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    • 5. 发明授权
    • Speech classifier and method using delay elements
    • 语音分类器和使用延迟元素的方法
    • US6038535A
    • 2000-03-14
    • US45917
    • 1998-03-23
    • William Michael Campbell
    • William Michael Campbell
    • G10L15/06G10L15/08G10L7/08
    • G10L15/08G10L15/063
    • Classifiers (110) and a selector (112) perform an identification method (300) to identify an ordered set of vectors (e.g., spoken commands, phoneme identification, radio signatures, communication channels, etc.) representing a class as one of a predetermined set of classes. Training processor (104) performs a training method (200) to train a set of models and store the models in a model memory (108). Classifiers (110) receive models from the model memory and combine the models with the ordered set of vectors to determine a set of scores. The selector associates the set of scores with the predetermined set of classes to identify the ordered set of vectors as a class from the predetermined set of classes.
    • 分类器(110)和选择器(112)执行识别方法(300)以将表示类的有序矢量集(例如,口语命令,音素识别,无线电签名,通信信道等)标识为预定的 一套课。 训练处理器(104)执行训练方法(200)以训练一组模型并将模型存储在模型存储器(108)中。 分类器(110)从模型存储器接收模型,并将模型与有序矢量集合组合以确定一组分数。 所述选择器将所述分数​​集与所述预定类的集合相关联,以从所述预定类的集合中将所述有序向量集合识别为类。
    • 9. 发明授权
    • Method and apparatus for inerative training of a classification system
    • 分类系统的无人训练的方法和装置
    • US06571229B1
    • 2003-05-27
    • US09584155
    • 2000-05-31
    • William Michael Campbell
    • William Michael Campbell
    • G06F1518
    • G06K9/6287G06F17/12G10L17/08
    • A process and apparatus for solving the product y=Rw, where R is a matrix and w is a vector. The process includes a steps of using a matrix outer product structure of R to determine all of the unique entries in R and storing the unique monomials. A different unique number is assigned to unique entries so that each unique entry has an associated number, and the associated numbers are stored. Rw is then solved using the stored associated numbers to obtain a result in terms of the associated numbers, and converting the result to entries from the matrix R. In the preferred embodiment, the process is used for iterative training in a classification system and especially a classification system on a portable platform.
    • 用于求解乘积y = Rw的过程和装置,其中R是矩阵,w是向量。 该过程包括使用R的矩阵外积结构来确定R中的所有唯一条目并存储唯一单项式的步骤。 将不同的唯一编号分配给唯一条目,以便每个唯一条目都具有相关号码,并存储相关号码。 然后使用所存储的关联号码来解决Rw,以获得关于相关号码的结果,并将结果转换为来自矩阵R的条目。在优选实施例中,该过程用于分类系统中的迭代训练,特别是 便携式平台上的分类系统。
    • 10. 发明授权
    • Method and apparatus for adaptive rate communication system
    • 自适应速率通信系统的方法和装置
    • US5940439A
    • 1999-08-17
    • US806783
    • 1997-02-26
    • John Eric KleiderClifford Allan WoodWilliam Michael Campbell
    • John Eric KleiderClifford Allan WoodWilliam Michael Campbell
    • H04L1/00H04B17/00H04B3/46H04Q1/20
    • H04L1/0071H04L1/0003H04L1/0009H04L1/0014H04L1/0026H04L1/0038
    • A system is disclosed for an adaptive rate voice system to provide improvements in coded operation over changing communication channel (50) conditions. This adaptive rate system efficiently determines optimal voice/channel coding rates , coding strategies and modulation/demodulation for optimum voice quality and intelligibility. A system state estimator (100), channel status estimator (110) and channel status monitor (120) provides feedback in the system to optimize the communication channel. The system maintains a continuous link despite changing channel conditions and minimizes delays through the system. Even though simple in design, it provides relatively low complexity and powerful channel coding operation. Operating conditions are thus extended for CDMA and portable communication systems. Voice intelligibility is preserved in extremely noisy or even hostile channel conditions.
    • 公开了一种用于自适应速率语音系统的系统,以在改变通信信道(50)条件下提供编码操作的改进。 该自适应速率系统有效地确定了最佳语音/信道编码率,编码策略和调制/解调,以获得最佳语音质量和可理解性。 系统状态估计器(100),信道状态估计器(110)和信道状态监视器(120)在系统中提供反馈以优化通信信道。 尽管改变了通道条件,系统仍保持连续的链接,并通过系统减少了延迟。 即使设计简单,它提供相对较低的复杂性和强大的信道编码操作。 因此,CDMA和便携式通信系统的工作条件得到扩展。 语音清晰度保持在极其嘈杂或甚至敌对的频道条件下。