CN100382141C - 抑制风噪声的系统和方法 - Google Patents

抑制风噪声的系统和方法 Download PDF

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CN100382141C
CN100382141C CNB2004100045649A CN200410004564A CN100382141C CN 100382141 C CN100382141 C CN 100382141C CN B2004100045649 A CNB2004100045649 A CN B2004100045649A CN 200410004564 A CN200410004564 A CN 200410004564A CN 100382141 C CN100382141 C CN 100382141C
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noise
wind
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voice
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CN1530929A (zh
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P·赫瑟林顿
X·李
P·扎卡拉乌斯卡斯
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BlackBerry Ltd
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QNX Software Systems Wavemakers Inc
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    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
    • G10L21/00Processing of the speech or voice signal to produce another audible or non-audible signal, e.g. visual or tactile, in order to modify its quality or its intelligibility
    • G10L21/02Speech enhancement, e.g. noise reduction or echo cancellation
    • G10L21/0208Noise filtering
    • EFIXED CONSTRUCTIONS
    • E04BUILDING
    • E04HBUILDINGS OR LIKE STRUCTURES FOR PARTICULAR PURPOSES; SWIMMING OR SPLASH BATHS OR POOLS; MASTS; FENCING; TENTS OR CANOPIES, IN GENERAL
    • E04H13/00Monuments; Tombs; Burial vaults; Columbaria
    • E04H13/006Columbaria, mausoleum with frontal access to vaults
    • EFIXED CONSTRUCTIONS
    • E04BUILDING
    • E04HBUILDINGS OR LIKE STRUCTURES FOR PARTICULAR PURPOSES; SWIMMING OR SPLASH BATHS OR POOLS; MASTS; FENCING; TENTS OR CANOPIES, IN GENERAL
    • E04H1/00Buildings or groups of buildings for dwelling or office purposes; General layout, e.g. modular co-ordination or staggered storeys
    • E04H1/12Small buildings or other erections for limited occupation, erected in the open air or arranged in buildings, e.g. kiosks, waiting shelters for bus stops or for filling stations, roofs for railway platforms, watchmen's huts or dressing cubicles
    • E04H1/1205Small buildings erected in the open air
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
    • G10L21/00Processing of the speech or voice signal to produce another audible or non-audible signal, e.g. visual or tactile, in order to modify its quality or its intelligibility
    • G10L21/02Speech enhancement, e.g. noise reduction or echo cancellation
    • G10L21/0208Noise filtering
    • G10L21/0216Noise filtering characterised by the method used for estimating noise
    • G10L21/0232Processing in the frequency domain

Abstract

一种语音增强逻辑提高了处理语音的感知质量。该语音增强系统包括一个噪声检测器和一个噪声衰减器。噪声检测器通过风冲击的建模来检测风冲击和连续噪声。噪声衰减器衰减风冲击,以提高清音、全音或混音段的清晰度。

Description

抑制风噪声的系统和方法
发明领域
本发明涉及声学,尤其是涉及一个提高处理声音的感知质量的系统。
发明背景
一些免提通信设备捕捉、吸取及传送语音信号。语音信号通过通信介质从一个系统传递到另一个系统中。包括车辆中所使用的一些系统中,语音信号的清晰度并不依赖于通信系统的质量或通信介质的质量。当噪声出现在声源或接收器附近时,所导致的失真使语音信号混乱,破坏信息,且在某些情况下,屏蔽了语音信号,致使收听者识别不出它。
令人厌烦、使人不能集中注意力的或导致信息丢失的噪声可能来源于许多声源。车辆内的噪声可能是由发动机、道路、轮胎或空气的流动而产生。在宽频率范围内可听到空气的自然流动或人工流动。振幅和频率的连续波动使得克服噪声变得困难,且降低了语音信号的清晰度。
许多系统试图消除风噪声的影响。一些系统依赖于遍布内部的各种抑制和消减声音的材料,以确保一个安静而舒适的环境。其它系统则试图平衡因风而引起的压在接收器上的变化的压力。这些噪声减压器可具有多种形式来滤掉所选择的压力,这使得对于车辆的许多内部很难设计。一些语音增强系统的另一个问题是在连续噪声背景中检测风噪声的问题。还有,一些语音增强系统的又一个问题是,它们不易适应其它对风噪声敏感的通信系统。
因此,需要有这样一个系统,能消除变化频率范围内的风噪声。
发明内容
语音增强逻辑提高了处理语音的感知质量。本系统学习、编码、然后抑制来自于输入信号的与空气流动有关的噪声。该系统包括一个噪声检测器和一个噪声衰减器。噪声检测器通过建模来检测一个风冲击,然后噪声衰减器消减这个风冲击。
另一种语音增强逻辑包括时间频率变换逻辑、背景噪声估计器、风噪声检测器和风噪声衰减器。时间频率变换逻辑将时间变化输入信号转换成频域输出信号。背景噪声估计器测量伴随输入信号的连续噪声。风噪声检测器自动识别及建模一个风冲击,然后由风噪声衰减器对其进行衰减。
对于本领域的技术人员,通过查看附图和详细描述,本发明的其它系统、方法、特点和优势将是,或将变得显而易见。所有这些附加系统、方法、特点和优势都要被包含在该说明中,包含在本发明的范围内,并且受所附权利要求的保护。
附图说明
参考附图和描述,可较好地理解本发明。图中的各个部分并不一定按照比例,重点放在说明本发明的原则上。此外,在图中将相同的参考数字指定给不同视图中的相应部分。
图1是语音增强逻辑的部分框图。
图2是与频域内的风和其它声源相关的噪声。
图3是与频域内的风和其它声源相关的噪声的信噪比。
图4是图1中语音增强逻辑的框图。
图5是一个与图1中语音增强逻辑相耦合的预处理系统。
图6是一个与图1中语音增强逻辑相耦合的另一种预处理系统。
图7是另一种语音增强系统的框图。
图8是与频域内的风和其它声源相关的噪声。
图9是一个屏蔽一部分语音信号的风冲击图。
图10是一个处理与重构的语音信号图。
图11是语音增强的流程图。
图12是语音增强的部分顺序图。
图13是语音增强的部分顺序图。
图14是车辆内的语音增强逻辑的框图。
图15是与音频系统和/或通信系统接口的语音增强逻辑的框图。
具体实施方式
语音增强逻辑提高了处理语音的感知质量。该逻辑可实时或延迟地自动学习和编码与空气流动相关的噪声的形状和方式。通过跟踪所选属性,该逻辑利用临时存储噪声的所选属性的有限内存,可消除或衰减风噪声。另外,该逻辑还可衰减连续噪声和/或“音乐噪声”、叽叽声、嘎嘎声、啾啾声、卡嗒声、滴答声、劈啪声、低频率乐音,或一些语音增强系统产生的其它人工声音。
图1是语音增强逻辑100的部分框图。该语音增强逻辑包含能在一个或多个处理器以及一个或多个操作系统上运行的硬件或软件。高度便携式逻辑包括一个风噪声检测器102和一个噪声衰减器104。
在图1中,风噪声检测器102可根据空气特征识别并建模与风流动相关的噪声。当风噪声在宽频范围内自然出现或人工产生时,风噪声检测器102的配置使其检测并建模人耳察觉到的风噪声。风噪声检测器接收输入的声音在短期频谱内可分为三类大致的范畴:(1)清音,表现出包括与风相关的噪声的类似噪声的特征,也就是说,它具有某一频谱形状,但不具有谐波或共振峰结构;(2)全音,表现出规则谐波结构,或在被描述共振峰结构的频谱包络所加权的基音谐波处达到峰值;和(3)混音,表现出上面两类的混合,一些部分包含类似噪声段,其余部分则表现出规则谐波结构和/或共振峰结构。
无论输入段多复杂或多大声,风噪声检测器102都可实时或延迟地从剩余信号中分离出类似噪声段。然后分析分离的类似噪声段,检测风噪声的出现,而在一些情况下,检测连续基础噪声的出现。当检测到风噪声时,就建模频谱,并且把该模型保留在内存中。当风噪声检测器102能够存储风噪声信号的整个模型时,它也可以将所选择的属性存储在内存中。
为了克服风噪声影响,及在一些情况下,为了克服包括环境噪声的基础连续噪声,噪声衰减器104从清音和混音信号中大体去除或衰减风噪声和/或连续噪声。语音增强逻辑100包含任何大体去除或衰减风噪声的系统。可衰减或去除风噪声的系统的例子包括利用信号和噪声估计的系统,诸如:(1)利用噪声信号的神经网络映像和对噪声抑制信号的噪声估计的系统,(2)从噪声信号中减去噪声估计的系统,(3)利用噪声信号和噪声估计从代码本中选择噪声抑制信号的系统,(4)任何利用噪声信号和噪声估计,基于屏蔽信号的重构,来创建噪声抑制信号的系统。这些系统可衰减风噪声,且在一些情况下,可衰减属于短期频谱部分的连续噪声。噪声衰减器104还可接口或包括一个可选的去除或衰减人工处理信号的剩余衰减器106。该剩余衰减器106可去除“音乐噪声”、叽叽声、嘎嘎声、啾啾声、卡嗒声、滴答声、劈啪声、低频率乐音,或其它人工声音。
图2示意与三种风流相关的典型噪声。风冲击202、204和206是风击打检测器的情况,它们随着击打力度和幅度的不同而变化。幅度反映出接收器或检测器的输入区内所受到的气压波动之间的力度或强度上的相对差别。风冲击下面的线表示也可被接收器或检测器感应的连续噪声208。车辆中的风冲击表示通过窗户、敞篷车的敞开顶部、进气孔的自然流动的空气,或表示由风扇或暖气、排气扇和/或空调系统(HVAC)而引起的人工流动的空气。连续噪声可表示环境噪声或与发动机、电力火车、道路、轮胎或其它声音相关的噪声。
在时间和频谱域中,连续噪声208和风冲击202可以是曲线。连续噪声和风冲击可能显现出图2中所示曲线的形式或特征。然而,当风冲击(例如σWB)的信号强度(以分贝为单位)与信噪比(SNR)域内连续噪声(例如σCN)的信号强度相关时,风冲击202具有线性函数的特征,垂直轴对应于分贝,水平轴对应于频率。该关系表达为
SNR=σWBCN    (等式1)
任何方法可近似于风冲击的线性。在信噪比域内,偏移或Y截距302和X截距或支点表示线性模型302的特征。可选择的是,X或Y坐标和斜率可建模风冲击。图3中,线性模型302以负斜率下降。
图4是一个可接收或检测清音、全音或混音输入信号的风噪声检测器102实例的框图。收到的或检测到的信号以预定频率进行数字化。为了确保一个高质量语音,具有任何公共采样率的模-数转换器402(ADC)把语音信号转换为脉冲编码调制(PCM)信号。平滑窗口404应用于数据块,以获取窗口信号。窗口信号的复合频谱可通过快速傅立叶变换(FFT)406的方式获得,该变换把数字信号分离成多个频率箱,每个箱识别小频率范围内的振幅和相位。然后把每个频率箱转换为功率频谱域408和对数域410,以产生一个风冲击和连续噪声估计。当声音的多窗口得到处理时,风噪声检测器102可导出平均噪声估计。可以使用时间平滑或加权平均来估计每个频率箱的风冲击和连续噪声估计。
为了检测风冲击,可给SNR域中选择部分的低频谱拟合一条直线。通过回归,一条最佳适配线可测量一个给定数据块内风噪声的强度。适配线与低频谱间的高度相关可识别一个风冲击。无论高度相关是否存在,它都依赖于处理声音的期望清晰度和风冲击的频率和振幅的变化。可选择的是,当适配线的偏移或Y截距超过一个预定阈值(例如,大于3分贝)时,可识别到一个风冲击。
为了限制语音屏蔽,对可疑风冲击信号的线的拟合可用规则来约束。示例性规则可阻止风冲击模型中的计算偏移、斜率或坐标点超过一个平均值。当检测到一个元音或另一个谐波结构时,另一个规则可阻止风噪声检测器102使用计算风冲击校正。谐波可通过其窄带宽和陡峰值,或结合语音或语调检测器来识别。如果检测到一个元音或另一个谐波结构,风噪声检测器就限制风冲击校正值为小于或等于平均值的值。一个附加规则允许平均风冲击模型或其属性仅在清音段被更新。如果检测到语音或混音段,平均风冲击模型或其属性在这个规则下不被更新。如果没有检测到语音,可通过任何方式来更新风冲击模型或每个属性,如通过加权平均或漏斗积分器。一些其它规则也可应用于该模型。这些规则给可疑风冲击提供了极佳线性拟合,而不需要屏蔽语音段。
为了克服风噪声影响,可通过任何方法使用噪声衰减器104从噪声频谱中彻底去除或衰减风冲击。一种方法将风冲击模型添加到记录或建模连续噪声中。在功率频谱中,然后把建模噪声从未修改频谱中减去。如果基础波峰或波谷902被风冲击202屏蔽,如图9所示,或被连续噪声屏蔽,传统的或改进的插值法可用于重构波峰和/或波谷,如图10所示。线性或逐步插补器用于重构信号的丢失部分。然后使用逆向FFT将信号功率转换为时间域,提供一个重构语音信号。
为了最小化“音乐噪声”、叽叽声、嘎嘎声、啾啾声、卡嗒声、滴答声、劈啪声、低频率乐音,或由一些风噪声衰减器产生的低频范围内的其它人工声音,在语音信号转换为时间域之前,可选的剩余衰减器106(图1中所示)还可调节语音信号。剩余衰减器106跟踪低频范围(例如,大约小于400HZ))内的功率谱。当检测到信号功率大幅增长时,可通过将低频范围内的发送功率限制或衰减到一个预定或计算阈值来获得改进。计算阈值等于或基于较早时期的相同低频范围的平均频谱功率。
通过在风噪声检测器处理输入信号之前预调节输入信号,可获得语音质量的进一步提高。一个预处理系统探索信号到达图5中所示分开放置的不同检测器时的滞后时间。如果使用多检测器或麦克风502将声音转换为电子信号,预处理系统就可包括自动选择感应最少数量噪声的麦克风502和信道的控制逻辑504。当选择了另一个麦克风502时,电信号在被风噪声检测器102处理之前与原先产生信号相混合。
可选择的是,多风噪声检测器102可以用来分析图6中所示的每个麦克风502的输入。可在每个信道中完成频谱风冲击估计。一个或多个信道的混合通过在麦克风502的输出之间交换来进行。在顺次排列的频率的基础上估计并选择信号,直到达到支点304(如图3所示)的频率为止。可选择的是,控制逻辑602通过加权函数在特定频率或频率范围内混合多个风噪声检测器102的输出信号。当超过支点的频率时,进程可继续进行或使用标准自适应形成方法。
图7是另一个也能提高处理声音的感知质量的语音增强逻辑700。这一提高可由将时间变化信号数字化并转换为频域的时间-频率变换逻辑702来完成。背景噪声估计器704测量出现在声源或接收器附近的连续或环境噪声。背景噪声估计器704包括一个平均每个频率箱内声音功率的功率检测器。为了阻止瞬时变化的有偏噪声估计,瞬变检测器706在功率的异常或不可预测增加时取消噪声估计过程。图7中,当瞬时背景噪声B(f,i)超过平均背景噪声B(f)AVE大于一个选定分贝级“C”时,瞬变检测器706禁止背景噪声估计器704。这一关系可表示为:
B(f,i)>B(f)AVE  +C  (等式2)。
为了检测风冲击,风噪声检测器708为SNR域内频谱的选定部分拟合一条直线。通过回归,一条最佳适配线可建模风噪声202的强度,如图8所示。为了限制语音的任何屏蔽,对可疑风冲击线的拟合可由上文描述的规则来约束。当适配线的偏移量或Y轴截距超过一预定阈值时或当拟合线和与风冲击相关的噪声之间存在一个高度相关时,就可识别出风冲击。无论高度相关是否存在,都依赖于处理声音的期望清晰度及风冲击的频率和振幅的变化。
可选择的是,可通过分析显示在频谱仪上的输入信号的时间变化频谱特征,来识别风冲击。频谱仪可产生一个二维图形,被称作频谱图,其垂直轴对应频率,水平轴对应时间。
信号鉴别器710实时或延迟地标记频谱中的语音和噪声。可使用任何方法辨别语音和噪声。图7中,语音信号的识别可通过(1)其频带的窄带宽或波峰;(2)谐波相关的谐振结构;(3)与共振峰频率相对应的谐振或宽波峰;(4)随时间相对缓慢变化的特征;(5)它们的持续时间;和当使用多检测器或麦克风时,(6)检测器或麦克风的输出信号的关联。
为了克服噪声的影响,可通过任何方法使用风噪声衰减器712衰减或从噪声中彻底去除风冲击。一种方法将大体线性风冲击模型添加到记录或建模连续噪声中。然后在功率频谱中,通过上文所述的方法从未修改的频谱中去除建模噪声。如果基础波峰或波谷902被风冲击202屏蔽,如图9所示,或被连续噪声屏蔽,就使用传统的或改进的插值法重构波峰和/或波谷,如图10所示。线性或逐步插补器用于重构信号的丢失部分。然后利用时间序列合成器将信号功率转换为时间域,提供一个重构语音信号。
为了最小化“音乐噪声”、叽叽声、嘎嘎声、啾啾声、卡嗒声、滴答声、劈啪声、低频率乐音,或由一些风噪声衰减器产生的低频范围内的其它人工声音,还可使用一个替代的剩余衰减器714。该剩余衰减器714跟踪低频范围内的功率频谱。当检测到信号功率的大幅度增加时,通过将低频范围内的发送功率限制在一个预定或计算阈值,来获得改进。计算阈值等于或基于较早时期的相同低频范围的平均频谱功率。
图11是语音增强的流程图,去除一些风冲击和连续噪声以提高处理语音的感知质量。在动作1102,以预定频率对收到的或检测到的信号进行数字化。为确保好的语音质量,ADC把语音信号转换为PCM信号。在动作1104,通过FFT的方式可获得窗口信号的复合频谱,该FFT将数字信号分离到各个频率箱中,每个箱识别小频率范围的振幅和相位。
在动作1106,检测连续或环境噪声。背景噪声估计包括每个频率箱中声音功率的平均值。为了防止瞬间的有偏噪声估计,在动作1108,在功率异常或不可预测的上升时终止噪声估计进程。当瞬时背景噪声超过平均背景噪声大于一个预定分贝级时,瞬变检测动作1108取消背景噪声估计。
在动作1110,当偏移量超过预定阈值(例如,阈值大于3分贝)或当最佳拟合线与低频频谱间的高度相关退出时,可检测到风冲击。可选择的是,通过分析输入信号的时间变化频谱特征,来识别风冲击。当使用直线拟合检测方法时,可疑风冲击信号的拟合线受一些可选动作的约束。示例可选动作阻止风冲击模型中的计算偏移、斜率或坐标点超过一个平均值。当检测到一个元音或另一个谐振结构时,另一可选动作阻止风噪声检测法使用计算风冲击校正。如果检测到元音或另一个谐振结构时,风噪声检测法将风冲击校正值限定到小于或等于平均值。一个附加可选动作允许平均风冲击模型或属性仅在清音段被更新。如果检测到语音或混音段,则在这一动作下不更新平均风冲击模型或属性。如果没有检测到语音时,则可通过如加权平均或漏斗积分器等许多方式对风冲击模型或每个属性进行更新。许多其它可选动作也可应用于该模型。
在动作1112,信号分析可鉴别或标记来自类似噪声段的语音信号。可通过以下方法进行语音信号的识别,例如,(1)其频带的窄带宽或波峰;(2)谐波相关的谐振结构;(3)与共振峰频率相对应的谐波;(4)随时间相对缓慢变化的特征;(5)它们的持续时间;和当使用多检测器或麦克风时,(6)检测器或麦克风的输出信号的关联。
为了克服风噪声的影响,利用任一动作从噪声频谱中彻底去除或衰减风噪声。一个示例动作1114将大体线性风冲击模型添加到记录或建模连续噪声中。然后在功率频谱中,由上文所述的方法和系统从未修改频谱中彻底去除建模噪声。如果基础波峰或波谷902被风冲击202屏蔽,如图9所示,或被连续噪声屏蔽,就在动作1116使用传统的或改进的插值法重构波峰和/波谷。然后在动作1120使用时间序列合成将信号功率转换成时间域,提供一个重构语音信号。
为了最小化“音乐噪声”、叽叽声、嘎嘎声、啾啾声、卡嗒声、滴答声、劈啪声、低频率乐音,或由一些风噪声衰减器产生的低频范围内的其它人工声音,在将信号转化回时间域之前,也可执行剩余衰减方法。一可选的剩余衰减方法1118跟踪低频范围内的功率频谱。当检测到信号功率的大幅度上升时,可通过将低频范围的发送功率限制到一个预定或计算阈值,来获得改进。计算阈值等于或基于较早时期的相同低频范围的平均频谱功率。
图12和图13是语音增强的部分序列图。如图11中所示的方法一样,在信号承载介质(诸如存储器的计算机可读介质)中,对序列图进行编码,在诸如一个或多个集成电路内对其进行编程,或由控制器或计算机进行处理。如果利用软件执行这些方法,该软件就驻留在常驻或接口到风噪声检测器102的存储器、通信接口、或其它所有类型的接口到或常驻在语音增强逻辑100或700的非易失性或易失性存储器中。存储器包括执行逻辑功能的可执行指令的有序列表。逻辑功能可通过数字电路、源代码或通过模拟电子、音频或视频信号的模拟源来实现。软件可以包含在任何计算机可读或信号承载介质中,该介质被指令可执行系统、仪器或设备使用或与其连接。这样的系统包括基于计算机的系统、包含处理器的系统、或从可执行指令的指令可执行系统、仪器或设备有选择地读取指令的其它系统。
一个“计算机可读介质、“机器可读介质、“传播信号介质”和/或“信号承载介质”包括许多方式,这些方式包含、存储、通信、传播或传输指令可执行系统、仪器或设备所使用的与其连接的软件。机器可读介质可选择地,是但并不局限于,电子、磁性、光学、电磁、红外或半导体系统、仪器、设备或传播介质。机器可读介质的非穷尽列举表的实例包括:具有一根或多根导线的电连接的“电子设备”、便携式磁盘或光盘,如随机存取存储器“RAM”(电子的)的易失性存储器、只读存储器“ROM”(电子的)、可檫可编程只读存储器(EPROM或闪存)(电子的)或光纤(光学的)。机器可读介质还可包括在其上面打印有软件的有形介质,如同软件作为一个图像或以另一种格式(例如,通过光扫描)被电子存储,然后被编译,并且/或者被解释或作其它的处理。处理的介质然后被存储在计算机和/或机器存储器中。
如图12的第一个序列所示,时间序列信号可由汉宁窗(HanningWindow)进行数字化并平滑,以提供全音、混音或清音段的准确估计,窗信号的复合频谱通过FFT方式来获得,FFT把数字信号分离到各个频率箱中,各个箱识别小频率范围内的振幅。
在第二个序列中,清音段的每个频率箱中的平均声音功率导出背景噪声估计。为了阻止有偏噪声估计,当检测到异常或不可预测的功率波动时,噪声估计就不发生。
在第三个序列中,未修改频谱由窗口进行数字化、平滑,并由FFT变换成复合频谱。未修改频谱显示出包含类似噪声段的部分以及其它表明规则谐振结构的部分。
在第四个序列中,声音段被拟合成分离线,以建模风和连续噪声的强度。为提供较完整的解释,示意了清音、全音和混音样本。每个样本的频率箱被转换成功率频谱域和对数域,以探索风冲击和连续噪声估计。随着较多窗口的处理,就可以推导出平均风噪声和连续噪声估计。
为了检测风冲击,给SNR域内的信号的选定部分拟合一条直线。通过回归,最佳适配线建模每个示例中风噪声的强度。一个最佳适配线与低频谱之间的高度相关可识别风冲击。可选择的是,超过预定阈值的Y截距也可识别风冲击。为了限制语音的屏蔽,对可疑风冲击信号的线拟合受到上文所述规则的约束。
为了克服风噪声的影响,可在未更改频谱中衰减建模噪声。图13中,来自清音和混音样本的风冲击和连续噪声的衰减示意在第五个序列中。将信号功率转换为时间域的反向FFT提供重构语音信号。
从前面描述很明显可以看出,上文所述的系统可调节仅从一个麦克风或检测器所接收的信号。显然,许多系统的组合也可用于识别及跟踪风冲击。除了对可疑风冲击拟合线之外,一个系统可(1)检测具有大于预定阈值的SNR的频谱的波峰;(2)识别宽度大于预定阈值的波峰;(3)识别缺乏谐波关系的波峰;(4)把波峰与先前语音频谱进行比较;(5)在区分风冲击段、其它类似噪声段和规则谐振结构之前,比较从不同麦克风检测到的信号。上文所述的一个或多个系统也可应用在可选择的语音增强逻辑中。
其它可选择语音增强系统包括上文所述结构和功能的组合。这些语音增强系统由上文所述的或附图中示意的结构和功能的任意组合构成。逻辑可在硬件或软件中实现。术语“逻辑”广义上可包括硬件设备或电路、软件或其组合。硬件包括处理器或具有易失性和/或非易失性存储器的控制器,还可包括通过无线和/或硬件介质连接外围设备的接口。
语音增强逻辑方便适应任何技术或设备。如图14所示的一些语音增强系统或组件接口或耦合车辆,将语音和其它声音转换为可传送到远方的一种形式的设备,如图15所示的有线和无线电话及音频设备,以及其它对风噪声敏感的通信系统。
语音增强逻辑提高了处理语音的感知质量。逻辑可实时或延迟地自动学习和编码与空气的流动相关的噪声的形状和形式。通过跟踪所选择的属性,利用临时或永久存储风噪声的所选属性的有限存储器,逻辑可以消除或衰减风噪声。语音增强逻辑还可消减连续噪声和/或叽叽声、嘎嘎声、啾啾声、卡嗒声、滴答声、劈啪声、低频率乐音或其它一些语音增强系统内产生的人工声音,并且在必要时重构语音。虽然已经描述了本发明的多种实施例,但对本领域内的普通技术人员来说,很明显本发明范围还可以包括更多实施方案和实例。因此,除了受所附权利要求及其等同文件的限定之外,本发明不受任何限制。

Claims (35)

1.一种抑制语音或清音信号中风噪声的系统,其包括:
一个第一噪声检测器,它被配置成通过建模来检测来自输入信号的风冲击;和
一个噪声衰减器,它与噪声检测器电连接,用来在很大程度上去除输入信号中的风冲击。
2.如权利要求1所述的风噪声抑制系统,其中所述第一噪声检测器对部分的输入信号建模一条线。
3.如权利要求2所述的系统,其中配置所述第一噪声检测器,使其对信噪比域中的输入信号的一部分拟合一条线。
4.如权利要求1所述的系统,其中配置所述第一噪声检测器,使其通过计算信号的偏移量来对风冲击建模。
5.如权利要求1所述的系统,其中配置所述第一噪声检测器,使其阻止已建模风冲击的属性超过其各自的平均值。
6.如权利要求1所述的系统,其中配置所述第一噪声检测器,使其在检测到元音或谐波类似结构时,限制风冲击的校正。
7.如权利要求1所述的系统,其中配置所述第一噪声检测器,使其导出一个平均的风冲击模型,当检测到语音或混音信号时,将不更新该平均风冲击模型。
8.如权利要求1所述的系统,其中配置所述第一噪声检测器,使其导出一个平均的风冲击模型,该模型是通过较早分析的其它建模信号的加权平均得到的。
9.如权利要求1所述的系统,其中配置噪声衰减器,使其在很大程度上去除输入信号中的风冲击和连续噪声。
10.如权利要求1所述的系统,还包括一个与所述第一噪声检测器和噪声衰减器导电耦合的剩余衰减器,当检测到低频范围内信号功率的大幅增长时,该剩余衰减器衰减低频范围内的信号功率。
11.如权利要求1所述的系统,还包括一个与所述第一噪声检测器导电耦合的输入设备,该输入设备的配置使得声波转换为模拟信号。
12.如权利要求1所述的系统,还包括一个与所述第一噪声检测器耦合的预处理系统,该预处理系统的配置使其在所述第一噪声检测器处理输入信号之前,预处理该输入信号。
13.如权利要求12所述的系统,其中预处理系统包括空间上隔开的第一麦克风和第二麦克风,并且其配置使得可以利用到达不同检测器的信号的延迟时间。
14.如权利要求13所述的系统,还包括控制逻辑,它自动选择感应输入信号中最少数量噪声的一个麦克风和一个声道。
15.如权利要求13所述的系统,还包括一个与所述第一噪声检测器和第一麦克风耦合的第二噪声检测器。
16.一种检测语音和清音信号中噪声的系统,其包括:
一个时频变换逻辑,它将时变输入信号转换成频域;
一个与时频变换逻辑耦合的背景噪声估计器,该背景噪声估计器的配置使其可以测量出现在接收器附近的连续噪声;和
一个与背景噪声估计器耦合的风噪声检测器,该风噪声检测器被配置成通过建模而自动识别与风相关的噪声。
17.如权利要求16所述的系统,还包括一个瞬变检测器,其配置使得当检测到瞬变信号时,禁止背景噪声估计器。
18.如权利要求16所述的系统,其中风噪声检测器的配置使得导出拟合线与一部分输入信号之间的关系。
19.如权利要求16所述的系统,还包括一个与风噪声检测器耦合的信号鉴别器,该信号鉴别器的配置使其可以标记输入信号的语音和噪声段。
20.如权利要求16所述的系统,还包括一个与风噪声检测器耦合的风噪声衰减器,该风噪声衰减器的配置使其可以减少与接收机感应到的风相关的噪声。
21.如权利要求16所述的系统,其中的噪声衰减器的配置使其在很大程度上去除与输入信号中的风相关的噪声。
22.如权利要求16所述的系统,还包括一个与背景噪声估计器耦合的剩余衰减器,当检测到低频范围内的信号功率大幅增长时,可使用它衰减低频范围内的信号功率。
23.一种抑制语音或清音信号中风噪声的系统,其包括:
一个时频变换逻辑,它将时变输入信号转换成频域;
一个与时频变换逻辑耦合的背景噪声估计器,该背景噪声估计器的配置使其可以测量出现在接收器附近的连续噪声;
一个与背景噪声估计器耦合的风噪声检测器,该风噪声检测器的配置使其对一部分输入信号拟合一条线;和
一个与风噪声检测器方法耦合的风衰减器,该风衰减器的配置使其可以去除与接收器感应到的风相关的噪声。
24.一种衰减输入信号中的风冲击的方法包括:
将时变信号转换为复谱;
估计背景噪声;
当拟合线与一部分输入信号之间存在高度相关性时,检测风冲击;和
衰减输入信号的风冲击。
25.如权利要求24所述的方法,其中估计背景噪声的动作包括,当没有检测到瞬变时,估计背景噪声。
26.如权利要求24所述的方法,其中风冲击的衰减动作包括,在很大程度上去除输入信号的风冲击。
27.一种去除输入信号中风冲击的方法包括:
将时变信号转换为复谱;
估计背景噪声;
当拟合线与一部分输入信号之间存在高度相关性时,检测风冲击;和
去除输入信号的风冲击。
28.一种检测风噪声的方法,包括:
将声波转换为电信号;
以频谱方式将电信号从第一个域转换为第二个域;和
建模与风相关的一部分声波。
29.如权利要求28所述的方法,还包括导出一部分被噪声屏蔽的语音信号的逻辑。
30.如权利要求28所述的方法,还包括衰减部分声波。
31.如权利要求28所述的方法,还包括限制低频范围内的功率。
32.如权利要求28所述的方法,还包括测量由检测器感应到的连续或环境噪声。
33.如权利要求32所述的方法,还包括当检测到功率增大时禁用估计逻辑。
34.如权利要求28所述的方法,还包括使一条线与所述电信号的一部分相关,以检测风中的风冲击。
35.如权利要求28所述的方法,其中建模与风相关的一部分声波包括仅建模与风相关的声波。
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111521406A (zh) * 2020-04-10 2020-08-11 东风汽车集团有限公司 一种乘用车道路测试高速风噪分离方法

Families Citing this family (173)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6910011B1 (en) * 1999-08-16 2005-06-21 Haman Becker Automotive Systems - Wavemakers, Inc. Noisy acoustic signal enhancement
US7117149B1 (en) * 1999-08-30 2006-10-03 Harman Becker Automotive Systems-Wavemakers, Inc. Sound source classification
US8280072B2 (en) 2003-03-27 2012-10-02 Aliphcom, Inc. Microphone array with rear venting
US8019091B2 (en) 2000-07-19 2011-09-13 Aliphcom, Inc. Voice activity detector (VAD) -based multiple-microphone acoustic noise suppression
US8452023B2 (en) 2007-05-25 2013-05-28 Aliphcom Wind suppression/replacement component for use with electronic systems
US9066186B2 (en) 2003-01-30 2015-06-23 Aliphcom Light-based detection for acoustic applications
US7949522B2 (en) 2003-02-21 2011-05-24 Qnx Software Systems Co. System for suppressing rain noise
US8073689B2 (en) * 2003-02-21 2011-12-06 Qnx Software Systems Co. Repetitive transient noise removal
US7725315B2 (en) * 2003-02-21 2010-05-25 Qnx Software Systems (Wavemakers), Inc. Minimization of transient noises in a voice signal
US7895036B2 (en) * 2003-02-21 2011-02-22 Qnx Software Systems Co. System for suppressing wind noise
US8326621B2 (en) 2003-02-21 2012-12-04 Qnx Software Systems Limited Repetitive transient noise removal
US8271279B2 (en) 2003-02-21 2012-09-18 Qnx Software Systems Limited Signature noise removal
US7885420B2 (en) * 2003-02-21 2011-02-08 Qnx Software Systems Co. Wind noise suppression system
US9099094B2 (en) 2003-03-27 2015-08-04 Aliphcom Microphone array with rear venting
EP1581026B1 (en) * 2004-03-17 2015-11-11 Nuance Communications, Inc. Method for detecting and reducing noise from a microphone array
US8543390B2 (en) 2004-10-26 2013-09-24 Qnx Software Systems Limited Multi-channel periodic signal enhancement system
US8306821B2 (en) 2004-10-26 2012-11-06 Qnx Software Systems Limited Sub-band periodic signal enhancement system
US7680652B2 (en) * 2004-10-26 2010-03-16 Qnx Software Systems (Wavemakers), Inc. Periodic signal enhancement system
US7610196B2 (en) * 2004-10-26 2009-10-27 Qnx Software Systems (Wavemakers), Inc. Periodic signal enhancement system
US8170879B2 (en) * 2004-10-26 2012-05-01 Qnx Software Systems Limited Periodic signal enhancement system
US7716046B2 (en) * 2004-10-26 2010-05-11 Qnx Software Systems (Wavemakers), Inc. Advanced periodic signal enhancement
US7949520B2 (en) * 2004-10-26 2011-05-24 QNX Software Sytems Co. Adaptive filter pitch extraction
KR100657912B1 (ko) * 2004-11-18 2006-12-14 삼성전자주식회사 잡음 제거 방법 및 장치
US8284947B2 (en) * 2004-12-01 2012-10-09 Qnx Software Systems Limited Reverberation estimation and suppression system
US7813771B2 (en) 2005-01-06 2010-10-12 Qnx Software Systems Co. Vehicle-state based parameter adjustment system
DE102005012976B3 (de) * 2005-03-21 2006-09-14 Siemens Audiologische Technik Gmbh Hörvorrichtung und Verfahren zur Windgeräuschunterdrückung
US8027833B2 (en) * 2005-05-09 2011-09-27 Qnx Software Systems Co. System for suppressing passing tire hiss
US8520861B2 (en) * 2005-05-17 2013-08-27 Qnx Software Systems Limited Signal processing system for tonal noise robustness
JP2008546012A (ja) 2005-05-27 2008-12-18 オーディエンス,インコーポレイテッド オーディオ信号の分解および修正のためのシステムおよび方法
US8170875B2 (en) 2005-06-15 2012-05-01 Qnx Software Systems Limited Speech end-pointer
US8311819B2 (en) * 2005-06-15 2012-11-13 Qnx Software Systems Limited System for detecting speech with background voice estimates and noise estimates
US8019103B2 (en) * 2005-08-02 2011-09-13 Gn Resound A/S Hearing aid with suppression of wind noise
US7844453B2 (en) 2006-05-12 2010-11-30 Qnx Software Systems Co. Robust noise estimation
US8949120B1 (en) 2006-05-25 2015-02-03 Audience, Inc. Adaptive noise cancelation
JP4827675B2 (ja) * 2006-09-25 2011-11-30 三洋電機株式会社 低周波帯域音声復元装置、音声信号処理装置および録音機器
US8326620B2 (en) 2008-04-30 2012-12-04 Qnx Software Systems Limited Robust downlink speech and noise detector
US8335685B2 (en) 2006-12-22 2012-12-18 Qnx Software Systems Limited Ambient noise compensation system robust to high excitation noise
US8068620B2 (en) * 2007-03-01 2011-11-29 Canon Kabushiki Kaisha Audio processing apparatus
CN101627428A (zh) 2007-03-06 2010-01-13 日本电气株式会社 抑制杂音的方法、装置以及程序
US20080231557A1 (en) * 2007-03-20 2008-09-25 Leadis Technology, Inc. Emission control in aged active matrix oled display using voltage ratio or current ratio
US8352274B2 (en) * 2007-09-11 2013-01-08 Panasonic Corporation Sound determination device, sound detection device, and sound determination method for determining frequency signals of a to-be-extracted sound included in a mixed sound
US8904400B2 (en) 2007-09-11 2014-12-02 2236008 Ontario Inc. Processing system having a partitioning component for resource partitioning
US8850154B2 (en) 2007-09-11 2014-09-30 2236008 Ontario Inc. Processing system having memory partitioning
US8195453B2 (en) * 2007-09-13 2012-06-05 Qnx Software Systems Limited Distributed intelligibility testing system
US8694310B2 (en) 2007-09-17 2014-04-08 Qnx Software Systems Limited Remote control server protocol system
US20090088065A1 (en) * 2007-09-30 2009-04-02 Ford Global Technologies, Llc Air extractor to prevent wind throb in automobiles
US8326617B2 (en) 2007-10-24 2012-12-04 Qnx Software Systems Limited Speech enhancement with minimum gating
US8015002B2 (en) * 2007-10-24 2011-09-06 Qnx Software Systems Co. Dynamic noise reduction using linear model fitting
US8606566B2 (en) * 2007-10-24 2013-12-10 Qnx Software Systems Limited Speech enhancement through partial speech reconstruction
EP2058803B1 (en) * 2007-10-29 2010-01-20 Harman/Becker Automotive Systems GmbH Partial speech reconstruction
US8121311B2 (en) * 2007-11-05 2012-02-21 Qnx Software Systems Co. Mixer with adaptive post-filtering
US8411880B2 (en) * 2008-01-29 2013-04-02 Qualcomm Incorporated Sound quality by intelligently selecting between signals from a plurality of microphones
US8209514B2 (en) * 2008-02-04 2012-06-26 Qnx Software Systems Limited Media processing system having resource partitioning
FI122523B (fi) * 2008-04-30 2012-03-15 Metso Paper Inc Matalien taajuksien äänenvaimennin, menetelmä matalien taajuuksien äänenvaimentimen valmistamiseksi ja järjestelmä matalien taajuuksien vaimentamiseksi esimerkiksi paperitehtaiden ilmastointikanavissa
US9124708B2 (en) * 2008-07-28 2015-09-01 Broadcom Corporation Far-end sound quality indication for telephone devices
WO2010063660A2 (en) * 2008-12-05 2010-06-10 Audioasics A/S Wind noise detection method and system
FR2945696B1 (fr) * 2009-05-14 2012-02-24 Parrot Procede de selection d'un microphone parmi deux microphones ou plus, pour un systeme de traitement de la parole tel qu'un dispositif telephonique "mains libres" operant dans un environnement bruite.
US8433564B2 (en) * 2009-07-02 2013-04-30 Alon Konchitsky Method for wind noise reduction
US8600073B2 (en) * 2009-11-04 2013-12-03 Cambridge Silicon Radio Limited Wind noise suppression
US20110178800A1 (en) * 2010-01-19 2011-07-21 Lloyd Watts Distortion Measurement for Noise Suppression System
CN102195720B (zh) * 2010-03-15 2014-03-12 中兴通讯股份有限公司 一种测量机器底噪的方法和系统
US8473287B2 (en) 2010-04-19 2013-06-25 Audience, Inc. Method for jointly optimizing noise reduction and voice quality in a mono or multi-microphone system
US8538035B2 (en) 2010-04-29 2013-09-17 Audience, Inc. Multi-microphone robust noise suppression
US8781137B1 (en) * 2010-04-27 2014-07-15 Audience, Inc. Wind noise detection and suppression
WO2011140110A1 (en) * 2010-05-03 2011-11-10 Aliphcom, Inc. Wind suppression/replacement component for use with electronic systems
US9558755B1 (en) 2010-05-20 2017-01-31 Knowles Electronics, Llc Noise suppression assisted automatic speech recognition
US8447596B2 (en) 2010-07-12 2013-05-21 Audience, Inc. Monaural noise suppression based on computational auditory scene analysis
KR101739942B1 (ko) * 2010-11-24 2017-05-25 삼성전자주식회사 오디오 노이즈 제거 방법 및 이를 적용한 영상 촬영 장치
US9142207B2 (en) 2010-12-03 2015-09-22 Cirrus Logic, Inc. Oversight control of an adaptive noise canceler in a personal audio device
US8908877B2 (en) 2010-12-03 2014-12-09 Cirrus Logic, Inc. Ear-coupling detection and adjustment of adaptive response in noise-canceling in personal audio devices
US20120163622A1 (en) * 2010-12-28 2012-06-28 Stmicroelectronics Asia Pacific Pte Ltd Noise detection and reduction in audio devices
US8983833B2 (en) * 2011-01-24 2015-03-17 Continental Automotive Systems, Inc. Method and apparatus for masking wind noise
US9357307B2 (en) 2011-02-10 2016-05-31 Dolby Laboratories Licensing Corporation Multi-channel wind noise suppression system and method
US8929564B2 (en) * 2011-03-03 2015-01-06 Microsoft Corporation Noise adaptive beamforming for microphone arrays
US8948407B2 (en) 2011-06-03 2015-02-03 Cirrus Logic, Inc. Bandlimiting anti-noise in personal audio devices having adaptive noise cancellation (ANC)
US9318094B2 (en) 2011-06-03 2016-04-19 Cirrus Logic, Inc. Adaptive noise canceling architecture for a personal audio device
US9824677B2 (en) 2011-06-03 2017-11-21 Cirrus Logic, Inc. Bandlimiting anti-noise in personal audio devices having adaptive noise cancellation (ANC)
US9214150B2 (en) 2011-06-03 2015-12-15 Cirrus Logic, Inc. Continuous adaptation of secondary path adaptive response in noise-canceling personal audio devices
US9076431B2 (en) 2011-06-03 2015-07-07 Cirrus Logic, Inc. Filter architecture for an adaptive noise canceler in a personal audio device
US8848936B2 (en) 2011-06-03 2014-09-30 Cirrus Logic, Inc. Speaker damage prevention in adaptive noise-canceling personal audio devices
US8958571B2 (en) 2011-06-03 2015-02-17 Cirrus Logic, Inc. MIC covering detection in personal audio devices
JP5752324B2 (ja) * 2011-07-07 2015-07-22 ニュアンス コミュニケーションズ, インコーポレイテッド 雑音の入った音声信号中のインパルス性干渉の単一チャネル抑制
US9325821B1 (en) * 2011-09-30 2016-04-26 Cirrus Logic, Inc. Sidetone management in an adaptive noise canceling (ANC) system including secondary path modeling
RU2611973C2 (ru) * 2011-10-19 2017-03-01 Конинклейке Филипс Н.В. Ослабление шума в сигнале
RU2616534C2 (ru) * 2011-10-24 2017-04-17 Конинклейке Филипс Н.В. Ослабление шума при передаче аудиосигналов
JP5929154B2 (ja) 2011-12-15 2016-06-01 富士通株式会社 信号処理装置、信号処理方法および信号処理プログラム
CN104025030B (zh) 2011-12-30 2017-08-29 英特尔公司 减少域着色器/镶嵌器调用的方法、装置及设备
US9014387B2 (en) 2012-04-26 2015-04-21 Cirrus Logic, Inc. Coordinated control of adaptive noise cancellation (ANC) among earspeaker channels
US9142205B2 (en) 2012-04-26 2015-09-22 Cirrus Logic, Inc. Leakage-modeling adaptive noise canceling for earspeakers
US9318090B2 (en) 2012-05-10 2016-04-19 Cirrus Logic, Inc. Downlink tone detection and adaptation of a secondary path response model in an adaptive noise canceling system
US9319781B2 (en) 2012-05-10 2016-04-19 Cirrus Logic, Inc. Frequency and direction-dependent ambient sound handling in personal audio devices having adaptive noise cancellation (ANC)
US9082387B2 (en) 2012-05-10 2015-07-14 Cirrus Logic, Inc. Noise burst adaptation of secondary path adaptive response in noise-canceling personal audio devices
US9076427B2 (en) 2012-05-10 2015-07-07 Cirrus Logic, Inc. Error-signal content controlled adaptation of secondary and leakage path models in noise-canceling personal audio devices
US9123321B2 (en) 2012-05-10 2015-09-01 Cirrus Logic, Inc. Sequenced adaptation of anti-noise generator response and secondary path response in an adaptive noise canceling system
US9280984B2 (en) 2012-05-14 2016-03-08 Htc Corporation Noise cancellation method
US9949025B2 (en) * 2012-05-31 2018-04-17 University Of Mississippi Systems and methods for detecting transient acoustic signals
WO2013187946A2 (en) * 2012-06-10 2013-12-19 Nuance Communications, Inc. Wind noise detection for in-car communication systems with multiple acoustic zones
WO2013187932A1 (en) 2012-06-10 2013-12-19 Nuance Communications, Inc. Noise dependent signal processing for in-car communication systems with multiple acoustic zones
US9532139B1 (en) 2012-09-14 2016-12-27 Cirrus Logic, Inc. Dual-microphone frequency amplitude response self-calibration
US9640194B1 (en) 2012-10-04 2017-05-02 Knowles Electronics, Llc Noise suppression for speech processing based on machine-learning mask estimation
CN103780738B (zh) * 2012-10-17 2017-08-29 腾讯科技(深圳)有限公司 移动终端图像处理方法及移动终端
US9549271B2 (en) 2012-12-28 2017-01-17 Korea Institute Of Science And Technology Device and method for tracking sound source location by removing wind noise
US9107010B2 (en) 2013-02-08 2015-08-11 Cirrus Logic, Inc. Ambient noise root mean square (RMS) detector
US9369798B1 (en) 2013-03-12 2016-06-14 Cirrus Logic, Inc. Internal dynamic range control in an adaptive noise cancellation (ANC) system
US9106989B2 (en) 2013-03-13 2015-08-11 Cirrus Logic, Inc. Adaptive-noise canceling (ANC) effectiveness estimation and correction in a personal audio device
US9414150B2 (en) 2013-03-14 2016-08-09 Cirrus Logic, Inc. Low-latency multi-driver adaptive noise canceling (ANC) system for a personal audio device
US9215749B2 (en) 2013-03-14 2015-12-15 Cirrus Logic, Inc. Reducing an acoustic intensity vector with adaptive noise cancellation with two error microphones
US9635480B2 (en) 2013-03-15 2017-04-25 Cirrus Logic, Inc. Speaker impedance monitoring
US9467776B2 (en) 2013-03-15 2016-10-11 Cirrus Logic, Inc. Monitoring of speaker impedance to detect pressure applied between mobile device and ear
US9324311B1 (en) 2013-03-15 2016-04-26 Cirrus Logic, Inc. Robust adaptive noise canceling (ANC) in a personal audio device
US9208771B2 (en) 2013-03-15 2015-12-08 Cirrus Logic, Inc. Ambient noise-based adaptation of secondary path adaptive response in noise-canceling personal audio devices
US10206032B2 (en) 2013-04-10 2019-02-12 Cirrus Logic, Inc. Systems and methods for multi-mode adaptive noise cancellation for audio headsets
US9066176B2 (en) 2013-04-15 2015-06-23 Cirrus Logic, Inc. Systems and methods for adaptive noise cancellation including dynamic bias of coefficients of an adaptive noise cancellation system
US9462376B2 (en) 2013-04-16 2016-10-04 Cirrus Logic, Inc. Systems and methods for hybrid adaptive noise cancellation
US9478210B2 (en) 2013-04-17 2016-10-25 Cirrus Logic, Inc. Systems and methods for hybrid adaptive noise cancellation
US9460701B2 (en) 2013-04-17 2016-10-04 Cirrus Logic, Inc. Systems and methods for adaptive noise cancellation by biasing anti-noise level
US9578432B1 (en) 2013-04-24 2017-02-21 Cirrus Logic, Inc. Metric and tool to evaluate secondary path design in adaptive noise cancellation systems
US9264808B2 (en) 2013-06-14 2016-02-16 Cirrus Logic, Inc. Systems and methods for detection and cancellation of narrow-band noise
US9484044B1 (en) 2013-07-17 2016-11-01 Knuedge Incorporated Voice enhancement and/or speech features extraction on noisy audio signals using successively refined transforms
US9530434B1 (en) 2013-07-18 2016-12-27 Knuedge Incorporated Reducing octave errors during pitch determination for noisy audio signals
US9536540B2 (en) 2013-07-19 2017-01-03 Knowles Electronics, Llc Speech signal separation and synthesis based on auditory scene analysis and speech modeling
US9208794B1 (en) * 2013-08-07 2015-12-08 The Intellisis Corporation Providing sound models of an input signal using continuous and/or linear fitting
US9392364B1 (en) 2013-08-15 2016-07-12 Cirrus Logic, Inc. Virtual microphone for adaptive noise cancellation in personal audio devices
US9666176B2 (en) 2013-09-13 2017-05-30 Cirrus Logic, Inc. Systems and methods for adaptive noise cancellation by adaptively shaping internal white noise to train a secondary path
US9620101B1 (en) 2013-10-08 2017-04-11 Cirrus Logic, Inc. Systems and methods for maintaining playback fidelity in an audio system with adaptive noise cancellation
US9402132B2 (en) 2013-10-14 2016-07-26 Qualcomm Incorporated Limiting active noise cancellation output
US10219071B2 (en) 2013-12-10 2019-02-26 Cirrus Logic, Inc. Systems and methods for bandlimiting anti-noise in personal audio devices having adaptive noise cancellation
US9704472B2 (en) 2013-12-10 2017-07-11 Cirrus Logic, Inc. Systems and methods for sharing secondary path information between audio channels in an adaptive noise cancellation system
US10382864B2 (en) 2013-12-10 2019-08-13 Cirrus Logic, Inc. Systems and methods for providing adaptive playback equalization in an audio device
US9369557B2 (en) 2014-03-05 2016-06-14 Cirrus Logic, Inc. Frequency-dependent sidetone calibration
US9479860B2 (en) 2014-03-07 2016-10-25 Cirrus Logic, Inc. Systems and methods for enhancing performance of audio transducer based on detection of transducer status
US9648410B1 (en) 2014-03-12 2017-05-09 Cirrus Logic, Inc. Control of audio output of headphone earbuds based on the environment around the headphone earbuds
US9721580B2 (en) * 2014-03-31 2017-08-01 Google Inc. Situation dependent transient suppression
US9319784B2 (en) 2014-04-14 2016-04-19 Cirrus Logic, Inc. Frequency-shaped noise-based adaptation of secondary path adaptive response in noise-canceling personal audio devices
US9609416B2 (en) 2014-06-09 2017-03-28 Cirrus Logic, Inc. Headphone responsive to optical signaling
US10181315B2 (en) 2014-06-13 2019-01-15 Cirrus Logic, Inc. Systems and methods for selectively enabling and disabling adaptation of an adaptive noise cancellation system
DE112015003945T5 (de) 2014-08-28 2017-05-11 Knowles Electronics, Llc Mehrquellen-Rauschunterdrückung
US9478212B1 (en) 2014-09-03 2016-10-25 Cirrus Logic, Inc. Systems and methods for use of adaptive secondary path estimate to control equalization in an audio device
EP2996352B1 (en) * 2014-09-15 2019-04-17 Nxp B.V. Audio system and method using a loudspeaker output signal for wind noise reduction
US9552805B2 (en) 2014-12-19 2017-01-24 Cirrus Logic, Inc. Systems and methods for performance and stability control for feedback adaptive noise cancellation
CN104599674A (zh) * 2014-12-30 2015-05-06 西安乾易企业管理咨询有限公司 一种摄像中定向录音的系统及方法
CN104637489B (zh) * 2015-01-21 2018-08-21 华为技术有限公司 声音信号处理的方法和装置
US9330684B1 (en) * 2015-03-27 2016-05-03 Continental Automotive Systems, Inc. Real-time wind buffet noise detection
US10026388B2 (en) 2015-08-20 2018-07-17 Cirrus Logic, Inc. Feedback adaptive noise cancellation (ANC) controller and method having a feedback response partially provided by a fixed-response filter
US9578415B1 (en) 2015-08-21 2017-02-21 Cirrus Logic, Inc. Hybrid adaptive noise cancellation system with filtered error microphone signal
US10013966B2 (en) 2016-03-15 2018-07-03 Cirrus Logic, Inc. Systems and methods for adaptive active noise cancellation for multiple-driver personal audio device
US9838737B2 (en) * 2016-05-05 2017-12-05 Google Inc. Filtering wind noises in video content
KR101827276B1 (ko) * 2016-05-13 2018-03-22 엘지전자 주식회사 전자 장치 및 그 제어 방법
US9838815B1 (en) * 2016-06-01 2017-12-05 Qualcomm Incorporated Suppressing or reducing effects of wind turbulence
US10462567B2 (en) 2016-10-11 2019-10-29 Ford Global Technologies, Llc Responding to HVAC-induced vehicle microphone buffeting
EP3340642B1 (en) * 2016-12-23 2021-06-02 GN Hearing A/S Hearing device with sound impulse suppression and related method
US10186260B2 (en) * 2017-05-31 2019-01-22 Ford Global Technologies, Llc Systems and methods for vehicle automatic speech recognition error detection
US10525921B2 (en) 2017-08-10 2020-01-07 Ford Global Technologies, Llc Monitoring windshield vibrations for vehicle collision detection
US10049654B1 (en) 2017-08-11 2018-08-14 Ford Global Technologies, Llc Accelerometer-based external sound monitoring
US10308225B2 (en) 2017-08-22 2019-06-04 Ford Global Technologies, Llc Accelerometer-based vehicle wiper blade monitoring
US10339910B2 (en) * 2017-08-31 2019-07-02 GM Global Technology Operations LLC System and method for cancelling objectionable wind noise in a vehicle cabin
US10582293B2 (en) * 2017-08-31 2020-03-03 Bose Corporation Wind noise mitigation in active noise cancelling headphone system and method
CN110352334B (zh) * 2017-08-31 2022-07-19 深圳市大疆创新科技有限公司 打击检测方法、打击检测装置及装甲小车
US10562449B2 (en) 2017-09-25 2020-02-18 Ford Global Technologies, Llc Accelerometer-based external sound monitoring during low speed maneuvers
US10479300B2 (en) 2017-10-06 2019-11-19 Ford Global Technologies, Llc Monitoring of vehicle window vibrations for voice-command recognition
US11069365B2 (en) * 2018-03-30 2021-07-20 Intel Corporation Detection and reduction of wind noise in computing environments
US11341983B2 (en) * 2018-09-17 2022-05-24 Honeywell International Inc. System and method for audio noise reduction
CN111477246B (zh) * 2019-01-24 2023-11-17 腾讯科技(深圳)有限公司 语音处理方法、装置及智能终端
US11303994B2 (en) 2019-07-14 2022-04-12 Peiker Acustic Gmbh Reduction of sensitivity to non-acoustic stimuli in a microphone array
KR102263250B1 (ko) * 2019-08-22 2021-06-14 엘지전자 주식회사 엔진 소음 제거 장치 및 엔진 소음 제거 방법
CN110838302B (zh) * 2019-11-15 2022-02-11 北京天泽智云科技有限公司 基于信号能量尖峰识别的音频分割方法
CN111754968B (zh) * 2020-06-15 2023-12-22 中科上声(苏州)电子有限公司 一种用于车辆的风噪控制方法及装置
CN111901550A (zh) * 2020-07-21 2020-11-06 陈庆梅 利用内容分析的信号还原系统
CN114079835A (zh) * 2020-08-18 2022-02-22 华为技术有限公司 一种电子设备及腕部穿戴设备
GB2602277A (en) * 2020-12-22 2022-06-29 Daimler Ag A method for reducing buffeting of a window by a window device as well as a corresponding window device
CN112992190B (zh) * 2021-02-02 2021-12-10 北京字跳网络技术有限公司 音频信号的处理方法、装置、电子设备和存储介质
CN113707170A (zh) * 2021-08-30 2021-11-26 展讯通信(上海)有限公司 风噪声抑制方法、电子设备和存储介质
CN115326193B (zh) * 2022-10-12 2023-08-25 江苏泰洁检测技术股份有限公司 一种工厂作业环境智能监测与评估方法

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH06269084A (ja) * 1993-03-16 1994-09-22 Sony Corp 風雑音低減装置
JPH06319193A (ja) * 1993-05-07 1994-11-15 Sanyo Electric Co Ltd 収音装置を備えたビデオカメラ
CN1325222A (zh) * 2000-04-08 2001-12-05 阿尔卡塔尔公司 时域噪声抑制
US20020071573A1 (en) * 1997-09-11 2002-06-13 Finn Brian M. DVE system with customized equalization

Family Cites Families (129)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4454609A (en) 1981-10-05 1984-06-12 Signatron, Inc. Speech intelligibility enhancement
US4531228A (en) 1981-10-20 1985-07-23 Nissan Motor Company, Limited Speech recognition system for an automotive vehicle
US4486900A (en) 1982-03-30 1984-12-04 At&T Bell Laboratories Real time pitch detection by stream processing
US5146539A (en) 1984-11-30 1992-09-08 Texas Instruments Incorporated Method for utilizing formant frequencies in speech recognition
US4630305A (en) 1985-07-01 1986-12-16 Motorola, Inc. Automatic gain selector for a noise suppression system
US4630304A (en) 1985-07-01 1986-12-16 Motorola, Inc. Automatic background noise estimator for a noise suppression system
GB8613327D0 (en) 1986-06-02 1986-07-09 British Telecomm Speech processor
US4843562A (en) 1987-06-24 1989-06-27 Broadcast Data Systems Limited Partnership Broadcast information classification system and method
US4845466A (en) 1987-08-17 1989-07-04 Signetics Corporation System for high speed digital transmission in repetitive noise environment
US4811404A (en) * 1987-10-01 1989-03-07 Motorola, Inc. Noise suppression system
IL84902A (en) * 1987-12-21 1991-12-15 D S P Group Israel Ltd Digital autocorrelation system for detecting speech in noisy audio signal
IL84948A0 (en) 1987-12-25 1988-06-30 D S P Group Israel Ltd Noise reduction system
US5027410A (en) 1988-11-10 1991-06-25 Wisconsin Alumni Research Foundation Adaptive, programmable signal processing and filtering for hearing aids
CN1013525B (zh) 1988-11-16 1991-08-14 中国科学院声学研究所 认人与不认人实时语音识别的方法和装置
JP2974423B2 (ja) 1991-02-13 1999-11-10 シャープ株式会社 ロンバード音声認識方法
US5680508A (en) 1991-05-03 1997-10-21 Itt Corporation Enhancement of speech coding in background noise for low-rate speech coder
JP3094517B2 (ja) 1991-06-28 2000-10-03 日産自動車株式会社 能動型騒音制御装置
US5809152A (en) 1991-07-11 1998-09-15 Hitachi, Ltd. Apparatus for reducing noise in a closed space having divergence detector
US5251263A (en) 1992-05-22 1993-10-05 Andrea Electronics Corporation Adaptive noise cancellation and speech enhancement system and apparatus therefor
US5426704A (en) 1992-07-22 1995-06-20 Pioneer Electronic Corporation Noise reducing apparatus
US5617508A (en) 1992-10-05 1997-04-01 Panasonic Technologies Inc. Speech detection device for the detection of speech end points based on variance of frequency band limited energy
US5442712A (en) 1992-11-25 1995-08-15 Matsushita Electric Industrial Co., Ltd. Sound amplifying apparatus with automatic howl-suppressing function
US5400409A (en) 1992-12-23 1995-03-21 Daimler-Benz Ag Noise-reduction method for noise-affected voice channels
DE4243831A1 (de) 1992-12-23 1994-06-30 Daimler Benz Ag Verfahren zur Laufzeitschätzung an gestörten Sprachkanälen
US5692104A (en) 1992-12-31 1997-11-25 Apple Computer, Inc. Method and apparatus for detecting end points of speech activity
US5583961A (en) 1993-03-25 1996-12-10 British Telecommunications Public Limited Company Speaker recognition using spectral coefficients normalized with respect to unequal frequency bands
AU682177B2 (en) 1993-03-31 1997-09-25 British Telecommunications Public Limited Company Speech processing
SG50489A1 (en) 1993-03-31 1998-07-20 British Telecomm Connected speech recognition
US5526466A (en) 1993-04-14 1996-06-11 Matsushita Electric Industrial Co., Ltd. Speech recognition apparatus
US6208268B1 (en) 1993-04-30 2001-03-27 The United States Of America As Represented By The Secretary Of The Navy Vehicle presence, speed and length detecting system and roadway installed detector therefor
CA2125220C (en) 1993-06-08 2000-08-15 Joji Kane Noise suppressing apparatus capable of preventing deterioration in high frequency signal characteristic after noise suppression and in balanced signal transmitting system
NO941999L (no) 1993-06-15 1994-12-16 Ontario Hydro Automatisert intelligent overvåkingssystem
US5710862A (en) * 1993-06-30 1998-01-20 Motorola, Inc. Method and apparatus for reducing an undesirable characteristic of a spectral estimate of a noise signal between occurrences of voice signals
DE69428119T2 (de) 1993-07-07 2002-03-21 Picturetel Corp Verringerung des hintergrundrauschens zur sprachverbesserung
US5651071A (en) 1993-09-17 1997-07-22 Audiologic, Inc. Noise reduction system for binaural hearing aid
US5485522A (en) 1993-09-29 1996-01-16 Ericsson Ge Mobile Communications, Inc. System for adaptively reducing noise in speech signals
US5495415A (en) 1993-11-18 1996-02-27 Regents Of The University Of Michigan Method and system for detecting a misfire of a reciprocating internal combustion engine
JP3235925B2 (ja) 1993-11-19 2001-12-04 松下電器産業株式会社 ハウリング抑制装置
US5586028A (en) 1993-12-07 1996-12-17 Honda Giken Kogyo Kabushiki Kaisha Road surface condition-detecting system and anti-lock brake system employing same
US5568559A (en) 1993-12-17 1996-10-22 Canon Kabushiki Kaisha Sound processing apparatus
US5574824A (en) * 1994-04-11 1996-11-12 The United States Of America As Represented By The Secretary Of The Air Force Analysis/synthesis-based microphone array speech enhancer with variable signal distortion
US5502688A (en) 1994-11-23 1996-03-26 At&T Corp. Feedforward neural network system for the detection and characterization of sonar signals with characteristic spectrogram textures
JPH10509256A (ja) 1994-11-25 1998-09-08 ケイ. フインク,フレミング ピッチ操作器を使用する音声信号の変換方法
JP3453898B2 (ja) 1995-02-17 2003-10-06 ソニー株式会社 音声信号の雑音低減方法及び装置
US5727072A (en) 1995-02-24 1998-03-10 Nynex Science & Technology Use of noise segmentation for noise cancellation
US5878389A (en) 1995-06-28 1999-03-02 Oregon Graduate Institute Of Science & Technology Method and system for generating an estimated clean speech signal from a noisy speech signal
US5701344A (en) 1995-08-23 1997-12-23 Canon Kabushiki Kaisha Audio processing apparatus
US5584295A (en) 1995-09-01 1996-12-17 Analogic Corporation System for measuring the period of a quasi-periodic signal
US5949888A (en) 1995-09-15 1999-09-07 Hughes Electronics Corporaton Comfort noise generator for echo cancelers
FI99062C (fi) 1995-10-05 1997-09-25 Nokia Mobile Phones Ltd Puhesignaalin taajuuskorjaus matkapuhelimessa
US6434246B1 (en) 1995-10-10 2002-08-13 Gn Resound As Apparatus and methods for combining audio compression and feedback cancellation in a hearing aid
FI100840B (fi) 1995-12-12 1998-02-27 Nokia Mobile Phones Ltd Kohinanvaimennin ja menetelmä taustakohinan vaimentamiseksi kohinaises ta puheesta sekä matkaviestin
US5859420A (en) * 1996-02-12 1999-01-12 Dew Engineering And Development Limited Optical imaging device
DE19629132A1 (de) 1996-07-19 1998-01-22 Daimler Benz Ag Verfahren zur Verringerung von Störungen eines Sprachsignals
US6130949A (en) 1996-09-18 2000-10-10 Nippon Telegraph And Telephone Corporation Method and apparatus for separation of source, program recorded medium therefor, method and apparatus for detection of sound source zone, and program recorded medium therefor
JP3152160B2 (ja) 1996-11-13 2001-04-03 ヤマハ株式会社 ハウリング検出防止回路及びそれを用いた拡声装置
US5920834A (en) 1997-01-31 1999-07-06 Qualcomm Incorporated Echo canceller with talk state determination to control speech processor functional elements in a digital telephone system
US5933495A (en) 1997-02-07 1999-08-03 Texas Instruments Incorporated Subband acoustic noise suppression
US6167375A (en) 1997-03-17 2000-12-26 Kabushiki Kaisha Toshiba Method for encoding and decoding a speech signal including background noise
FI113903B (fi) 1997-05-07 2004-06-30 Nokia Corp Puheen koodaus
AU8102198A (en) 1997-07-01 1999-01-25 Partran Aps A method of noise reduction in speech signals and an apparatus for performing the method
US6122384A (en) * 1997-09-02 2000-09-19 Qualcomm Inc. Noise suppression system and method
US6173074B1 (en) 1997-09-30 2001-01-09 Lucent Technologies, Inc. Acoustic signature recognition and identification
DE19747885B4 (de) 1997-10-30 2009-04-23 Harman Becker Automotive Systems Gmbh Verfahren zur Reduktion von Störungen akustischer Signale mittels der adaptiven Filter-Methode der spektralen Subtraktion
US6192134B1 (en) 1997-11-20 2001-02-20 Conexant Systems, Inc. System and method for a monolithic directional microphone array
SE515674C2 (sv) 1997-12-05 2001-09-24 Ericsson Telefon Ab L M Apparat och metod för brusreducering
US6163608A (en) 1998-01-09 2000-12-19 Ericsson Inc. Methods and apparatus for providing comfort noise in communications systems
US6415253B1 (en) 1998-02-20 2002-07-02 Meta-C Corporation Method and apparatus for enhancing noise-corrupted speech
US6175602B1 (en) * 1998-05-27 2001-01-16 Telefonaktiebolaget Lm Ericsson (Publ) Signal noise reduction by spectral subtraction using linear convolution and casual filtering
PT1002498E (pt) * 1998-06-05 2012-04-11 Sumitomo Bakelite Co Dispositivo auxiliar para um bypass de artéria coronária pulsátil
US7072831B1 (en) 1998-06-30 2006-07-04 Lucent Technologies Inc. Estimating the noise components of a signal
US6453285B1 (en) 1998-08-21 2002-09-17 Polycom, Inc. Speech activity detector for use in noise reduction system, and methods therefor
US6507814B1 (en) 1998-08-24 2003-01-14 Conexant Systems, Inc. Pitch determination using speech classification and prior pitch estimation
US6108610A (en) 1998-10-13 2000-08-22 Noise Cancellation Technologies, Inc. Method and system for updating noise estimates during pauses in an information signal
US6711536B2 (en) 1998-10-20 2004-03-23 Canon Kabushiki Kaisha Speech processing apparatus and method
US6768979B1 (en) 1998-10-22 2004-07-27 Sony Corporation Apparatus and method for noise attenuation in a speech recognition system
US6289309B1 (en) 1998-12-16 2001-09-11 Sarnoff Corporation Noise spectrum tracking for speech enhancement
CA2358203A1 (en) 1999-01-07 2000-07-13 Tellabs Operations, Inc. Method and apparatus for adaptively suppressing noise
US7062049B1 (en) 1999-03-09 2006-06-13 Honda Giken Kogyo Kabushiki Kaisha Active noise control system
JP2000261530A (ja) * 1999-03-10 2000-09-22 Nippon Telegr & Teleph Corp <Ntt> 通話装置
JP3454190B2 (ja) 1999-06-09 2003-10-06 三菱電機株式会社 雑音抑圧装置および方法
US6910011B1 (en) 1999-08-16 2005-06-21 Haman Becker Automotive Systems - Wavemakers, Inc. Noisy acoustic signal enhancement
US7117149B1 (en) 1999-08-30 2006-10-03 Harman Becker Automotive Systems-Wavemakers, Inc. Sound source classification
US6405168B1 (en) 1999-09-30 2002-06-11 Conexant Systems, Inc. Speaker dependent speech recognition training using simplified hidden markov modeling and robust end-point detection
JP3454206B2 (ja) 1999-11-10 2003-10-06 三菱電機株式会社 雑音抑圧装置及び雑音抑圧方法
US20030123644A1 (en) 2000-01-26 2003-07-03 Harrow Scott E. Method and apparatus for removing audio artifacts
JP2001215992A (ja) 2000-01-31 2001-08-10 Toyota Motor Corp 音声認識装置
US6615170B1 (en) 2000-03-07 2003-09-02 International Business Machines Corporation Model-based voice activity detection system and method using a log-likelihood ratio and pitch
US6766292B1 (en) 2000-03-28 2004-07-20 Tellabs Operations, Inc. Relative noise ratio weighting techniques for adaptive noise cancellation
AU2001257333A1 (en) * 2000-04-26 2001-11-07 Sybersay Communications Corporation Adaptive speech filter
US6647365B1 (en) 2000-06-02 2003-11-11 Lucent Technologies Inc. Method and apparatus for detecting noise-like signal components
US6741873B1 (en) 2000-07-05 2004-05-25 Motorola, Inc. Background noise adaptable speaker phone for use in a mobile communication device
US6587816B1 (en) 2000-07-14 2003-07-01 International Business Machines Corporation Fast frequency-domain pitch estimation
DE10041456A1 (de) 2000-08-23 2002-03-07 Philips Corp Intellectual Pty Verfahren zum Steuern von Geräten mittels Sprachsignalen, insbesondere bei Kraftfahrzeugen
DE10045197C1 (de) * 2000-09-13 2002-03-07 Siemens Audiologische Technik Verfahren zum Betrieb eines Hörhilfegerätes oder Hörgerätessystems sowie Hörhilfegerät oder Hörgerätesystem
DE10048530A1 (de) * 2000-09-30 2002-04-18 Porsche Ag Befestigungsvorrichtung für ein Modul
US7117145B1 (en) 2000-10-19 2006-10-03 Lear Corporation Adaptive filter for speech enhancement in a noisy environment
US7260236B2 (en) * 2001-01-12 2007-08-21 Sonionmicrotronic Nederland B.V. Wind noise suppression in directional microphones
FR2820227B1 (fr) 2001-01-30 2003-04-18 France Telecom Procede et dispositif de reduction de bruit
US7617099B2 (en) * 2001-02-12 2009-11-10 FortMedia Inc. Noise suppression by two-channel tandem spectrum modification for speech signal in an automobile
JP4569015B2 (ja) 2001-02-28 2010-10-27 ソニー株式会社 広帯域アレイアンテナ
DE10118653C2 (de) 2001-04-14 2003-03-27 Daimler Chrysler Ag Verfahren zur Geräuschreduktion
US6782363B2 (en) 2001-05-04 2004-08-24 Lucent Technologies Inc. Method and apparatus for performing real-time endpoint detection in automatic speech recognition
US6859420B1 (en) * 2001-06-26 2005-02-22 Bbnt Solutions Llc Systems and methods for adaptive wind noise rejection
US7092877B2 (en) 2001-07-31 2006-08-15 Turk & Turk Electric Gmbh Method for suppressing noise as well as a method for recognizing voice signals
US6959276B2 (en) * 2001-09-27 2005-10-25 Microsoft Corporation Including the category of environmental noise when processing speech signals
FR2830145B1 (fr) * 2001-09-27 2004-04-16 Cit Alcatel Systeme de demultiplexage optique de bandes de longueurs d'ondes
US6937980B2 (en) 2001-10-02 2005-08-30 Telefonaktiebolaget Lm Ericsson (Publ) Speech recognition using microphone antenna array
US7386217B2 (en) 2001-12-14 2008-06-10 Hewlett-Packard Development Company, L.P. Indexing video by detecting speech and music in audio
US7171008B2 (en) * 2002-02-05 2007-01-30 Mh Acoustics, Llc Reducing noise in audio systems
US20030216907A1 (en) 2002-05-14 2003-11-20 Acoustic Technologies, Inc. Enhancing the aural perception of speech
US7047047B2 (en) 2002-09-06 2006-05-16 Microsoft Corporation Non-linear observation model for removing noise from corrupted signals
US7146316B2 (en) 2002-10-17 2006-12-05 Clarity Technologies, Inc. Noise reduction in subbanded speech signals
JP4352790B2 (ja) 2002-10-31 2009-10-28 セイコーエプソン株式会社 音響モデル作成方法および音声認識装置ならびに音声認識装置を有する乗り物
SG128434A1 (en) 2002-11-01 2007-01-30 Nanyang Polytechnic Embedded sensor system for tracking moving objects
US7340068B2 (en) * 2003-02-19 2008-03-04 Oticon A/S Device and method for detecting wind noise
US7895036B2 (en) 2003-02-21 2011-02-22 Qnx Software Systems Co. System for suppressing wind noise
US7949522B2 (en) 2003-02-21 2011-05-24 Qnx Software Systems Co. System for suppressing rain noise
US7885420B2 (en) 2003-02-21 2011-02-08 Qnx Software Systems Co. Wind noise suppression system
US7725315B2 (en) 2003-02-21 2010-05-25 Qnx Software Systems (Wavemakers), Inc. Minimization of transient noises in a voice signal
US8073689B2 (en) 2003-02-21 2011-12-06 Qnx Software Systems Co. Repetitive transient noise removal
CN1771533A (zh) 2003-05-27 2006-05-10 皇家飞利浦电子股份有限公司 音频编码
US7492889B2 (en) 2004-04-23 2009-02-17 Acoustic Technologies, Inc. Noise suppression based on bark band wiener filtering and modified doblinger noise estimate
US7433463B2 (en) 2004-08-10 2008-10-07 Clarity Technologies, Inc. Echo cancellation and noise reduction method
US7383179B2 (en) 2004-09-28 2008-06-03 Clarity Technologies, Inc. Method of cascading noise reduction algorithms to avoid speech distortion
US7716046B2 (en) 2004-10-26 2010-05-11 Qnx Software Systems (Wavemakers), Inc. Advanced periodic signal enhancement
US8284947B2 (en) 2004-12-01 2012-10-09 Qnx Software Systems Limited Reverberation estimation and suppression system
US8027833B2 (en) 2005-05-09 2011-09-27 Qnx Software Systems Co. System for suppressing passing tire hiss
US8170875B2 (en) 2005-06-15 2012-05-01 Qnx Software Systems Limited Speech end-pointer

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH06269084A (ja) * 1993-03-16 1994-09-22 Sony Corp 風雑音低減装置
JPH06319193A (ja) * 1993-05-07 1994-11-15 Sanyo Electric Co Ltd 収音装置を備えたビデオカメラ
US20020071573A1 (en) * 1997-09-11 2002-06-13 Finn Brian M. DVE system with customized equalization
CN1325222A (zh) * 2000-04-08 2001-12-05 阿尔卡塔尔公司 时域噪声抑制

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
Improved noise reduction for hands-free car phones utilizinginformation on vehicle and engine speed. PUDER H ET AL.SIGNAL PROCESSING X THEORIES AND APPLICATIONS. PROCEEDINGS,Vol.3 . 2000 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111521406A (zh) * 2020-04-10 2020-08-11 东风汽车集团有限公司 一种乘用车道路测试高速风噪分离方法
CN111521406B (zh) * 2020-04-10 2021-04-27 东风汽车集团有限公司 一种乘用车道路测试高速风噪分离方法

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