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    • 1. 发明授权
    • Programmable synapse for neural network applications
    • 神经网络应用的可编程突触
    • US5353382A
    • 1994-10-04
    • US597390
    • 1990-10-15
    • Amnon YarivCharles F. NeugebauerAharon J. Agranat
    • Amnon YarivCharles F. NeugebauerAharon J. Agranat
    • G06N3/063H03K19/21
    • G06N3/063
    • A synapse for neural network applications providing four quadrant feed-forward and feed-back modes in addition to an outer-product learning capability allowing learning in-situ. The invention, in its preferred embodiment, utilizes a novel two-transistor implementation which permits each synapse to be built in an integrated circuit chip surface area of only 20 by 20 micrometers. One of the two transistors at each synapse of the present invention comprises a floating gate structure composed of a floating gate electrode and a control electrode which permits learning upon application of incident ultraviolet light. During ultraviolet light application, a floating gate electrode voltage may be altered to modify the weight of each synapse in accordance with preselected criteria, based upon the input and output weight change vector elements corresponding to that particular matrix element. The second transistor corresponding to each synapse of the present invention provides a novel method for applying a voltage to the control electrode of the aforementioned floating gate structure of the first transistor. The voltage applied to the control electrode and thus the proportionate change in the floating gate electrode of the first transistor may be made proportional to the product of the corresponding input weight change vector element and the corresponding output weight change vector element, by using slope controllable ramp generators and phase controllable pulse generators, only one set of which must be provided for the entire matrix of synapses herein disclosed.
    • 提供四象限前馈和反馈模式的神经网络应用程序的突触,以及允许原位学习的外部产品学习能力。 在其优选实施例中,本发明利用了一种新颖的双晶体管实现,其允许每个突触内置在只有20×20微米的集成电路芯片表面积中。 在本发明的每个突触处的两个晶体管中的一个包括由浮置栅极电极和控制电极构成的浮动栅极结构,其允许在施加入射的紫外光时学习。 在紫外线照射期间,可以根据与特定矩阵元素对应的输入和输出权重变化向量元素,根据预先选择的标准改变浮栅电极电压以改变每个突触的重量。 对应于本发明的每个突触的第二晶体管提供了一种向第一晶体管的上述浮置栅极结构的控制电极施加电压的新方法。 施加到控制电极的电压以及因此第一晶体管的浮置栅电极的比例变化可以通过使用斜率可控斜坡与相应的输入权重变化向量元素和相应的输出权重变化向量元素的乘积成比例 发生器和相位可控脉冲发生器,必须为本文公开的突触整个基体提供其中一组。
    • 2. 发明授权
    • Charge domain bit serial vector-matrix multiplier and method thereof
    • 电荷域位串行矢量矩阵乘法器及其方法
    • US5258934A
    • 1993-11-02
    • US522772
    • 1990-05-14
    • Aharon J. AgranatCharles F. NeugebauerAmnon Yariv
    • Aharon J. AgranatCharles F. NeugebauerAmnon Yariv
    • G06E1/04G06N3/067G06G7/16G06J7/12
    • G06E1/045G06N3/0675
    • A charge domain bit serial vector matrix multiplier for real time signal processing of mixed digital/analog signals for implementing opto-electronic neural networks and other signal processing functions. A combination of CCD and DCSD arrays permits vector/matrix multiplication with better than 10.sup.11 multiply accumulates per second on a one square centimeter chip. The CCD array portion of the invention is used to load and move charge packets into the DCSD array for processing therein. The CCD array is also used to empty the matrix of unwanted charge. The DCSD array is designed to store a plurality of charge packets representing the respective matrix values such as the synaptic interaction matrix of a neural network. The vector multiplicand may be applied in bit serial format. The row or sensor lines of the DCSD array are used to accumulate the results of the multiply operation. Each such row output line is provided with a divide-by-two/accumulate CCD circuit which automatically compensates for the increasing value of the input vector element's bits from least significant bit to most significant bit. In a similar fashion each row output line can be provided with a multiply-by-two/accumulate CCD circuit which automatically accounts for the decreasing value of the input vector element's bits from most significant bit to least significant bit. The accumulated charge packet output of the array may be preferably converted to a digital signal compatible with the input vector configuration by utilizing a plurality of analog-to-digital converters.
    • 一种电荷域位串行矢量矩阵乘法器,用于实现光电神经网络和其他信号处理功能的混合数字/模拟信号的实时信号处理。 CCD和DCSD阵列的组合允许在一平方厘米芯片上以每秒1011次乘积累加的向量/矩阵乘法。 本发明的CCD阵列部分用于加载和移动电荷包到DCSD阵列中以在其中进行处理。 CCD阵列也用于清空不需要的电荷的矩阵。 DCSD阵列被设计为存储表示各个矩阵值的多个电荷分组,例如神经网络的突触相互作用矩阵。 向量被乘数可以位串行格式应用。 DCSD阵列的行或传感器线用于累加乘法运算的结果。 每个这样的行输出线被提供有二分频/累积CCD电路,其自动补偿从最低有效位到最高有效位的输入向量元素的比特的增加值。 以类似的方式,每行输出线可以被提供有乘以二/累积的CCD电路,其自动地将输入向量元素的位的值从最高有效位到最低有效位解算。 通过利用多个模数转换器,阵列的累积电荷分组输出可以优选地被转换成与输入矢量配置兼容的数字信号。
    • 3. 发明授权
    • Parallel optoelectronic neural network processors
    • 平行光电神经网络处理器
    • US5008833A
    • 1991-04-16
    • US495781
    • 1990-03-19
    • Aharon J. AgranatCharles F. NeugebauerAmnon Yariv
    • Aharon J. AgranatCharles F. NeugebauerAmnon Yariv
    • G06N3/063G06N3/067
    • G06N3/0675G06N3/063
    • Several embodiments of neural processors implemented on a VLSI circuit chip are disclosed, all of which are capable of entering a matrix T into an array of photosensitive devices which may be charge coupled or charge injection devices (CCD or CID). Using CCD's to receive and store the synapses of the matrix T from a spatial light modulator, or other optical means of projecting an array of pixels, semiparallel synchronous operation is achieved. Using CID's, full parallel synchronous operation is achieved. And using phototransistors to receive the array of pixels, full parallel and asynchronous operation is achieved. In the latter case, the source of the pixel matrix must provide the memory necessary for the matrix T. In the other cases, the source of the pixel matrix may be turned off after the matrix T has been entered and stored by the CCD's or CID's.
    • 公开了在VLSI电路芯片上实现的神经处理器的几个实施例,所有这些实施例都能够将矩阵T输入到可以是电荷耦合或电荷注入装置(CCD或CID)的光敏器件的阵列中。 使用CCD从空间光调制器或投影像素阵列的其他光学装置接收和存储矩阵T的突触,实现了半平行同步操作。 使用CID,实现了全并行同步操作。 并且使用光电晶体管接收像素阵列,实现完全并行和异步操作。 在后一种情况下,像素矩阵的源必须提供矩阵T所需的存储器。在其他情况下,可以在矩阵T被输入并被CCD或CID的存储器 。
    • 4. 发明授权
    • Method and apparatus for making highly accurate potential well
adjustments in CCD's
    • 在CCD中进行高精度势阱调整的方法和装置
    • US5270559A
    • 1993-12-14
    • US967383
    • 1992-10-29
    • Amnon YarivCharles F. NeugebauerAharon J. Agranat
    • Amnon YarivCharles F. NeugebauerAharon J. Agranat
    • H01L29/423H01L29/78
    • H01L29/42396
    • An adjustable CCD gate structure utilizing ultra-violet light activated floating gates, wherein a floating polysilicon gate is used between a CCD electrode and the underlying substrate to provide a fixed voltage bias to the CCD gate during the manufacturing process thereof The floating gate is programmed with a desired voltage bias during the application of ultra-violet light and is thereafter fixed at that adjusted level, upon the removal of the ultra-violet light. Thus, the method of the present invention comprises the steps of providing a CCD gate structure in which there is such a floating polysilicon gate between the CCD electrode and the underlying substrate; applying an ultra-violet light activation to the floating polysilicon gate; applying a voltage to the conventional CCD electrode which is resistively coupled to the floating electrode for adjusting the bias on the floating electrode to a desired level; and then removing the ultra-violet light to fix the voltage bias at the floating polysilicon gate at a permanant level.
    • 利用紫外光激活浮栅的可调CCD门结构,其中在CCD电极和底层衬底之间使用浮动多晶硅栅极,以在其制造过程期间向CCD栅极提供固定的电压偏置。浮栅用 在施加紫外光期间的期望的电压偏压,然后在去除紫外线时固定在该调节水平。 因此,本发明的方法包括以下步骤:提供CCD栅极结构,其中在CCD电极和下面的衬底之间存在这样的浮置多晶硅栅极; 将紫外光激活施加到浮动多晶硅栅极; 向传统的CCD电极施加电压,该CCD电极电阻耦合到浮动电极,用于将浮动电极上的偏压调节至所需的电平; 然后去除紫外光以将浮动多晶硅栅极处的电压偏置固定在永久水平。
    • 5. 发明授权
    • Non-destructive charge domain multiplier and process thereof
    • 非破坏性电荷域倍增器及其工艺
    • US5054040A
    • 1991-10-01
    • US534250
    • 1990-06-07
    • Amnon YarivCharles T. NeugebauerAharon J. Agranat
    • Amnon YarivCharles T. NeugebauerAharon J. Agranat
    • G11C19/28
    • G11C19/285
    • A non-destructive charge domain multiplier and process thereof wherein the unique characteristics of the charge coupled device permits sensing the size of the charge packet as it moves past an electrode and creating a new charge packet proportional to the product of the original packet and an externally applied value. The device non-destructively senses the size of the charge packet and multiplies it with another value using a multiple metering gate variation of the "Fill and Spill" technique. The present invention therefore constitutes a unique CCD configuration which creates as an output, a charge packet proportional to the product of the charge in an input packet and an externally applied value. Thus, the present invention enables the performance of non-linear operations by CCD integrated circuits.
    • 一种非破坏性电荷域倍增器及其过程,其中电荷耦合器件的独特特性允许在电荷包移动通过电极时感测电荷包的尺寸,并产生与原始包和外部产品成比例的新电荷包 应用价值。 该装置非破坏性地感测电荷分组的大小,并使用“填充和溢出”技术的多个计量门变化将其与另一个值相乘。 因此,本发明构成了独特的CCD配置,其产生与输入分组中的电荷与外部应用值成正比的电荷分组作为输出。 因此,本发明能够实现CCD集成电路的非线性操作。
    • 6. 发明授权
    • Parallel CCD memory chip and method of matching therewith
    • 并行CCD存储芯片及其匹配方法
    • US5386384A
    • 1995-01-31
    • US28124
    • 1993-03-09
    • Volnei A. PedroniAmnon YarivAharon J. Agranat
    • Volnei A. PedroniAmnon YarivAharon J. Agranat
    • G11C15/00G11C19/28H03K23/46
    • G11C15/00G11C19/282G11C19/287
    • A fully parallel CCD memory chip of N address lines which detects in just one clock cycle, a perfect match between an input pattern and any of a plurality of stored patterns and also detects in less than (N+1)-comparison cycles and still just one XOR operation, the best matching in case a perfect one does not exist. The chip disclosed herein has a fully parallel architecture in which an input word is compared to all stored words at one time. A preferred embodiment of the invention uses a four phase CCD, wherein each stored word occupies one row of the CCD and each such bit of each such word occupies two cells. Where perfect matches exist, only one comparison clock cycle is needed to compare the input word with all stored words and where there is no perfect match, the best match will be detected on a subsequent comparison pulse. Charge packets represent binary words generated by external pulses that are applied to the chip through data input lines and then are compared to the data applied to the address lines. The sensing is done directly on the cells in a non-destructive sensing process in parallel, rather than at the end of each row.
    • 一个完全并行的N个地址线的CCD存储芯片,只需一个时钟周期即可检测输入模式与多种存储模式中的任一种之间的完美匹配,并且还可以在少于(N + 1)个比较周期内进行检测 一个XOR操作,最好的匹配,一个完美的不存在的情况。 本文公开的芯片具有完全并行的架构,其中输入字被一次与所有存储的字进行比较。 本发明的优选实施例使用四相CCD,其中每个存储的字占据CCD的一行,并且每个这样的字的每个这样的位占据两个单元。 在存在完美匹配的情况下,仅需要一个比较时钟周期来比较输入字与所有存储字,并且在没有完美匹配的情况下,将在随后的比较脉冲中检测最佳匹配。 充电分组表示由通过数据输入线施加到芯片的外部脉冲产生的二进制字,然后与施加到地址线的数据进行比较。 在非破坏性感测过程中,并行地而不是在每一行的末端,在单元上直接进行感测。
    • 7. 发明授权
    • Laser power grid
    • 激光电网
    • US07715714B2
    • 2010-05-11
    • US10542923
    • 2004-01-29
    • Aharon J. Agranat
    • Aharon J. Agranat
    • H04B10/20H04J14/00
    • H04B10/506H04J14/02H04J14/0227H04J14/0238H04J14/0241H04J14/0283
    • A laser power grid for operation with data networks employs WDM and incorporates wavelength addressing. The laser power grid (100) includes a laser power supply station (110) comprising a plurality of continuous-work laser sources (112, 114, 115, 116, 118), a laser distribution grid (130) for distributing light propagations of different wavelengths throughout a data network and an optical switching network (142, 144, 145, 146, 148) coupled to the laser distribution grid for locally turning the laser power on when it is needed. The laser power grid replaces systems of tunable lasers. It is considerably faster and cheaper than systems of tunable lasers and produces less waste heat within the data network surroundings. The laser power grid incorporates parallel fast optical communication in complex multi-node communication and computer networks and enables the implementation of burst switching and packet switching by wavelength addressing.
    • 用于与数据网络一起运行的激光电网采用WDM并结合波长寻址。 激光电网(100)包括激光供电站(110),其包括多个连续工作的激光源(112,114,115,116,118),激光分配网格(130),用于分配不同的光传播 波长遍及数据网络以及耦合到激光分配电网的光交换网络(142,144,145,146,148),用于在需要时局部地转动激光功率。 激光电网代替了可调谐激光器的系统。 它比可调激光器的系统快得多,便宜,并在数据网络环境中产生较少的余热。 激光电网在复杂的多节点通信和计算机网络中并行快速光通信,并且能够通过波长寻址实现突发交换和分组交换。
    • 8. 发明授权
    • Electro-holographic optical switch
    • 电子全息光学开关
    • US06542264B1
    • 2003-04-01
    • US09348057
    • 1999-07-06
    • Aharon J. AgranatBenny PessachLarry Rudolph Rogel
    • Aharon J. AgranatBenny PessachLarry Rudolph Rogel
    • G03H102
    • G03H1/0248G02F1/0338G02F1/31G03H2260/54
    • The present invention relates to an optical switch comprising a paraelectric photorefractive material, storing a hologram, possibly a latent hologram, whose reconstruction, or activation and reconstruction, is controllable by means of an applied electric field. The hologram may be formed by spatial modulation of the refractive index of the paraelectric photorefractive material, which arises from the quadratic electro-optic effect induced by the combined action of a spatially modulated space charge within the paraelectric photorefractive material and an external applied electric field. The present invention further relates to a switching network, such as a multistage network, for use in an optical communications system, incorporating at least one optical switch according to the invention.
    • 本发明涉及一种光学开关,其包括顺电光折射材料,其存储全息图,潜在的全息图,其重建或激活和重建可通过施加的电场来控制。 全息图可以通过对顺电光折射材料的折射率进行空​​间调制而形成,这是由于在顺电光折射材料内的空间调制的空间电荷与外部施加的电场的组合作用引起的二次电光效应产生的。 本发明还涉及一种在光通信系统中使用的诸如多级网络的交换网络,其包括至少一个根据本发明的光开关。