Implementation and Tuning of Multi-rate Speech Processors for Cochlear Implants
Implementation and Tuning of Multi-rate Speech Processors for Cochlear Implants
批准号:
7335628
负责人:
LESLIE M. COLLINS
金额:
$22.14万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2006
资助国家:
美国
项目状态:
已结题
起止时间:
2006-01-01 至 2010-12-31
关键词:
AddressAlgorithmsAreaAuditory systemCochlear ImplantsCodeConditionCuesDataElectrodesEnvironmentFrequenciesGoalsHearing Impaired PersonsImplantIndividualLifeLinkMeasuresNoiseNumbersOutputPerformanceProcessPsychophysiologyPulse RatesRateResearchResearch MethodologyResearch PersonnelSeriesSignal TransductionSpeechSystemTechniquesTestingUnited StatesVariantbasehearing impairmentimprovednovelprogramsresearch studysimulationspeech processingspeech recognitiontransmission processvirtual
中文摘要
点击翻译按钮获取中文摘要
英文摘要
A variety of approaches have been considered to improve speech recognition by cochlear implant subjects
over the last 20 years. One approach involves using experimental data that probes the status of a particular
subjects' electrically stimulated auditory system to tune conventional speech processing systems. Another
approach involves investigating new speech processing approaches and algorithms. The goal of the
proposed research is to link these two successful research methodologies by investigating the feasibility and
optimization of novel speech processing techniques by specifically tuning the algorithm to the measured
psychophysical parameters associated with a particular implant subject. The hypothesis that will be
investigated is whether encoding dynamic changes in the frequency information present in speech by
specifically encoding this information in a variable electrical pulse rate can improve speech understanding by
cochlear implant subjects. In the first Specific Aim, a finite set of pulse rates, each based on psychophysical
data collected from the subject being tested, will be used to code speech information in each electrode
channel. This differs from traditional speech processing techniques which use a non-tuned fixed pulse rate
in each channel, and differs from recently presented speech processing strategies in that a discrete number
of rates, as opposed to a continuum, are utilized. The second Specific Aim will consider the utility of coding
speech in virtual channels, where each virtual channel is defined by an electrode and a stimulation rate.
Both Aims will be addressed by testing the proposed speech processing algorithms after adjusting the
parameters of the algorithms based on measured psychophysical data.
In the United States alone, there are 28 million individuals with hearing loss, and 1-2 million completely deaf
individuals. As a result of increasing levels of noise in the modern environment, hearing loss ocurs earlier in
life and progresses more rapidly, suggesting that these numbers will continue to grow. The goal of this
research is to provide improved speech recognition performance for such individuals by optimizing novel
techniques for processing and coding speech information.
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会议论文
Leveraging Natural Language Processing for Reverberant Speech Enhancement in Cochlear Implants
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批准号:10755798
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项目类别:
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资助金额:$17.38万
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财政年份:2023
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负责人:LESLIE M. COLLINS
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依托单位:
Using Machine Learning to Mitigate Reverberation Effects in Cochlear Implants
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批准号:9100672
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项目类别:
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资助金额:$29.39万
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财政年份:2015
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负责人:LESLIE M. COLLINS
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依托单位:
Using Machine Learning to Mitigate Reverberation Effects in Cochlear Implants
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批准号:9305035
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项目类别:
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资助金额:$29.35万
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财政年份:2015
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负责人:LESLIE M. COLLINS
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依托单位:
Using Machine Learning to Mitigate Reverberation Effects in Cochlear Implants
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批准号:8963088
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项目类别:
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资助金额:$28.93万
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财政年份:2015
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负责人:LESLIE M. COLLINS
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依托单位:
Towards Clinical Acceptability: Enhancing the P300-based Brain-Computer Interface
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批准号:8309132
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项目类别:
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资助金额:$56.39万
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财政年份:2009
-
负责人:LESLIE M. COLLINS
-
依托单位:
Towards Clinical Acceptability: Enhancing the P300-based Brain-Computer Interface
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批准号:7779866
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项目类别:
-
资助金额:$20.03万
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财政年份:2009
-
负责人:LESLIE M. COLLINS
-
依托单位:
Towards Clinical Acceptability: Enhancing the P300-based Brain-Computer Interface
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批准号:8521238
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项目类别:
-
资助金额:$53.39万
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财政年份:2009
-
负责人:LESLIE M. COLLINS
-
依托单位:
Towards Clinical Acceptability: Enhancing the P300-based Brain-Computer Interface
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批准号:8307568
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项目类别:
-
资助金额:$54.83万
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财政年份:2009
-
负责人:LESLIE M. COLLINS
-
依托单位:
Implementation and Tuning of Multi-rate Speech Processors for Cochlear Implants
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批准号:7749928
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项目类别:
-
资助金额:$21.92万
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财政年份:2006
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负责人:LESLIE M. COLLINS
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依托单位:
Implementation and Tuning of Multi-rate Speech Processors for Cochlear Implants
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批准号:7156175
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项目类别:
-
资助金额:$22.43万
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财政年份:2006
-
负责人:LESLIE M. COLLINS
-
依托单位:
Implementation and Tuning of Multi-rate Speech Processors for Cochlear Implants
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批准号:7546996
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项目类别:
-
资助金额:$22.14万
-
财政年份:2006
-
负责人:LESLIE M. COLLINS
-
依托单位:
Implementation and Tuning of Multi-rate Speech Processors for Cochlear Implants
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批准号:7038890
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项目类别:
-
资助金额:$23.1万
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财政年份:2006
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负责人:LESLIE M. COLLINS
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依托单位:
PSYCHOPHYSICAL MEASURES IN COCHLEAR IMPLANT SUBJECT
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批准号:2128623
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项目类别:
-
资助金额:$4.95万
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财政年份:1996
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负责人:LESLIE M. COLLINS
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依托单位:
PSYCHOPHYSICAL MEASURES IN COCHLEAR IMPLANT SUBJECT
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批准号:2458564
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项目类别:
-
资助金额:$4.97万
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财政年份:1996
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负责人:LESLIE M. COLLINS
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依托单位:
海外基金