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:
7749928
负责人:
LESLIE M. COLLINS
金额:
$21.92万
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 2011-12-31
关键词:
AddressAlgorithmsAreaAuditory systemCochlear ImplantsCodeCuesDataElectrodesEnvironmentFrequenciesGoalsHearing Impaired PersonsImplantIndividualLifeLinkMeasuresNoiseOutputPerformanceProcessPsychophysiologyPulse RatesResearchResearch 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.
期刊论文(9)
专著(0)
科研奖励(0)
会议论文
登录
查看更多内容
Investigating the effects of stimulus duration and context on pitch perception by cochlear implant users.
研究刺激持续时间和环境对人工耳蜗用户的音调感知的影响。
DOI:
10.1121/1.3133246
发表时间:
2009
期刊:
The Journal of the Acoustical Society of America
影响因子:
--
作者:
[Stohl,JoshuaS, Throckmorton,ChandraS, Collins,LeslieM]
通讯作者:
Collins,LeslieM
Acoustic model investigation of a multiple carrier frequency algorithm for encoding fine frequency structure: implications for cochlear implants.
用于编码精细频率结构的多载波频率算法的声学模型研究:对人工耳蜗的影响。
DOI:
10.1016/j.heares.2006.03.020
发表时间:
2006
期刊:
Hearing research
影响因子:
2.8
作者:
[Throckmorton,ChandraS, SelinKucukoglu,M, Remus,JeremiahJ, Collins,LeslieM]
通讯作者:
Collins,LeslieM
DOI:
10.1016/j.heares.2008.07.008
发表时间:
2008-10
期刊:
Hearing research
影响因子:
2.8
作者:
[Morton KD, Torrione PA Jr, Throckmorton CS, Collins LM]
通讯作者:
Collins LM
Assessing the pitch structure associated with multiple rates and places for cochlear implant users.
评估与人工耳蜗用户的多种速率和位置相关的音调结构。
DOI:
10.1121/1.2821980
发表时间:
2008
期刊:
The Journal of the Acoustical Society of America
影响因子:
--
作者:
[Stohl,JoshuaS, Throckmorton,ChandraS, Collins,LeslieM]
通讯作者:
Collins,LeslieM
Expediting the identification of impaired channels in cochlear implants via analysis of speech-based confusion matrices.
通过分析基于语音的混淆矩阵,加快识别人工耳蜗中受损的通道。
DOI:
10.1109/tbme.2007.908336
发表时间:
2007
期刊:
IEEE transactions on bio-medical engineering
影响因子:
--
作者:
[Remus,JeremiahJ, Throckmorton,ChandraS, Collins,LeslieM]
通讯作者:
Collins,LeslieM
Leveraging Natural Language Processing for Reverberant Speech Enhancement in Cochlear Implants
-
批准号:10755798
-
项目类别:
-
资助金额:$17.38万
-
财政年份:2023
-
负责人:LESLIE M. COLLINS
-
依托单位:
Using Machine Learning to Mitigate Reverberation Effects in Cochlear Implants
-
批准号:9100672
-
项目类别:
-
资助金额:$29.39万
-
财政年份:2015
-
负责人:LESLIE M. COLLINS
-
依托单位:
Using Machine Learning to Mitigate Reverberation Effects in Cochlear Implants
-
批准号:9305035
-
项目类别:
-
资助金额:$29.35万
-
财政年份:2015
-
负责人:LESLIE M. COLLINS
-
依托单位:
Using Machine Learning to Mitigate Reverberation Effects in Cochlear Implants
-
批准号:8963088
-
项目类别:
-
资助金额:$28.93万
-
财政年份:2015
-
负责人:LESLIE M. COLLINS
-
依托单位:
Towards Clinical Acceptability: Enhancing the P300-based Brain-Computer Interface
-
批准号:8309132
-
项目类别:
-
资助金额:$56.39万
-
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
-
批准号:7779866
-
项目类别:
-
资助金额:$20.03万
-
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
-
批准号:8521238
-
项目类别:
-
资助金额:$53.39万
-
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
-
批准号:8307568
-
项目类别:
-
资助金额:$54.83万
-
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
-
批准号:7335628
-
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
-
批准号:7156175
-
项目类别:
-
资助金额:$22.43万
-
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
-
批准号:7546996
-
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
-
批准号:7038890
-
项目类别:
-
资助金额:$23.1万
-
财政年份:2006
-
负责人:LESLIE M. COLLINS
-
依托单位:
PSYCHOPHYSICAL MEASURES IN COCHLEAR IMPLANT SUBJECT
-
批准号:2128623
-
项目类别:
-
资助金额:$4.95万
-
财政年份:1996
-
负责人:LESLIE M. COLLINS
-
依托单位:
PSYCHOPHYSICAL MEASURES IN COCHLEAR IMPLANT SUBJECT
-
批准号:2458564
-
项目类别:
-
资助金额:$4.97万
-
财政年份:1996
-
负责人:LESLIE M. COLLINS
-
依托单位:
海外基金