a sound is the sound pressure of a 1 kHz tone which is as loud as

the sound

Fig: Fletcher, “Speech and Hearing in Communication”, 1953.

Page 16: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Loudness

• Equal-Loudness Level Contours:

Links to measure the sensitivity on different frequencies: http://www.phys.unsw.edu.au/jw/hearing.htmlhttp://www.phys.unsw.edu.au/music/dB/loudness.html, 2010

Fig: Suzuki et al., “Precise and Full-range Determination of Two-dimensional Equal Loudness Contours”, 2003.

0.15

1

4

16

N=64 sone

Equal loudness contours of pure tones in a free sound field.

The parameter is expressed in loudness level, LN, and loudness, N.

Page 17: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Loudness

• Loudness Scale:

• aim: double the number of units on this scale means magnitude of sensation is doubled

• relation G(L) between loudness level L and the loudness N on the new scale

• one potential experiment:

• listen to sound with L1 and than adjust same sound until L2=2xL1

Page 18: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Loudness

• Loudness Scale:

• Example 1:• L=40 phonN=1 sone• 2 x loudness: N=2 sone

L=40+10 = 50 phon

• Example 2:• L=40 phonN=1 sone• ½ of loudness: N=0.5

L=40-7.8 = 32.2 phon

Fig: Fletcher, “Speech and Hearing in Communication”, 1953.

Page 19: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Loudness

• Loudness Scale:

• Example 2:• L = 40 phonN=1 sone• ½ of loudness: N=0.5

L=40-7.8=32.2 phon

• for values of L above 40 phon:N=2^((L-40)/10)

Fig: Fletcher, “Speech and Hearing in Communication”, 1953.

Page 20: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Loudness

Loudness contours for loudspeaker and binaural headphone presentation.

headphone loudspeakerFig: Master Thesis, F. Jürgens, TU Ilmenau, 2012.

Page 21: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Loudness

• Loudness Scale:

Fig: en.wikipedia.org/wiki/Sone, 2010.

Page 22: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Sound Example

• Example 1: Equal amplitude

– tones of frequencies 40Hz, 100Hz, 4000Hz, and 12000Hz

• Example 2: Equal amplitude

– Sweep from 0-16000 Hz

Page 23: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Critical Bands

Page 24: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Frequency Grouping in Human Hearing

Source: Brandenburg, “Vorlesung: Dig. Audiosignalverarbeitung

• Different interpretations that produce the same segmentation– Constant distance in the Cochlea– By using tones under the threshold in quiet,

their intensity add up in a critical band and are now audible

– Tones in a critical band above the threshold in quiet: their energy adds up

• Formula for the width of the critical bands– for frequencies < 500 Hz: Constant 100Hz

width– for frequencies > 500 Hz: 0.2*frequency

Page 25: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Frequency Grouping Bandwidth The Critical Bands

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

Critical bandwidth as a function of frequency.

Approximations for low and high frequency ranges are indicated by broken lines.

Page 26: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Excursus - Critical Bands and Loudness

• Spectral effects - influence of frequency separation:• measure the loudness level (or level of the equally loud 1 kHz tone) of 2 tones by

varying the frequency separation

Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999.

Page 27: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Excursus - Critical Bands and Loudness

• Spectral effects - influence of bandwidth:• bandwidth of the signals plays an important role• sound level also influence loudness level• total sound intensity (SPL) have to be constant to measure loudness

as function of bandwidth

• critical bandwidth

Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999.

Page 28: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Critical Bands: Bark Scale

• Critical-band concept used in many models and hypothesis

unit was defined leading to so-called critical-band rate scale

• scale ranging from 0 –24, unit “Bark”

• relation between z and fis important for under-standing many character-istics of human ear

Page 29: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Critical Band Rate and Threshold in Quiet

Source: U. Zölzer, “Digitale Audiosignalverarbeitung”

Page 30: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Signal Power in Critical Bands

Source: U. Zölzer, “Digitale Audiosignalverarbeitung”

Page 31: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking

Page 32: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking

• data compression

– exploitation of perception in critical bands with

reference to the threshold in quiet is not

enough

• Basis for further compression are masking effects as

described by Zwicker, Fletcher, Fastl, Feldtkeller and others.

Page 33: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking of Pure Tones by Noise - Broad-Band Noise

Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999.

•broad-band noise:•white noise from 20 Hz -20 kHz

•figure:•masking threshold for pure tones masked by broad band noise of different levels

•uniform masking noise (UMN) by equalization of the 10 dB per decade slope

Page 34: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking of Pure Tones by Noise - Narrow-Band Noise

Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999.

•narrow-band noise:•noise with a bandwidth equal or smaller than critical bandwidth

•figure: •threshold of pure tones masked by narrow-band noise for different centre frequencies

•difference between maximum of masked threshold and test tone level

Page 35: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking of Pure Tones by Noise - Narrow-Band Noise

Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999.

•narrow-band noise:•noise with a bandwidth equal or smaller than critical bandwidth

•figure: •dependence of masked threshold on level of narrow-band noise

•dips at higher levels nonlinear effects (difference noise caused by interactions between test tone and noise)

Page 36: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Test: Narrow Band Noise Masking Tone• Example 3:

Narrow Band Noise at 1000 Hz, width 160 Hz;Sine tones at 600, 800, 1000, 1200, 1400, 1600 Hz at varying levels (-80 to -20 dB)

Page 37: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Sound Examples: Masking with White Noise• Example 4: Masking with white noise

– 500 Hz sinusoid tone at varying amplitude ALONE– Level: -40,-35,-30,-25,-20,-15,-10 dB

• Example 5: Masking with white noise– 500 Hz tone at varying amplitude with White

Noise– Level: -40,-35,-30,-25,-20,-15,-10 dB– Noise Level: -50 db

• Example 6: Masking with white noise– 5000 Hz tone at varying amplitude with White

Noise– Levels: same as Example 5

Page 38: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking of Pure Tones by Low-Pass or High-Pass Noise

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

Page 39: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking of Pure Tones by Pure Tone

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

•pure tone:•single frequency

•figure: •1 kHz masking tone with level of 80 dB

•threshold for ‘detection of anything’

difficulties:•beats (hatching)

•masker and difference tone (stippling)

Page 40: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking of Pure Tone by Complex Tones

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

•complex tone:•fundamental tone with its harmonics

•figure: •threshold of pure tones masked by a complex tone with 200 Hz fundamental frequency and nine harmonics

Page 41: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Tonality (1)

• Tonality index :

– noisy signal: = 0

– tonal signal: = 1

• System theory

– Sharp spectral lines = Signal is periodic = Signal is predictable

– Approximation: If the signal is predictable then it should be periodic

– Therefore we can use prediction to approximate if a signal is tonal (by periodicity)

Page 42: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Tonality (2)

Source: Brandenburg, “Vorlesung: Dig. Audiosignalverarbeitung

Page 43: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Tone Masking

Source: U. Zölzer, “Digitale Audiosignalverarbeitung”

Page 44: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Calculating the Masking Threshold

• Different Masking with different maskers:

– Tone masking: (14.5 + i) dB, where i is the frequency in bark

– Noise as a masker: 5.5 dB

Page 45: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Calculating the Masking Threshold

SFM = 0 dB = 0SFM = -60 dB = 1

Page 46: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

In-Band Masking

Source: U. Zölzer, “Digitale Audiosignalverarbeitung”

Page 47: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Masking Neighboring Bands

Source: U. Zölzer, “Digitale Audiosignalverarbeitung”

Page 48: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

• Example 7: Dynamic range

– Bach organ music with 16 bits per sample

• Example 8: Dynamic range

– Bach organ music with 11 bits per sample

• Example 9: Dynamic range

– Bach organ music with 6 bits per sample

Sound Examples

Page 49: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Temporal Masking Effects (1)

Source: Zwicker & Fastl “Psychoacoustics Facts and Models”

Page 50: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Temporal Masking Effects (2)

• Post-Masking: corresponds to decay in the effect of

the masker expected• Pre-Masking: appears during time before masker is

switched on

– Quick build-up time for loud maskers

– Slower build-up time for faint test sounds

• Frequency resolution Blurring in time

• Frequency resolution in the ear Masking in time

• Because of in-ear fast processing between quiet to

loud signals, we get Pre-Echoes

– Pre-Masking: 1-5 ms

– Post-Masking: ~100ms

Page 51: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Pre-Echo: Example without Pre-Echo

Page 52: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Pre-Echo: Example

Page 53: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

Sound Examples

• Example 10:

- Castanets original

• Example 11:

- Castanets coded with a block size of

2048 samples

Page 54: 02 bdg Audiocodierung Psychoacoustics WS2013-14€¦ · istics of human ear. ... Fig: Zwicker, Fastl “Psychoacoustics - Facts and Models”, 2nd Edition, 1999. •broad-band noise:

Prof. Dr.-Ing. K. Brandenburg, [email protected] Prof. Dr.-Ing. G. Schuller, [email protected]

next lecture:

Basics of Multirate Signal Processing


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