US3127477A - Automatic formant locator - Google Patents

Automatic formant locator Download PDF

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US3127477A
US3127477A US205663A US20566362A US3127477A US 3127477 A US3127477 A US 3127477A US 205663 A US205663 A US 205663A US 20566362 A US20566362 A US 20566362A US 3127477 A US3127477 A US 3127477A
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formant
spectrum
speech
signals
signal
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Jr Edward E David
Max V Mathews
Joan E Miller
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AT&T Corp
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Bell Telephone Laboratories Inc
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    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS TECHNIQUES OR SPEECH SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING TECHNIQUES; SPEECH OR AUDIO CODING OR DECODING
    • G10L19/00Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis
    • G10L19/02Speech or audio signals analysis-synthesis techniques for redundancy reduction, e.g. in vocoders; Coding or decoding of speech or audio signals, using source filter models or psychoacoustic analysis using spectral analysis, e.g. transform vocoders or subband vocoders

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  • This invention relates to speech systems in which the information content of a wide-band speech wave is represented by a group of narrow-band signals.
  • a problem common to systems employing a formant representation of speech information is the difficulty in locating quickly and accurately the frequencies at which formants occur.
  • M. R. Schroeder Patent 2,857,465, issued October 21, 1958 a large part of this difficulty is attributable to the fact that formant locations are not fixed, but vary over wide frequency ranges.
  • adjacent formants vary within frequency ranges that overlap to a considerable extent, so that a formant may at times occur within the frequency range ordinarily occupied by one of its neighboring formants.
  • prior systems that attempted to locate formants within fixed, preassigned frequency ranges tended to yield ambiguous results when two adjacent formants occurred within the frequency range assigned to only one of the formants.
  • the present invention undertakes to locate individual formants without ambiguity, even when adjacent formants lie within a frequency range ordinarily occupied by only one formant.
  • formants are located automatically on the basis of a systematic comparison between the amplitude spectrum of an incoming speech wave and an artificial amplitude spectrum whose formants are continuously varied.
  • the comparison is made by matching the frequency components of the speech spectrum against the corresponding frequency components of the artificial spectrum, with the formant locations of the best matching version of the artificial spectrum being selected to represent the true speech formant locations.
  • the formant locations of the artificial spectrum approximate the unknown formant locations of the incoming speech spectrum
  • only the formant locations of the artificial spectrum are varied, and in every other respect the artificial spectrum is constructed to be substantially identical with the speech spectrum. This is accomplished by having the frequency components of the artificial spectrum occur at harmonics of the fundamental frequency of the incoming speech wave, and by causing the energy of the artificial spectrum to be equal to that of the incoming speech wave.
  • An important feature of this invention is its ability to provide a highly accurate, fully automatic indication of formant locations for a wide variety of voiced sounds and for a wide variety of talkers.
  • This feature is attained by constructing the artificial spectrum to have its formants occur at all possible combinations of locations, thereby obtaining at least one set of formant locations in the artificial spectrum which ciosely matches the unknown formant locations of the spectrum of the incoming speech wave.
  • the artificial spectrum is constructed from a set of locally generated formant signals, each formant signal varying continuously over a preselected range of values corresponding to the range of all possible frequencies Within which a particular formant may occur.
  • the higher order formant signal varies over its entire range of values before the other, lower order formant signal has changed appreciably in value.
  • the second formant signal varies once over its entire range of values before the first formant signal has changed appreciably in value, while the third formant signal completes one entire variation in value before the second formant signal has appreciably changed in value.
  • the second and third formant signals have each completed a large number of variations over their respective ranges of values, with the third formant signal completing approximately the same number of variations relative to the variations of the second formant signal as the second formant signal completes relative to the first formant signal.
  • the formants of the artificial spectrum constructed according to the principles of this invention occur at substantially all possible combinations of locations during a single complete variation of the first formant signal.
  • Another important feature of the present invention is its ability to obtain very rapidly the formant locations of the best matching version of the artificial spectrum. This is accomplished by adjusting the rate of variation of the first formant control signal to be approximately equal to the rate at which speech formants typically change location in connected speech sounds, so that the first formant signal varies over its complete range of values in about the same interval of time that formants in the incoming speech wave typically change their locations. ln addition, the spectrum matching process is repeated cyclically at a rate corresponding to the rate at which the rst formant signal varies over its complete range of values.
  • FIG. 1 is a block diagram showing the automatic formant locating apparatus of this invention in a resonance vocoder system
  • FIGS. 2A and 2B are block diagrams showing in detail apparatus ⁇ for locating formants in accordance with the principies of this invention.
  • FG. 3 is a schematic circuit diagram of a ramp network useful in implementing the apparatus shown in FlG. 2;
  • FiGS. 4A, 4B, 4C, and 4D are waveform diagrams t of assistance in explaining certain features of this invention.
  • FIG. 1 the formant locating apparatus of this invention is shown in a resonance vocoder speech transmission system.
  • an incoming speech wave from source l for example, a conventional microphone
  • formant locator 2 of the present invention is applied simultaneously to formant locator 2 of the present invention, and to pitch detector 3 and amplitude detector 4.
  • Formant locator 2 whose structure is illustrated in outline form in FIG. 1 and in detail in FIGS. 2A and 2B, produces a group of narrow-band control signals, denoted F1, F2, and F3, representative of the locations of the formants of the incoming speech wave.
  • Pitch detector 3 which may be of any Well-known varie.y, generates a pitch control signal indicative of whether the speech Wave represents either a voiced or an unvoiced sound at a given instant, and if the sound is voiced, the pitch control signal also indicates the fundamental frequency of the sound.
  • Amplitude detector e which may also be of conventional design, for example, a rectifier followed by a low-pass lilter, produces an amplitude control signal indicative of the energy of the speech wave.
  • the formant, pitch, and amplitude control signals produced at the transmitter station specify the informationbearing characteristics of the incoming speech wave with a high degree of accuracy, but the total bandwidth of these signals is substantially smaller than that of the incoming speech wave.
  • these control signals may be transmitted to a distant receiver station over a reduced bandwidth transmission channel, a suitable channel being indicated in FIG. 1 by broken lines.
  • an excitation signal comprising, for example, a train of uniform amplitude pulses, is generated from the pitch control signal by an excitation signal generator 5 of any desired sort, and the excitation signal, together with the formant control signals and the amplitude control Signal, is applied to speech synthesizer 6, for instance, a conventional resonance vocoder synthesizer.
  • Speech synthesizer 6 reconstructs from the incoming signals a replica of the original speech wave, and reproducer 7, which may be a conventional loudspeaker, converts the speech wave replica into audible sound.
  • formant locator 2 comprises a rapid succession of repetitive cycles initiated by a repetitive cycle control signal generated by control circuit 23 and delivered to formant generator 24.
  • formant generator 24 repetitively produces in each cycle a set of formant signals comprising, for example, three formant signals representing the three principal formants found in most voiced speech sounds.
  • Each of these formant signals varies continuously over a range of values corresponding to the usual frequency range of a particular formant, and the combination of values represented by the set of formant signals as a whole is made to vary in such a manner that during each formant locating cycle, the formant signals collectively represent all possible combinations of formant locations.
  • the variation of the set of formant signals is explained in detail below in connection with the description of FIGS. 2A and 2B.
  • the set of continuously variable formant signals from generator 24 is applied to artificial spectrum synthesizer 25, together with the pitch control signal from detector 3 and the amplitude control signal from detector 4.
  • Synthesizer 25 constructs from the incoming signals an artiiicial amplitude spectrum whose formants continuously vary in location in synchronization with the continuous variations in value of the applied formant signals.
  • the artificial spectrum is passed to analyzer 27, which separates the artificial spectrum into its individual frequency components.
  • Analyzer 21 similarly separates the incoming speech spectrum from source 1 into its individual frequency components, and the two sets of frequency components from analyzers 27 and 21 are sent to comparator 22.
  • comparator 22 derives a so-called error signal whose magnitude is representative of the difference between the artificial spectrum and the speech spectrum during each formant locating cycle.
  • the difference between the two spectra which is represented by the magnitude of the error signal is the dierence between the formant locations of the speech spectrum and he formant locations of the artificial spectrum, because in every other respect the two spectra are identical.
  • the artificial spectrum is constructed to have the same fundamental frequency and the same energy as the speech spectrum, whereas the formant signals from generator 24 cause the formants of the artificial spectrum to occur at substantially all possible combinations of locations during each formant locating cycle.
  • the error signal from comparator 22 is passed to control circuit 23, where 'the error signal is continuously examined to determine its minimum magnitude.
  • Athat circuit 23 detects a minimum magnitude, it delivers a sample control signal to sampler 28, and in response, sampler 12'8 samples and stores Ithe values of the formant signals at that instant. When Ithe cycle ends, these values are converted into formant control signals F1, F2, fand F3, to indicate the locations of the formants in the spectrum of the incoming speech wave.
  • the difference between the forman-t locations of the artificial spectrum ⁇ and the formant locations of the speech spectrum may be measured in several ways.
  • the magnitude of the error signal may represent the sum of squared differences between the amplitudes of corresponding frequency components ofthe ltwo spectra, the sum of absolute differences between the amplitudes of corresponding lfrequency components, or the sum of squared ⁇ differences between ⁇ the logarithms of the amplitudes ⁇ of corresponding frequency components.
  • App-aratus for deriving error signals representative of each of these measures of difference is -illustrated in the drawings and described below.
  • Other measures of ydifference may be utilized, if desired; for example, see the article by K. N. Stevens entitled Toward a Model for 'Speech Recognition, vol. 32, Journal of ythe Acoustical Society of America, page 50 (1960).
  • multivibrator 233 which may be a conventional free-running type, is constructed to oscillate at a frequency equal tothe rate at which it is desired to perform the formant locating process. For example, if it is desired to perform a single cycle of the formant locating process in one-twentieth of Ia second, then multivibrator 233 is constructed to oscillate at a frequency of cycles per second. A few of the output pulses generated by multivibrator' 233 are shown in somewhat idealized forni in FIG. 4A, where for purposes of illustration a single period, T, of the output pulses is shown to be approximately equal to one-twentieth of a second.
  • the output pulses of multivibrator 233 comprise the cycle control signal previously referred to, and are employed to initiate each cycle of the foimant locating process by coupling them through capacitor C3 to monostable multivibrator i241 of formant generator ⁇ 24.
  • the positive-going portions of these pulses successively 'trigger multivibrator 241 to its unstable state, causing a corresponding succession ⁇ of positive-going pulses denoted b1 to appear at the output terminal of multivibrator 241.
  • the relationship of the output pulses of multivibrator i241 to the output pulses cf multivibrator 233 is illustrated graphically by a comparison of the waveform denoted b1 in FIG. 4B with ythe Waveform in FIG. 4A.
  • the positive-going output pulses of multivibrator 241 are converted by ramp network 244.11, which is illustrated in detail in FIG. 3, into a succession of rampshaped signals that constitute the first formant signal, h1, of this invention.
  • each period of the hl signal increases continuously over a range of values corresponding to the range of frequencies within which the first speech formant defined to occur.
  • the first speech formant is defined as that peak in the envelope of the speech amplitude spectrum ⁇ which occurs in the frequency range from 200 to 1,200 cycles
  • the range of values over which 111 varies in a single period is made to correspond to this frequency range.
  • other suitable frequency ranges may be dened for the first formant, if desired, lwith a corresponding shift in values for the first formant signal.
  • the ramp network illustrated in FIG. 3 comprises a resistor 31 in series with ⁇ a capacitor 34, ⁇ and a diode 33 connected in parallel with resistor 31.
  • This arrangement converts pulses appearing at point P1 4into a ramp-shaped voltage at point P2, the diode 33 serving to allow capacitor 34 to discharge rapidly at the end of each formant locating cycle.
  • the ramp network is adapted to convert the various output pulses of multivibrators 241, 2412, and 243 of generator 24 into formant signals.
  • additional multivibrators and associated circuitry may be provided if it is desired to locate higher order formants in addition to the three principal ones.
  • multivibrators 242 .and 243 may be of the free-running variety, and as shown in FIGS. 4C and 4D, the output pulses of these multivibrators need not be synchronized with the formant locating cycle.
  • FIGS. 4C and 4D the output pulses of these multivibrators need not be synchronized with the formant locating cycle.
  • 4C and 4D also illustrate that the values of formant signals h2 and h3 derived from the positive-going output pulses of multivibrators 242 and 243 correspond to overlapping frequency ranges, and waveforms h2 and h3 indicate that other frequency ranges may be selected for the formant signals, if desired.
  • the formant locations of ⁇ the artificial spectrum constructed from the formant signals in synthesizer 25 must occur at all possible combinations of locations in order for the formant locating process to yield accurate results for a wide variety of sounds and a wide variety of talkers. All possible combinations of formant locations are obtained by generating the formant signals in the following fashion: As illustrated in a comparison of FIGS. 4B and 4C, the frequency of oscillation of multivibrator 242 is made sufficiently high to enable a single period of the formant signal h2 produced at the output terminal of ramp network 24412 to vary over its complete range of values while the first formant signal h1 is changing by a relatively small amount. Similarly, as shown by a comparison of FIGS.
  • the frequency of oscillation of multivibrator 243 is made sufficiently high with respect to that of multivibrator 242 to enable a single period of the formant signal h3 produced at the output terminal of ramp network 244C to vary over its complete range of values while the second formant signal h2 is changing by a relatively small amount.
  • Suitable frequencies of oscillation for multivibrators 242 and 243 may be on the order of 200 cycles per second and 2,000 cycles per second, respectively.
  • the set of formant signals generated in each formant locating cycle represents substantially all possible combinations of formant locations, and therefore the formants of the artificial spectrum constructed from these signals vary through substantially all possible combinations of locations during a single formant locating cycle.
  • formant signals h1, h2, and h3 are passed to artificial spectrum synthesizer 25, where they are individually applied to series-connected resonator circuits 251, 252, and 253, respectively, which may be of similar construction to those described in E. S. Weibel Patent 2,817,707, issued December 24, 1957; however, it is to be understood that parallel-connected resonator circuits or other resonance vocoder synthesizer circuits are also suitable for constructing an artificial spectrum.
  • Resonator circuits 251 through 253 are also supplied with the pitch control signal to distinguish between voiced and unvoiced portions of the incoming speech Wave, as shown in the Weibel patent, since the resonator circuits must be altered to produce an artificial spectrum whose characteristics reflect both voiced and unvoiced portions of the incoming speech wave.
  • the artificial spectrum is made to resemble the speech spectrum so that the only variable feature of the artificial spectrum is its formant locations.
  • One way in which this is accomplished is by using the pitch control signal derived from the incoming speech wave to generate an excitation signal for the construction of the artificial spectrum.
  • the pitch control signal is applied (through amplifier 255) to a suitable excitation signal generator 254, comprising for example, conventional buzz and hiss sources, which for voiced sounds produces a train of uniform amplitude pulses whose fundamental frequency is determined by the magnitude of the pitch control signal.
  • a suitable excitation signal generator 254 comprising for example, conventional buzz and hiss sources, which for voiced sounds produces a train of uniform amplitude pulses whose fundamental frequency is determined by the magnitude of the pitch control signal.
  • h2 and h3 it is necessary to increase by a factor k the fundamental frequency, fo, represented by the pitch control signal. This may be achieved by passing the pitch signal through a conventional voltage amplifier 255 having a gain constant equal to k before applying the signal to generator 254.
  • the value of the gain constant k of amplifier 255 is determined by the following considerations. It is well known that the width, Af, of a formant is substantially larger than the rate at which formant locations change; that is, Af may be on the order of cycles per second, while the rate of change of formant locations is on the order of 20 cycles per second. In the construction of artificial speech by resonator circuits of the type described in the above-mentioned Weibel patent, this relationship ris preservedby adjusting the time constant, RC, of each resonator circuit, according to the inverse relationship between Af and RC given by Equation 2 of the Weibel patent.
  • the rate of change of formant v'locations in the artificial spectrum constructed by synthesizer 25 is substantially higher than 20 cycles per sec- ⁇ ond,because formant signal h3, for example, makes about 200G variations over its entire range of values in a second. Therefore, the rate of change of formant locations in '-the artificial spectrum produced by synthesizer 25 is in "excessof 2000 cycles per second. In order to preserve "thep'roper relationship between formant widths and rate of'formant change, formant widths in the artificial specftrum must exceed 10,000 cycles per second and the time constants of the resonator circuits must be adjusted accordingly.
  • this increase on the frequency f'scale of formant widths must be attended by a corresponding shift of formant locations on the frequency 'scale in order'to maintain a natural relationship between forma'nt frequencies and formant widths.
  • if formant widths of the artificial spectrum are larger 'than the formant widths of the speech spectrum by a factor of 100 or more, then formant frequencies must vsimilarly be increased by a factor of 100 or more.
  • This shift on the frequency scale is accomplished by con- Ystructing the artificial spectrum in synthesizer 25 from an fexcitation signal whose frequency components are correspondingly scaled upin frequency relative to the frequen'cy components of the incoming speech wave.
  • this scaling up in frequency is achieved by passing the pitch control signal through amplifi'er V255, whose gain constant, k, is made equal to a value in the interval between 100 and 1000, as required, 'thereby increasing by a factor k both the fundamental -frequency of the excitation signal and the formant frequencies of the artificial spectrum.
  • the 'second way in which the artificial spectrum is l'made to resemble the spectrum of the incoming speech *wave is to make the total energy of the artificial spectrum equal to that of the speech spectrum. This is accom- "plished by adjusting the amplitude of the excitation signal 'from generator 254 in multiplier 256 under the control of ⁇ an amplitude controi signal, derived, for example, in the fashion shown in FIG. 1. From multiplier 256, the eX- f'citation signal is applied to the input terminal of res- -'onator vcircuit 251 for synthesis of the artificial spectrum.
  • the artificial spectrum is passed 2through equalizer 257, which adjusts the amplitudes of 'the higher frequency components of the articial spec- 'trum to bring them into closer correspondence with simi- Ilar components of the speech spectrum. From equalizer -257 the'articial spectrum is sent to analyzer 27 in FlG. 2A.
  • the artificial spectrum is applied in parallel to band-pass filters 27111 through' 27111, which are constructed 'to separate the artificial spectrum into its individual frequency spectrum.
  • band-pass filters 27111 through' 27111 which are constructed 'to separate the artificial spectrum into its individual frequency spectrum.
  • the spectrum of the incoming speech wave is similarly 4being separated into its individual fre- 'quency components by band-pass filters 21111 through 21111.
  • a set of 11 rectifiers followed by a set of 11 low-pass filters is provided, shown as elements 212 and 272, respectively, -to derive in well-known fashion from the individual frequency components of each of the two spectra a group of direct-current signals representative of the amplitudes of the frequency components.
  • the two groups of directcurrent signals from analyzers 21 and 27 are then delivered to comparator 22, in which there is obtained ⁇ an error signal representative of a selected measure of the difference between the formant locations of the articial spectrum and the formant locations of the speech spectrum during each formant locating cycle. As illustrated in FIG.
  • the error signal obtained by comparator 22 may be made to represent any one of several 'measures of the difference in formant locations between the articial spectrum and the speech spectrum, depending upon the settings of switches 22011 through 22611, 22111 through 22111, and 22811 through 22811.
  • One of these measures is the sum of squared differences between the amplitudes of corresponding components, which is obtained by setting switches 22911 through 22011 to connect the output termi- ⁇ nals of analyzer 27 to polarity inverters 22211 through 22211, for example, minus one amplifiers, and by setting switches 22111 through 22111 to connect the output terminals of analyzer 21 to one of the input terminals of conventional adder circuits 22511 through 22511.
  • each polarity inverter is connected to the other input terminal of one of the adders and the signals developed at the output terminals of the adders represent differences in amplitude between corresponding frequency components of the two spectra.
  • Each of'these difference signals is applied in parallel to a squarer and a rectifier, denoted as elements 226g through 22611 and 22711 through 22711, respectively.
  • each of the squarers which may be of well-known construction, there is produced a signal whose amplitude is proportional to the square of the amplitude of the input signal, and by setting switches 22Sa through 22811 to connect all of the squarers to adder 229, there is formed at the output terminal of adder 229 an error signal representative of the sum of squared differences between the amplitudes of corresponding frequency components of the two spectra.
  • the quantity represented by the error signal may be expressed by the following equation where A, represents the amplitude of the ith component of the speech spectrum, B1 represents the amplitude of the ith component of the artificial spectrum, and Es denotes the sum of squared differences.
  • Another measure of the difference in formant locations between the artificial spectrum and the speech spectrum is the sum of absolute differences between amplitudes of corresponding frequency components, where if'EA denotes this sum, then An error signal representative of EA is obtained at the output terminal of adder 229 by changing the switching ⁇ arrangement in comparator 22 so that switches 22811 through 22S11 connect rectifiers 272711 through 22711 to ⁇ adder 229, with switches 22611 through 22011 and 22111 through 22111 remaining in the same position used for obtaining ES.
  • the error signal appearing at the output terminal of adder 229 may be made to represent EL by setting switches 22011 through 226111 to connect the output terminals of analyzer 27 to the input terminals of conventional logarithmic attenuators 22311 through 22311, and by setting switches 221e through 22111 to connect the output terminals of analyzer 21 to logarithmic attenuators 224a through 22411.
  • each of the attenuators may comprise a passive network whose output signal has an amplitude that is a linear function of the logarithm of the input signal amplitude.
  • the output signal of adder 229 is an error signal representative of EL.
  • each positive-going outputtree generated at the beginning of each cycle by multivibrator 233 is applied through capacitor C2 to actuate relay 232 which draws the armature Si into momentary contact with energy source B1, thereby charging capacitor C1.
  • Energy source B1 is constructed to charge capacitor C1 to a value greater than the largest expected magnitude of the error signal from comparator 22.
  • the error signal obtained during each cycle by comparator 22 is delivered through diode 231 and the normally closed back contact of relay 232 to capacitor C1, so that whenever the magnitude of the error signal is less than the voltage on C1, current fiows through diode 231 to make the voltage on C1 equal to the magnitude of the error signal.
  • This current also produces a pulse of voltage in resistor R1, which is amplified by amplifier 234 and passed through capacitor Crt to operate relay 231 of sampler 28 momentarily.
  • the momentary operation of relay 231 samples the values of formant signals .111, h2, and h3 at this instant and transfers the sampled values to capacitors C6, C7, and C8, respectively.
  • each flow of current during a formant locating cycle indicates a smaller magnitude of the error signal than that which caused the previous current flow.
  • the charges on capacitors C6 through CS are changed to correspond to the values of the formant signals at that instant.
  • diode 231 will have last conducted at the minimum magnitude of the error signal for that cycle, and the charges on capacitors C6 through C8 will represent the values of the formant signals which produced this minimum.
  • the charges on capacitors C6 through C8 are transferred via amplifiers 233e through 233C to capacitors C9 through C11, respectively, by the operation of relay 2&2 after the end of each formant locating cycle.
  • the operation of relay 232 is controlled by the output pulses of multivibrator 241 acting through capacitor C5, these output pulses occurring after the end of one cycle and at the beginning of the next cycle as shown in FIG. 4B.
  • the charges transferred to capacitors C9 through C11 are available at the output terminals of ampliers 234e through 234e, respectively, to serve as formant control signals, for example, in the fashion described above in connection with FIG. 1, while capacitors C6 through C8 are employed in locating the next set of formant control signals.
  • a system for automatically locating speech formants which comprises a source of a first control signal representative of the fundamental frequency of an incoming speech wave, a source of a second control signal representative of the energy of said speech wave, means for generating a plurality of formant signals whose values collectively vary to represent substantially all possible combinations of formant locations during leach of a succession of selected time periods, means for synthesizing an artificial spectrum from said formant signals and said first and second control siganls, first analyzing means for deriving from said artificial spectrum a :first group of signals representative of the amplitudes of the individual frequency components of said artificial spectrum, second analyzing means for deriving from the spectrum of said speech wave a second group of signals representative of the amplitudes of the individual frequency components of said speech spectrum, comparing means in circuit relation with said first and second analyzinfy means for obtaining from said first and second groups of amplitude signals an error signal representative of a selected measure of the difference in formant location between said artificial spectrum and said speech spectrum, means supplied with said error signal for
  • comparing means comprises means for obtaining from said first and second groups of amplitude signals an error signal representative of the sum of squared differences between t'he amplitudes of corresponding frequency compo nents of the artificial spectrum and the speech spectrum.
  • comparing means comprises means for obtaining from said first and second ygroups of amplitude signals an error signal representative of the sum of absolute differences between the amplitudes of corresponding frequency components of the artificial spectrum and the speech spectrum.
  • comparing means comprises means for obtaining an error signal representative of the sum of squared differences between logarithms of the amplitudes of corresponding frequency components of the artificial spectrum and the speech spectrum.
  • Apparatus for automatically locating peaks in the envelope of the spectrum of a speech wave which comprises a source of an excitation signal whose fundamental frequency is proportional to the fundamental frequency of an incoming speech wave and whose amplitude is proportional to the energy of said speech wave, means for repetitively synthesizing from said excitation signal an artificial spectrum having a plurality of variable formauts that occur at all possible combinations of locations during each of a succession of selected intervals of time, a source of said incoming speech wave connected to a comparing means supplied with said artificial spectrum, wherein said comparing means obtains during each of said selected intervals of time an error signal that measures the difference in formant locations between said artificial spectrum and the spectrum of said speech wave, and means responsive to said error signal for selecting the formant locations of said artificial spectrum which correspond to the minimum magnitude of said error signal to represent the formants of said speech spectrum in each of said selected intervals of time.
  • a system for automatically locating formants which comprises a source of an incoming speech spectrum, means for constructing an artificial spectrum whose energy is proportional to the energy of said speech spectrum, whose frequency components occur at harmonics of the fundamental frequency of said speech spectrum, and whose formants occur at substantially all possible combinations of locations during each of a succession of predetermined intervals of time, comparing means supplied with said speech spectrum and said artificial spectrum for obtaining an error signal whose magnitude is indicative of the difference in formant locations between said speech spectrum and said artificial spectrum during each of said time intervals, and means responsive to said error signal for identifying the formants of said artificial spectrum which correspond to the minimum magnitude of said difference signal in each of said predetermined intervals of time.
  • a resonance vocoder system that comprises a source of an incoming speech wave connected in parallel to an automatic formant locator, a pitch detector, and an amplitude detector, wherein said pitch detector derives from said speech wave a pitch control signal indicative of the fundamental frequency of voiced portions of said speech wave, said amplitude detector derives from said speech wave an amplitude control signal indicative of the arnplitude of said speech wave, and said formant locator, which is supplied with said pitch control signal and said voiced amplitude control signal, includes control means for generating a cycle control signal comprising a train of pulses, each of said pulses indicating the beginning of a formant locating cycle, means responsive to said cycle control signal for producing a plurality of continuously variable formant signals whose values during each formant locating cycle collectively represent all possible combinations of speech formant locations, synthesizing means for constructing an artificial spectrum from said formant signals, said pitch control signal, and said voiced amplitude control signal, first analyzing means for deriving from ⁇ said artificial spectrum a first group
  • Apparatus for constructing an artificial amplitude spectrum whose formants occur at substantially all possible combinations of locations within each of a succession of predetermined intervals lof time which comprises means for generating a train of first formant signals in one-to-one correspondence with a succession of predetermined intervals of time, each of said ⁇ first formant signals varying over a range of values corresponding to all possible frequency locations of the first speech formant, means for generating a train of second formant signals, each of said second formant signals varying over a range of values corresponding to all possible frequency locations of the second speech formant at a rate sufficiently fast for each second formant signal to vary over its complete range of values before any of said first formant signals has changed appreciably in value, means for generating a train of third formant signals, each of said third formant lsignals varying over a range of values corresponding to all possible frequency locations of the third speech formant at a rate sufficiently fast for each third formant signal to vary over its complete range of values before any of said second Vformant signals
  • VApparatus for repetitively generating during each of a succession of uniform time intervals of predetermined length a set of formant signals representative of substantially all possible combinations of locations of the three principal formants of voiced speech sounds which comprises a source of a repetitive control signal having a uniform, predetermined period, means responsive to said control signal for generating a first series of pulses having the same period as said control signal, first converting means for deriving from said first series of pulses a corresponding train of first formant signals each of which varies over a range of values proportional to the frequency range of the first formant of voiced speech sounds, a source of a second series of pulses whose period is short relative to the period of said first series of pulses, second converting means for deriving from said second series of pulses a corresponding train of second formant signals each of which varies over a range of values proportional to the frequency range of the second formant of voiced speech sounds at a uniform rate such that a second formant signal completes its variation in value before a time coinciden
  • Apparatus as defined in claim 9 where said source of a repetitive control signal comprises a free running multivibrator whose period of operation is on the order of one-twentieth (ll/0) of a second.
  • Apparatus as defined in claim 9 wherein said means for generating a rst series of pulses comprises a monostable multivibrator.
  • Apparatus as defined in claim 9 wherein said source of a second series of pulses comprises a free running multivibrator whose period of operation is on the order of one two hundredth (Vwo) of a second.
  • Apparatus as defined in claim ⁇ 9 wherein said source of a third series of pulses comprises a free running multivibrator whose period of operation is on the order of one two thousandth (1/2000) of a second.
  • each of said first, second, and third converting means comprises an input terminal and an output terminal, a resistor and a capacitor connected in series between said input terminal and ground, a diode connected in parallel with said resistor, and an energy source connected between said resistor and said output terminal.
  • Apparatus for constructing an artificial amplitude spectrum which comprises an amplifier provided with an input terminal and an output terminal ⁇ and having a gain constant k, where the value of k Ilies between 1G() ⁇ and 1G00, means for applying to the input terminal of said amplifier a pitch control signal whose magnitude is proportional to the fundamental frequency, fo, of an incoming speech Wave, an excitation signal generator provided with an input terminal and an out-put terminal for producing a train of uniform amplitude pulses whose fundamental frequency is determined by the magnitude of the signal applied to the input terminal of said generator, means for connecting the output terminal of said amplifier to the input terminal of said generator, a multiplier provided with a control terminal, an input terminal, and an output terminal for adjusting the amplitude of an input signal applied to its input terminal in response to a control signal applied to its control terminal, means for applying to the control terminal of said multiplier an amplitude control signal representative of the energy of 20 and third formant signal, respectively, wherein the -rst formant signal varies over a range

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Description

March 3l, 1964 E. E. DAVID, JR.. ETAL 3,127,477
v AUTOMATIC FoRMANT LocAToR Filed June 27, 1962 4 Sheets-Sheet l E'. E. DAV/AJR.
IIIIII I MQIEJNQMQI I Il l /N/-/VTORS M. V. MT'EWS By J. E. MLLER ATTO/VEV March 31, 1964 E. E. DAVID, JR., ETAL 3,127,477
AuTOMATTc FORMANT LOCATOR 4 Sheets-Sheet 2 Filed June 27, 1962 llllllllllll l Mwiwwvvndmlxl w |11 I 4 Sheets-Sheet 3 \c9 jfl-284k CIO SAMPLER E. E. DAVID, JR.. ETAL AUTOMATIC FORMANT LOCATOR E. E. DAV/@,JR. /A/l/ENTORS M. if. MA THEWS B J. E. MILLER V rcl/ `S/G/v/u. GENERATOR EXC/ TA T/ ON ART/FICIAL SPECTRUM Mu/.rlwam ron FORMA/vr GENERATOR )24 co/vmol. c/RcU/r March 3l, 1964 Filed June 2 EQUAL/25A March 31, 1954 E. E. DAVID, JR., ETAI. 3,127,477
AUTOMATIC FORMANT LOCATOR 4 Sheets-Sheet 4 Filed June 27, 1962 E. E. DAV/@JR /Nl/ENTORS M. V. MATHE'WS J. E. MILLER C7554@ ATTORNEY United States Patent O 3,127,477 AUTOMATIC FGRMANT LOCATR Edward E. David, Jr., Berkeley Heights, Max V.
Mathews, New Providence, and Joan E. Miiier, Plainfield, NJ., assignors to Boli Telephone Laboratories,
Incorporated, New York, NX., a corporation of New York Filed June 27, 1962, Ser. No. 205,663 Ciaims. (Ci. 179-1555) This invention relates to speech systems in which the information content of a wide-band speech wave is represented by a group of narrow-band signals.
Of the various information-bearing characteristics of human speech, the locations of formants, or peaks in the envelope of the speech amplitude spectrum, are known to be among the most significant. Several speech communications systems have utilized formant locations to conserve transmission channel bandwidth, since formant locations may be specified by a small number of narrowband control signals whose total bandwidth is substantially smaller than that of a typical speech wave, for example, a speech wave of telephone quality. One of the best known of these systems is the so-called resonance vocoder, several varieties of which are described by E. E. David, Ir., in Signal Theory in Speech Transmission, vol. `CT-3, LRE. Transactions on Circuit Theory, page 239 (1956).
A problem common to systems employing a formant representation of speech information is the difficulty in locating quickly and accurately the frequencies at which formants occur. As explained in M. R. Schroeder Patent 2,857,465, issued October 21, 1958, a large part of this difficulty is attributable to the fact that formant locations are not fixed, but vary over wide frequency ranges. Further, adjacent formants vary within frequency ranges that overlap to a considerable extent, so that a formant may at times occur within the frequency range ordinarily occupied by one of its neighboring formants. As a result, prior systems that attempted to locate formants within fixed, preassigned frequency ranges tended to yield ambiguous results when two adjacent formants occurred within the frequency range assigned to only one of the formants. The present invention, however, undertakes to locate individual formants without ambiguity, even when adjacent formants lie within a frequency range ordinarily occupied by only one formant.
In this invention, formants are located automatically on the basis of a systematic comparison between the amplitude spectrum of an incoming speech wave and an artificial amplitude spectrum whose formants are continuously varied. The comparison is made by matching the frequency components of the speech spectrum against the corresponding frequency components of the artificial spectrum, with the formant locations of the best matching version of the artificial spectrum being selected to represent the true speech formant locations.
To make the spectrum matching process indicate only the degree to which the formant locations of the artificial spectrum approximate the unknown formant locations of the incoming speech spectrum, only the formant locations of the artificial spectrum are varied, and in every other respect the artificial spectrum is constructed to be substantially identical with the speech spectrum. This is accomplished by having the frequency components of the artificial spectrum occur at harmonics of the fundamental frequency of the incoming speech wave, and by causing the energy of the artificial spectrum to be equal to that of the incoming speech wave.
An important feature of this invention is its ability to provide a highly accurate, fully automatic indication of formant locations for a wide variety of voiced sounds and for a wide variety of talkers. This feature is attained by constructing the artificial spectrum to have its formants occur at all possible combinations of locations, thereby obtaining at least one set of formant locations in the artificial spectrum which ciosely matches the unknown formant locations of the spectrum of the incoming speech wave. In the present invention, the artificial spectrum is constructed from a set of locally generated formant signals, each formant signal varying continuously over a preselected range of values corresponding to the range of all possible frequencies Within which a particular formant may occur. To make the formants of the artificial spectrum occur at all possible combinations of locations, in each pair of adjacent formant signals the higher order formant signal varies over its entire range of values before the other, lower order formant signal has changed appreciably in value. Thus, in the case of an artificial spectrum constructed from a set of three locally generated formant signals, the second formant signal varies once over its entire range of values before the first formant signal has changed appreciably in value, while the third formant signal completes one entire variation in value before the second formant signal has appreciably changed in value. In this manner, by the time that the first formant signal has completed a single variation over its entire range of values, the second and third formant signals have each completed a large number of variations over their respective ranges of values, with the third formant signal completing approximately the same number of variations relative to the variations of the second formant signal as the second formant signal completes relative to the first formant signal. As a result, the formants of the artificial spectrum constructed according to the principles of this invention occur at substantially all possible combinations of locations during a single complete variation of the first formant signal.
Another important feature of the present invention is its ability to obtain very rapidly the formant locations of the best matching version of the artificial spectrum. This is accomplished by adjusting the rate of variation of the first formant control signal to be approximately equal to the rate at which speech formants typically change location in connected speech sounds, so that the first formant signal varies over its complete range of values in about the same interval of time that formants in the incoming speech wave typically change their locations. ln addition, the spectrum matching process is repeated cyclically at a rate corresponding to the rate at which the rst formant signal varies over its complete range of values. Thus, during each cycle, a separate determination of formant locations is made, and at the end of each cycle the values of the formant signals which produced the best matching version of the artificial spectrum during the cycle are converted into a group of narrow-band signals representing the speech formant locations for that cycle. Because the cycles recur at about the same rate as variations in speech formant locations, formants are located in this invention at a rate suitable for voice communications systems such as the telephone.
The invention will be fully understood from the following descriptions of illustrative embodiments thereof, taken in conjunction with the appended drawings, in which:
FIG. 1 is a block diagram showing the automatic formant locating apparatus of this invention in a resonance vocoder system;
FIGS. 2A and 2B are block diagrams showing in detail apparatus` for locating formants in accordance with the principies of this invention;
FG. 3 is a schematic circuit diagram of a ramp network useful in implementing the apparatus shown in FlG. 2; and
FiGS. 4A, 4B, 4C, and 4D are waveform diagrams t of assistance in explaining certain features of this invention.
Resonance Vocoder Application Referring first to FIG. 1, the formant locating apparatus of this invention is shown in a resonance vocoder speech transmission system. At the transmitter station of this system, an incoming speech wave from source l, for example, a conventional microphone, is applied simultaneously to formant locator 2 of the present invention, and to pitch detector 3 and amplitude detector 4. Formant locator 2, whose structure is illustrated in outline form in FIG. 1 and in detail in FIGS. 2A and 2B, produces a group of narrow-band control signals, denoted F1, F2, and F3, representative of the locations of the formants of the incoming speech wave. Pitch detector 3, which may be of any Well-known varie.y, generates a pitch control signal indicative of whether the speech Wave represents either a voiced or an unvoiced sound at a given instant, and if the sound is voiced, the pitch control signal also indicates the fundamental frequency of the sound. Amplitude detector e, which may also be of conventional design, for example, a rectifier followed by a low-pass lilter, produces an amplitude control signal indicative of the energy of the speech wave.
The formant, pitch, and amplitude control signals produced at the transmitter station specify the informationbearing characteristics of the incoming speech wave with a high degree of accuracy, but the total bandwidth of these signals is substantially smaller than that of the incoming speech wave. Hence these control signals may be transmitted to a distant receiver station over a reduced bandwidth transmission channel, a suitable channel being indicated in FIG. 1 by broken lines.
At the receiver station, an excitation signal comprising, for example, a train of uniform amplitude pulses, is generated from the pitch control signal by an excitation signal generator 5 of any desired sort, and the excitation signal, together with the formant control signals and the amplitude control Signal, is applied to speech synthesizer 6, for instance, a conventional resonance vocoder synthesizer. Synthesizer 6 reconstructs from the incoming signals a replica of the original speech wave, and reproducer 7, which may be a conventional loudspeaker, converts the speech wave replica into audible sound.
General Principles- Before proceeding to an explanation of the details of formant locator 2 illustrated in FIGS. 2A and 2B, it will be convenient at this point to describe the general features of formant locator 2 which are outlined in FIG. l. The formant locating process embodied by formant locator 2 comprises a rapid succession of repetitive cycles initiated by a repetitive cycle control signal generated by control circuit 23 and delivered to formant generator 24. In response to this control signal, formant generator 24 repetitively produces in each cycle a set of formant signals comprising, for example, three formant signals representing the three principal formants found in most voiced speech sounds. Each of these formant signals varies continuously over a range of values corresponding to the usual frequency range of a particular formant, and the combination of values represented by the set of formant signals as a whole is made to vary in such a manner that during each formant locating cycle, the formant signals collectively represent all possible combinations of formant locations. The variation of the set of formant signals is explained in detail below in connection with the description of FIGS. 2A and 2B.
'The set of continuously variable formant signals from generator 24 is applied to artificial spectrum synthesizer 25, together with the pitch control signal from detector 3 and the amplitude control signal from detector 4. Synthesizer 25 constructs from the incoming signals an artiiicial amplitude spectrum whose formants continuously vary in location in synchronization with the continuous variations in value of the applied formant signals. From synthesizer 2S, the artificial spectrum is passed to analyzer 27, which separates the artificial spectrum into its individual frequency components. Analyzer 21 similarly separates the incoming speech spectrum from source 1 into its individual frequency components, and the two sets of frequency components from analyzers 27 and 21 are sent to comparator 22.
From the two sets of frequency components from analyzers 21 and 27, comparator 22 derives a so-called error signal whose magnitude is representative of the difference between the artificial spectrum and the speech spectrum during each formant locating cycle. The difference between the two spectra which is represented by the magnitude of the error signal is the dierence between the formant locations of the speech spectrum and he formant locations of the artificial spectrum, because in every other respect the two spectra are identical. Thus as symbolized by the lines connecting detectors 3 and 4 with synthesizer 25, the artificial spectrum is constructed to have the same fundamental frequency and the same energy as the speech spectrum, whereas the formant signals from generator 24 cause the formants of the artificial spectrum to occur at substantially all possible combinations of locations during each formant locating cycle.
Theoretically, then, there will be at least one point in each formant locating cycle when the formant locations of the artificial spectrum will be identical with the formant locations of the speech spectrum, and, correspondingly, the magnitude of the error signal at this point will be zero. However, because of noise and other imperfections, the vartificial spectrum will never be exactly identical with the speech spectrum, but there is a point in each cycle at which the difference between the two spectra is at a minimum, this minimum difference being indicated by a corresponding minimum in the magnitude of the error signal.
To determine 'the formant locations of the artificial spectrum at the point in each cycle at which the diderence between the artificial spectrum and the speech'spectrum is a minimum, the error signal from comparator 22 is passed to control circuit 23, where 'the error signal is continuously examined to determine its minimum magnitude. At the instant in each cycle Athat circuit 23 detects a minimum magnitude, it delivers a sample control signal to sampler 28, and in response, sampler 12'8 samples and stores Ithe values of the formant signals at that instant. When Ithe cycle ends, these values are converted into formant control signals F1, F2, fand F3, to indicate the locations of the formants in the spectrum of the incoming speech wave.
The difference between the forman-t locations of the artificial spectrum `and the formant locations of the speech spectrum may be measured in several ways. For example, the magnitude of the error signal may represent the sum of squared differences between the amplitudes of corresponding frequency components ofthe ltwo spectra, the sum of absolute differences between the amplitudes of corresponding lfrequency components, or the sum of squared `differences between `the logarithms of the amplitudes `of corresponding frequency components. App-aratus for deriving error signals representative of each of these measures of difference is -illustrated in the drawings and described below. Other measures of ydifference may be utilized, if desired; for example, see the article by K. N. Stevens entitled Toward a Model for 'Speech Recognition, vol. 32, Journal of ythe Acoustical Society of America, page 50 (1960).
Circuit Details Referring now to FIGS. 2A and 2B, these drawings illustrate in detail Ithe structure of the formant locating apparatus of this invention. iIn control circuit 23 of FIG. 2B, multivibrator 233, which may be a conventional free-running type, is constructed to oscillate at a frequency equal tothe rate at which it is desired to perform the formant locating process. For example, if it is desired to perform a single cycle of the formant locating process in one-twentieth of Ia second, then multivibrator 233 is constructed to oscillate at a frequency of cycles per second. A few of the output pulses generated by multivibrator' 233 are shown in somewhat idealized forni in FIG. 4A, where for purposes of illustration a single period, T, of the output pulses is shown to be approximately equal to one-twentieth of a second.
The output pulses of multivibrator 233 comprise the cycle control signal previously referred to, and are employed to initiate each cycle of the foimant locating process by coupling them through capacitor C3 to monostable multivibrator i241 of formant generator `24. By this arrangement, the positive-going portions of these pulses successively 'trigger multivibrator 241 to its unstable state, causing a corresponding succession `of positive-going pulses denoted b1 to appear at the output terminal of multivibrator 241. The relationship of the output pulses of multivibrator i241 to the output pulses cf multivibrator 233 is illustrated graphically by a comparison of the waveform denoted b1 in FIG. 4B with ythe Waveform in FIG. 4A.
The positive-going output pulses of multivibrator 241 are converted by ramp network 244.11, which is illustrated in detail in FIG. 3, into a succession of rampshaped signals that constitute the first formant signal, h1, of this invention. As shown in FIG. 4B, each period of the hl signal increases continuously over a range of values corresponding to the range of frequencies within which the first speech formant defined to occur. Thus, if the first speech formant is defined as that peak in the envelope of the speech amplitude spectrum `which occurs in the frequency range from 200 to 1,200 cycles, then las shown in FIG. 4B, the range of values over which 111 varies in a single period is made to correspond to this frequency range. However, as indicated by the dashed waveform denoted h1', other suitable frequency ranges may be dened for the first formant, if desired, lwith a corresponding shift in values for the first formant signal.
The ramp network illustrated in FIG. 3 comprises a resistor 31 in series with `a capacitor 34, `and a diode 33 connected in parallel with resistor 31. This arrangement converts pulses appearing at point P1 4into a ramp-shaped voltage at point P2, the diode 33 serving to allow capacitor 34 to discharge rapidly at the end of each formant locating cycle. Energy source 32 connected between points P2 and P3 is chosen to make ythe ramp-shaped voltage, 11j, j=l, 2, 3, produced `at point P3 start yat a value corresponding to the lowest expected frequency at which the ith formant may occur. By proper selection of values for the elements shown in FIG. 3, .the ramp network is adapted to convert the various output pulses of multivibrators 241, 2412, and 243 of generator 24 into formant signals.
Formant signals representing the locations of the two other principal speech formants `are generated by multivibrators 242 and 243 followed by ramp networks 24417 and 244C, respectively. However, additional multivibrators and associated circuitry may be provided if it is desired to locate higher order formants in addition to the three principal ones. Unlike multivibartor 241, multivibrators 242 .and 243 may be of the free-running variety, and as shown in FIGS. 4C and 4D, the output pulses of these multivibrators need not be synchronized with the formant locating cycle. FIGS. 4C and 4D also illustrate that the values of formant signals h2 and h3 derived from the positive-going output pulses of multivibrators 242 and 243 correspond to overlapping frequency ranges, and waveforms h2 and h3 indicate that other frequency ranges may be selected for the formant signals, if desired.
Because of the variable nature of speech formant locations, the formant locations of `the artificial spectrum constructed from the formant signals in synthesizer 25 must occur at all possible combinations of locations in order for the formant locating process to yield accurate results for a wide variety of sounds and a wide variety of talkers. All possible combinations of formant locations are obtained by generating the formant signals in the following fashion: As illustrated in a comparison of FIGS. 4B and 4C, the frequency of oscillation of multivibrator 242 is made sufficiently high to enable a single period of the formant signal h2 produced at the output terminal of ramp network 24412 to vary over its complete range of values while the first formant signal h1 is changing by a relatively small amount. Similarly, as shown by a comparison of FIGS. 4C and 4D, the frequency of oscillation of multivibrator 243 is made sufficiently high with respect to that of multivibrator 242 to enable a single period of the formant signal h3 produced at the output terminal of ramp network 244C to vary over its complete range of values while the second formant signal h2 is changing by a relatively small amount. Suitable frequencies of oscillation for multivibrators 242 and 243 may be on the order of 200 cycles per second and 2,000 cycles per second, respectively. In this way, the set of formant signals generated in each formant locating cycle represents substantially all possible combinations of formant locations, and therefore the formants of the artificial spectrum constructed from these signals vary through substantially all possible combinations of locations during a single formant locating cycle.
From formant generator 24, formant signals h1, h2, and h3 are passed to artificial spectrum synthesizer 25, where they are individually applied to series-connected resonator circuits 251, 252, and 253, respectively, which may be of similar construction to those described in E. S. Weibel Patent 2,817,707, issued December 24, 1957; however, it is to be understood that parallel-connected resonator circuits or other resonance vocoder synthesizer circuits are also suitable for constructing an artificial spectrum. Resonator circuits 251 through 253 are also supplied with the pitch control signal to distinguish between voiced and unvoiced portions of the incoming speech Wave, as shown in the Weibel patent, since the resonator circuits must be altered to produce an artificial spectrum whose characteristics reflect both voiced and unvoiced portions of the incoming speech wave.
As previously explained, the artificial spectrum is made to resemble the speech spectrum so that the only variable feature of the artificial spectrum is its formant locations. One way in which this is accomplished is by using the pitch control signal derived from the incoming speech wave to generate an excitation signal for the construction of the artificial spectrum. In synthesizer 25, therefore, the pitch control signal is applied (through amplifier 255) to a suitable excitation signal generator 254, comprising for example, conventional buzz and hiss sources, which for voiced sounds produces a train of uniform amplitude pulses whose fundamental frequency is determined by the magnitude of the pitch control signal. However, because of the rapid variation in value of the formant signals, particularly the second and third, h2 and h3, it is necessary to increase by a factor k the fundamental frequency, fo, represented by the pitch control signal. This may be achieved by passing the pitch signal through a conventional voltage amplifier 255 having a gain constant equal to k before applying the signal to generator 254.
The value of the gain constant k of amplifier 255 is determined by the following considerations. It is well known that the width, Af, of a formant is substantially larger than the rate at which formant locations change; that is, Af may be on the order of cycles per second, while the rate of change of formant locations is on the order of 20 cycles per second. In the construction of artificial speech by resonator circuits of the type described in the above-mentioned Weibel patent, this relationship ris preservedby adjusting the time constant, RC, of each resonator circuit, according to the inverse relationship between Af and RC given by Equation 2 of the Weibel patent.
In the'present invention, the rate of change of formant v'locations in the artificial spectrum constructed by synthesizer 25 is substantially higher than 20 cycles per sec- `ond,because formant signal h3, for example, makes about 200G variations over its entire range of values in a second. Therefore, the rate of change of formant locations in '-the artificial spectrum produced by synthesizer 25 is in "excessof 2000 cycles per second. In order to preserve "thep'roper relationship between formant widths and rate of'formant change, formant widths in the artificial specftrum must exceed 10,000 cycles per second and the time constants of the resonator circuits must be adjusted accordingly. -In addition, this increase on the frequency f'scale of formant widths must be attended by a corresponding shift of formant locations on the frequency 'scale in order'to maintain a natural relationship between forma'nt frequencies and formant widths. For example, `:if formant widths of the artificial spectrum are larger 'than the formant widths of the speech spectrum by a factor of 100 or more, then formant frequencies must vsimilarly be increased by a factor of 100 or more. This shift on the frequency scale is accomplished by con- Ystructing the artificial spectrum in synthesizer 25 from an fexcitation signal whose frequency components are correspondingly scaled upin frequency relative to the frequen'cy components of the incoming speech wave. In -the present invention this scaling up in frequency is achieved by passing the pitch control signal through amplifi'er V255, whose gain constant, k, is made equal to a value in the interval between 100 and 1000, as required, 'thereby increasing by a factor k both the fundamental -frequency of the excitation signal and the formant frequencies of the artificial spectrum.
The 'second way in which the artificial spectrum is l'made to resemble the spectrum of the incoming speech *wave is to make the total energy of the artificial spectrum equal to that of the speech spectrum. This is accom- "plished by adjusting the amplitude of the excitation signal 'from generator 254 in multiplier 256 under the control of `an amplitude controi signal, derived, for example, in the fashion shown in FIG. 1. From multiplier 256, the eX- f'citation signal is applied to the input terminal of res- -'onator vcircuit 251 for synthesis of the artificial spectrum.
In the spectrum constructed by resonator circuits 251 lthrough-253, Vthere are three variable formant locations representing substantially all possible combinations of the three principal formant locations, but it is well known that additional, higher order formants do occur in voiced Vspeech sounds. To compensate for this omission in the 'artificial spectrum appearing at the output terminal of rresonator circuit 253, the artificial spectrum is passed 2through equalizer 257, which adjusts the amplitudes of 'the higher frequency components of the articial spec- 'trum to bring them into closer correspondence with simi- Ilar components of the speech spectrum. From equalizer -257 the'articial spectrum is sent to analyzer 27 in FlG. 2A.
In analyzer 27 of FIG. 2A, the artificial spectrum is applied in parallel to band-pass filters 27111 through' 27111, which are constructed 'to separate the artificial spectrum into its individual frequency spectrum. At the same time, in analyzer 21, the spectrum of the incoming speech wave is similarly 4being separated into its individual fre- 'quency components by band-pass filters 21111 through 21111. `It Vvis noted that where the pass bands of filters 21111 through 21111 in analyzer 21 are denoted Afl through Af, respectively, the pass bands of filters 27111 through 27111 yin analyzer 27 are denoted kAfl through kAfn, in Vvorder to take into account the shift on the frequency scale `of the artificial spectrum by a factor k introduced in syn- "thesizer 25.
Following the band-pass litters in analyzers 21 and 27, a set of 11 rectifiers followed by a set of 11 low-pass filters is provided, shown as elements 212 and 272, respectively, -to derive in well-known fashion from the individual frequency components of each of the two spectra a group of direct-current signals representative of the amplitudes of the frequency components. The two groups of directcurrent signals from analyzers 21 and 27 are then delivered to comparator 22, in which there is obtained `an error signal representative of a selected measure of the difference between the formant locations of the articial spectrum and the formant locations of the speech spectrum during each formant locating cycle. As illustrated in FIG. 2A, the error signal obtained by comparator 22 may be made to represent any one of several 'measures of the difference in formant locations between the articial spectrum and the speech spectrum, depending upon the settings of switches 22011 through 22611, 22111 through 22111, and 22811 through 22811. One of these measures is the sum of squared differences between the amplitudes of corresponding components, which is obtained by setting switches 22911 through 22011 to connect the output termi- `nals of analyzer 27 to polarity inverters 22211 through 22211, for example, minus one amplifiers, and by setting switches 22111 through 22111 to connect the output terminals of analyzer 21 to one of the input terminals of conventional adder circuits 22511 through 22511. The output terminal of each polarity inverter is connected to the other input terminal of one of the adders and the signals developed at the output terminals of the adders represent differences in amplitude between corresponding frequency components of the two spectra. Each of'these difference signals is applied in parallel to a squarer and a rectifier, denoted as elements 226g through 22611 and 22711 through 22711, respectively. At the output terminal of each of the squarers, which may be of well-known construction, there is produced a signal whose amplitude is proportional to the square of the amplitude of the input signal, and by setting switches 22Sa through 22811 to connect all of the squarers to adder 229, there is formed at the output terminal of adder 229 an error signal representative of the sum of squared differences between the amplitudes of corresponding frequency components of the two spectra. The quantity represented by the error signal may be expressed by the following equation where A, represents the amplitude of the ith component of the speech spectrum, B1 represents the amplitude of the ith component of the artificial spectrum, and Es denotes the sum of squared differences.
Another measure of the difference in formant locations between the artificial spectrum and the speech spectrum is the sum of absolute differences between amplitudes of corresponding frequency components, where if'EA denotes this sum, then An error signal representative of EA is obtained at the output terminal of adder 229 by changing the switching `arrangement in comparator 22 so that switches 22811 through 22S11 connect rectifiers 272711 through 22711 to `adder 229, with switches 22611 through 22011 and 22111 through 22111 remaining in the same position used for obtaining ES.
Still another measure of the difference in formant locations is the sum of squared differences between logarithms of the amplitudes of corresponding frequency components of the two spectra. If this sum is denoted EL, then EL=21 10g fir-10a B02 (3) The error signal appearing at the output terminal of adder 229 may be made to represent EL by setting switches 22011 through 226111 to connect the output terminals of analyzer 27 to the input terminals of conventional logarithmic attenuators 22311 through 22311, and by setting switches 221e through 22111 to connect the output terminals of analyzer 21 to logarithmic attenuators 224a through 22411. The construction of logarithmic attenuators 'is well known; for example, each of the attenuators may comprise a passive network whose output signal has an amplitude that is a linear function of the logarithm of the input signal amplitude. By setting switches 228a through 22811 to connect squarers 226:1 through 22611 to adder 229, the output signal of adder 229 is an error signal representative of EL.
To detect the minimum magnitude of the error signal in each formant locating cycle, the minimum magnitude being indicative of the best matching version of the artificial spectrum in each cycle, the output point of comparator 22 is connected to the input point of control circuit 23 in FIG. 2B, where the magnitude of the error signal is continuously examined during each cycle. Returning to FIG. 2B, each positive-going output puise generated at the beginning of each cycle by multivibrator 233 is applied through capacitor C2 to actuate relay 232 which draws the armature Si into momentary contact with energy source B1, thereby charging capacitor C1. Energy source B1 is constructed to charge capacitor C1 to a value greater than the largest expected magnitude of the error signal from comparator 22. The error signal obtained during each cycle by comparator 22 is delivered through diode 231 and the normally closed back contact of relay 232 to capacitor C1, so that whenever the magnitude of the error signal is less than the voltage on C1, current fiows through diode 231 to make the voltage on C1 equal to the magnitude of the error signal. This current also produces a pulse of voltage in resistor R1, which is amplified by amplifier 234 and passed through capacitor Crt to operate relay 231 of sampler 28 momentarily. The momentary operation of relay 231 samples the values of formant signals .111, h2, and h3 at this instant and transfers the sampled values to capacitors C6, C7, and C8, respectively. Since current flows through diode 231 only when the magnitude of the error signal falls below the voltage on C1, each flow of current during a formant locating cycle indicates a smaller magnitude of the error signal than that which caused the previous current flow. Correspondingly, each time that the armatures of relay 281 connect the output terminals of ramp networks 24% through 24de to capacitors C6 through CS, respectively, the charges on capacitors C6 through CS are changed to correspond to the values of the formant signals at that instant. At the end of each formant locating cycle, diode 231 will have last conducted at the minimum magnitude of the error signal for that cycle, and the charges on capacitors C6 through C8 will represent the the values of the formant signals which produced this minimum.
The charges on capacitors C6 through C8 are transferred via amplifiers 233e through 233C to capacitors C9 through C11, respectively, by the operation of relay 2&2 after the end of each formant locating cycle. The operation of relay 232 is controlled by the output pulses of multivibrator 241 acting through capacitor C5, these output pulses occurring after the end of one cycle and at the beginning of the next cycle as shown in FIG. 4B. The charges transferred to capacitors C9 through C11 are available at the output terminals of ampliers 234e through 234e, respectively, to serve as formant control signals, for example, in the fashion described above in connection with FIG. 1, while capacitors C6 through C8 are employed in locating the next set of formant control signals.
Although this invention has been described in terms of speech communications systems such as the resonance vocoder of FiG. 1, it is to be understood that applications of this invention are not limited to such systems, but include the fields of automatic speech recognition systems, speech processing systems, and other signalling systems.
10 In addition, it is to be understood that the above-described embodiments are merely illustrative of the numerous arrangements which may be devised for the principles of this invention by those skilled in the art without departing from the spirit and scope of the invention.
What is claimed is:
1. A system for automatically locating speech formants which comprises a source of a first control signal representative of the fundamental frequency of an incoming speech wave, a source of a second control signal representative of the energy of said speech wave, means for generating a plurality of formant signals whose values collectively vary to represent substantially all possible combinations of formant locations during leach of a succession of selected time periods, means for synthesizing an artificial spectrum from said formant signals and said first and second control siganls, first analyzing means for deriving from said artificial spectrum a :first group of signals representative of the amplitudes of the individual frequency components of said artificial spectrum, second analyzing means for deriving from the spectrum of said speech wave a second group of signals representative of the amplitudes of the individual frequency components of said speech spectrum, comparing means in circuit relation with said first and second analyzinfy means for obtaining from said first and second groups of amplitude signals an error signal representative of a selected measure of the difference in formant location between said artificial spectrum and said speech spectrum, means supplied with said error signal for sampling the values of said formant signals which correspond to the minimum magnitude of said error signal during each of said selected time periods.
2. Apparatus as defined in clahn 1 wherein said comparing means comprises means for obtaining from said first and second groups of amplitude signals an error signal representative of the sum of squared differences between t'he amplitudes of corresponding frequency compo nents of the artificial spectrum and the speech spectrum.
3. Apparatus as dened in claim l wherein said comparing means comprises means for obtaining from said first and second ygroups of amplitude signals an error signal representative of the sum of absolute differences between the amplitudes of corresponding frequency components of the artificial spectrum and the speech spectrum.
4. Apparatus as defined in claim l wherein said comparing means comprises means for obtaining an error signal representative of the sum of squared differences between logarithms of the amplitudes of corresponding frequency components of the artificial spectrum and the speech spectrum.
5. Apparatus for automatically locating peaks in the envelope of the spectrum of a speech wave which comprises a source of an excitation signal whose fundamental frequency is proportional to the fundamental frequency of an incoming speech wave and whose amplitude is proportional to the energy of said speech wave, means for repetitively synthesizing from said excitation signal an artificial spectrum having a plurality of variable formauts that occur at all possible combinations of locations during each of a succession of selected intervals of time, a source of said incoming speech wave connected to a comparing means supplied with said artificial spectrum, wherein said comparing means obtains during each of said selected intervals of time an error signal that measures the difference in formant locations between said artificial spectrum and the spectrum of said speech wave, and means responsive to said error signal for selecting the formant locations of said artificial spectrum which correspond to the minimum magnitude of said error signal to represent the formants of said speech spectrum in each of said selected intervals of time.
6. A system for automatically locating formants which comprises a source of an incoming speech spectrum, means for constructing an artificial spectrum whose energy is proportional to the energy of said speech spectrum, whose frequency components occur at harmonics of the fundamental frequency of said speech spectrum, and whose formants occur at substantially all possible combinations of locations during each of a succession of predetermined intervals of time, comparing means supplied with said speech spectrum and said artificial spectrum for obtaining an error signal whose magnitude is indicative of the difference in formant locations between said speech spectrum and said artificial spectrum during each of said time intervals, and means responsive to said error signal for identifying the formants of said artificial spectrum which correspond to the minimum magnitude of said difference signal in each of said predetermined intervals of time.
7. A resonance vocoder system that comprises a source of an incoming speech wave connected in parallel to an automatic formant locator, a pitch detector, and an amplitude detector, wherein said pitch detector derives from said speech wave a pitch control signal indicative of the fundamental frequency of voiced portions of said speech wave, said amplitude detector derives from said speech wave an amplitude control signal indicative of the arnplitude of said speech wave, and said formant locator, which is supplied with said pitch control signal and said voiced amplitude control signal, includes control means for generating a cycle control signal comprising a train of pulses, each of said pulses indicating the beginning of a formant locating cycle, means responsive to said cycle control signal for producing a plurality of continuously variable formant signals whose values during each formant locating cycle collectively represent all possible combinations of speech formant locations, synthesizing means for constructing an artificial spectrum from said formant signals, said pitch control signal, and said voiced amplitude control signal, first analyzing means for deriving from `said artificial spectrum a first group of signals representative of the amplitudes of individual frequency components of said artificial spectrum, a second analyzing means for deriving from the spectrum of said speech wave a second group of signals representative of the amplitudes of individual frequency components of said speech spectrum, comparing means connected to said first and second analyzing means for deriving an error signal representative of a selected measure of the difference in formant locations between said artificial spectrum and said speech spectrum, means under the influence of said error signal for sampling the values of said formant signals when the magnitude of said error signal passes through its smallest value in each of said cycles, and means for converting the sampled values of said formant signals in each cycle into a succession of narrow-band formant control signals, means for transmitting said pitch control signal, said amplitude control signal, and said formant control signals to a receiver station, and at said receiver station, means for synthesizing a replica of said incoming speech wave from said transmitted control signals.
8. Apparatus for constructing an artificial amplitude spectrum whose formants occur at substantially all possible combinations of locations within each of a succession of predetermined intervals lof time which comprises means for generating a train of first formant signals in one-to-one correspondence with a succession of predetermined intervals of time, each of said `first formant signals varying over a range of values corresponding to all possible frequency locations of the first speech formant, means for generating a train of second formant signals, each of said second formant signals varying over a range of values corresponding to all possible frequency locations of the second speech formant at a rate sufficiently fast for each second formant signal to vary over its complete range of values before any of said first formant signals has changed appreciably in value, means for generating a train of third formant signals, each of said third formant lsignals varying over a range of values corresponding to all possible frequency locations of the third speech formant at a rate sufficiently fast for each third formant signal to vary over its complete range of values before any of said second Vformant signals has changed appreciably in value, a source of a pitch control signal whose magnitude is indicative of the fundamental frequency fo, of voiced portions of an incoming speech wave, means for increasing the magnitude of said pitch control signal by a factor k to preserve the natural relationship between formant frequencies and rformant widths, means for deriving from said increased magnitude pitch control signal an excitation signal comprising a train of uniform amplitude pulses whose fundamental frequency is kfo, a source of an amplitude control signal representative of the energy of said speech wave, means responsive to said amplitude control signal for adjusting the amplitudes of said excitation signal pulses, and synthesizing means supplied with said first, second, and third formant signals, said pitch control signal, and said amplitude adjusted excitation signal for obtaining an artificial spectrum.
9. VApparatus for repetitively generating during each of a succession of uniform time intervals of predetermined length a set of formant signals representative of substantially all possible combinations of locations of the three principal formants of voiced speech sounds which comprises a source of a repetitive control signal having a uniform, predetermined period, means responsive to said control signal for generating a first series of pulses having the same period as said control signal, first converting means for deriving from said first series of pulses a corresponding train of first formant signals each of which varies over a range of values proportional to the frequency range of the first formant of voiced speech sounds, a source of a second series of pulses whose period is short relative to the period of said first series of pulses, second converting means for deriving from said second series of pulses a corresponding train of second formant signals each of which varies over a range of values proportional to the frequency range of the second formant of voiced speech sounds at a uniform rate such that a second formant signal completes its variation in value before a time coincident first formant signal has changed appreciably in value, a source of a third series of pulses whose period is short relative to the period of said second series of pulses, and third converting means for `deriving from said third series of pulses a corresponding train of third formant signals each of which varies over a range of values proportional to the frequency range of the third formant of voiced speech sounds at a uniform rate such that a third formant signal completes its variation in value before a time coincident second formant signal has changed appreciably in value.
l0. Apparatus as defined in claim 9 where said source of a repetitive control signal comprises a free running multivibrator whose period of operation is on the order of one-twentieth (ll/0) of a second.
l1. Apparatus as defined in claim 9 wherein said means for generating a rst series of pulses comprises a monostable multivibrator.
l2. Apparatus as defined in claim 9 wherein said source of a second series of pulses comprises a free running multivibrator whose period of operation is on the order of one two hundredth (Vwo) of a second.
13. Apparatus as defined in claim `9 wherein said source of a third series of pulses comprises a free running multivibrator whose period of operation is on the order of one two thousandth (1/2000) of a second.
14. Apparatus as defined in claim 9 wherein each of said first, second, and third converting means comprises an input terminal and an output terminal, a resistor and a capacitor connected in series between said input terminal and ground, a diode connected in parallel with said resistor, and an energy source connected between said resistor and said output terminal.
l5. Apparatus for constructing an artificial amplitude spectrum which comprises an amplifier provided with an input terminal and an output terminal `and having a gain constant k, where the value of k Ilies between 1G()` and 1G00, means for applying to the input terminal of said amplifier a pitch control signal whose magnitude is proportional to the fundamental frequency, fo, of an incoming speech Wave, an excitation signal generator provided with an input terminal and an out-put terminal for producing a train of uniform amplitude pulses whose fundamental frequency is determined by the magnitude of the signal applied to the input terminal of said generator, means for connecting the output terminal of said amplifier to the input terminal of said generator, a multiplier provided with a control terminal, an input terminal, and an output terminal for adjusting the amplitude of an input signal applied to its input terminal in response to a control signal applied to its control terminal, means for applying to the control terminal of said multiplier an amplitude control signal representative of the energy of 20 and third formant signal, respectively, wherein the -rst formant signal varies over a range of values corresponding to the frequency locations of the first formant of speech sounds, the second formant signal `varies over a range of values corresponding to the frequency locations of the second formant of speech sounds at about ten times the rate of variation of the first formant signal, and the third formant signal varies overa range of values corresponding -to the frequency locations of the third `formant of speech sounds at about ten times the rate of variation of the second formant signal, means for applying said pitch control signal to the second control terminal of each of said resonator circuits, an equalizer circuit provided with an input terminal and an output terminal for adjusting the amplitudes `of the higher frequency components of a signal applied to its input terminal, and means for connecting the output terminal of the third resonator circuit to the input terminal of said equalizer circuit, whereby the signal :appearing at the output terminal of said equalizer circuit has an amplitude spectrum whose frequency components occur at harmonics of k times the fundamental frequency of said speech wave, Iwhose energy is equal to that of said speech Wave, and whose formants occur at substantially all possible combinations of locations during the time that it takes said rst formant signal to vary over its complete range of values.
No references cited.

Claims (1)

1. A SYSTEM FOR AUTOMATICALLY LOCATING SPEECH FORMANTS WHICH COMPRISES A SOURCE OF A FIRST CONTROL SIGNAL REPRESENTATIVE OF THE FUNDAMENTAL FREQUENCY OF AN INCOMING SPEECH WAVE, A SOURCE OF A SECOND CONTROL SIGNAL REPRESENTATIVE OF THE ENERGY OF SAID SPEECH WAVE, MEANS FOR GENERATING A PLURALITY OF FORMANT SIGNALS WHOSE VALUES COLLECTIVELY VARY TO REPRESENT SUBSTANTIALLY ALL POSSIBLE COMBINATIONS OF FORMANT LOCATIONS DURING EACH OF A SUCCESSION OF SELECTED TIME PERIODS, MEANS FOR SYNTHESIZING AN ARTIFICIAL SPECTRUM FROM SAID FORMANT SIGNALS AND SAID FIRST AND SECOND CONTROL SIGANLS, FIRST ANALYZING MEANS FOR DERIVING FROM SAID ARTIFICIAL SPECTRUM A FIRST GROUP OF SIGNALS REPRESENTATIVE OF THE AMPLITUDES OF THE INDIVIDUAL FREQUENCY COMPONENTS OF SAID ARTIFICAL SPECTRUM, SECOND ANALYZING MEANS FOR DERIVING FROM THE SPECTRUM OF SAID SPEECH WAVE A SECOND GROUP OF SIGNALS REPRESENTATIVE OF THE AMPLITUDES OF THE INDIVIDUAL FREQUENCY COMPONENTS OF SAID SPEECH SPECTRUM, COMPARING MEANS IN CIRCUIT RELATION WITH SAID FIRST AND SECOND ANALYZING MEANS FOR OBTAINING FROM FIRST AND SECOND GROUPS OF AMPLITUDE SIGNALS AN ERROR SIGNAL REPRESENTATIVE OF A SELECTED MEASURE OF THE DIFFERENCE IN FORMANT LOCATION BETWEEN SAID ARTIFICIAL SPECTRUM AND SAID SPEECH SPECTRUM, MEANS SUPPLIED WITH SAID ERROR SIGNAL FOR SAMPLING THE VALUES OF SAID FORMANT SIGNALS WHICH CORRESPOND TO THE MINIMUM MAGNITUDE OF SAID ERROR SIGNALS DURING EACH OF SAID SELECTED TIME PERIODS.
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Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US3860759A (en) * 1970-09-23 1975-01-14 California Inst Of Techn Seismic system with data compression
US3941076A (en) * 1974-10-22 1976-03-02 Rice Robert D Operating means for boats
US20110038490A1 (en) * 2009-08-11 2011-02-17 Srs Labs, Inc. System for increasing perceived loudness of speakers
US20110066428A1 (en) * 2009-09-14 2011-03-17 Srs Labs, Inc. System for adaptive voice intelligibility processing
US9117455B2 (en) 2011-07-29 2015-08-25 Dts Llc Adaptive voice intelligibility processor
US9264836B2 (en) 2007-12-21 2016-02-16 Dts Llc System for adjusting perceived loudness of audio signals
US9312829B2 (en) 2012-04-12 2016-04-12 Dts Llc System for adjusting loudness of audio signals in real time

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
None *

Cited By (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US3860759A (en) * 1970-09-23 1975-01-14 California Inst Of Techn Seismic system with data compression
US3941076A (en) * 1974-10-22 1976-03-02 Rice Robert D Operating means for boats
US9264836B2 (en) 2007-12-21 2016-02-16 Dts Llc System for adjusting perceived loudness of audio signals
US20110038490A1 (en) * 2009-08-11 2011-02-17 Srs Labs, Inc. System for increasing perceived loudness of speakers
US10299040B2 (en) 2009-08-11 2019-05-21 Dts, Inc. System for increasing perceived loudness of speakers
US9820044B2 (en) 2009-08-11 2017-11-14 Dts Llc System for increasing perceived loudness of speakers
US8538042B2 (en) 2009-08-11 2013-09-17 Dts Llc System for increasing perceived loudness of speakers
US20110066428A1 (en) * 2009-09-14 2011-03-17 Srs Labs, Inc. System for adaptive voice intelligibility processing
US8386247B2 (en) 2009-09-14 2013-02-26 Dts Llc System for processing an audio signal to enhance speech intelligibility
US8204742B2 (en) 2009-09-14 2012-06-19 Srs Labs, Inc. System for processing an audio signal to enhance speech intelligibility
US9117455B2 (en) 2011-07-29 2015-08-25 Dts Llc Adaptive voice intelligibility processor
US9312829B2 (en) 2012-04-12 2016-04-12 Dts Llc System for adjusting loudness of audio signals in real time
US9559656B2 (en) 2012-04-12 2017-01-31 Dts Llc System for adjusting loudness of audio signals in real time

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