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Dual Scale Topology Opto-Electronic Processor (D-STOP): Comparative Analysis and Technological Feasibility 双尺度拓扑光电处理器(D-STOP):比较分析与技术可行性
Pub Date : 1992-05-22 DOI: 10.1364/optcomp.1991.tud1
A. Krishnamoorthy, J. Ford, G. Marsden, G. Yayla, S. Esener
A variety of applications in artificial neural networks, interconnection networks, artificial intelligence, relational databases, and numerical processing require parallel, large scale implementations of matrix-algebraic architectures. Existing VLSI implementations of these architectures are restricted in terms of their parallelism and bandwidth due to their inherent connectivity, pin-out, power dissipation, and crosstalk limitations.[1,2] On the other hand, existing optical matrix-vector architectures suffer from limited SLM throughput and accuracy as well as limited functional flexibility. In the following sections we describe and analyze the Dual-Scale Topology OptoElectronic Processor (D-STOP)[3] which alleviates these limitations, and discuss its feasibility for a near-term implementation.
人工神经网络、互连网络、人工智能、关系数据库和数值处理中的各种应用都需要并行、大规模地实现矩阵-代数体系结构。这些架构的现有VLSI实现由于其固有的连接性、引脚输出、功耗和串扰限制,在并行性和带宽方面受到限制。[1,2]另一方面,现有的光学矩阵-矢量架构存在SLM吞吐量和精度有限以及功能灵活性有限的问题。在接下来的章节中,我们描述和分析了缓解这些限制的双尺度拓扑光电处理器(D-STOP)[3],并讨论了其近期实施的可行性。
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引用次数: 0
Enhanced photorefractive effects with a de field and moving grating in GaP at 633 nm 在633 nm处,移动光栅和de场增强了GaP的光折变效应
Pub Date : 1992-05-22 DOI: 10.1364/optcomp.1991.me2
Jian Ma, Y. Taketomi, Y. Fainman, J. Ford, Sing H. Lee
Photorefractive (PR) devices have found applications in optical computing, image processing and pattern recognition[1–3], because PR materials provide unique features such as real time operation, optical gain, storage, nonlinear operations, phase conjugation and correlation. New PR materials are being investigated in order to meet the device and system requirements of sensitivity, speed, and operation wavelength (e.g., response to the near infrared spectral range for systems operated with semiconductor lasers). Compound semiconductors may satisfy these requirements. For example, optical signal amplification by two-beam coupling and amplified phase-conjugate beam reflection by four-wave mixing have been reported in GaAs[4] and InP[5] at the wavelength of 1.06 μm. Recently, GaP[6–7] was shown to possess a relatively weak PR effect in the spectral range of 0.6 to 0.9 μm. In this manuscript we report enhancement of the PR effect in GaP using an externally applied electric field and moving grating. In particular, two- and four-wave mixing experiments were used to demonstrate a gain coefficient of Γ = 1.9 cm–1 and a phase conjugate reflectivity, R= 4.5%. In addition, several figures of merit of GaP, i.e., steady-state index change, absorption coefficient, response time and PR sensitivity were characterized.
光折变(PR)器件已经在光学计算、图像处理和模式识别中得到了应用[1-3],因为PR材料提供了诸如实时操作、光学增益、存储、非线性操作、相位共轭和相关等独特的特性。为了满足设备和系统对灵敏度、速度和工作波长(例如,对半导体激光器操作系统的近红外光谱范围的响应)的要求,正在研究新的PR材料。化合物半导体可以满足这些要求。例如,在波长1.06 μm的GaAs[4]和InP[5]中,已经报道了通过双光束耦合放大光信号和通过四波混频放大相位共轭光束反射。最近,GaP[6-7]在0.6 ~ 0.9 μm的光谱范围内具有相对较弱的PR效应。本文报道了利用外加电场和移动光栅增强GaP中的PR效应。特别是,两波和四波混频实验证明了增益系数Γ = 1.9 cm-1和相位共轭反射率R= 4.5%。此外,还对GaP的稳态指数变化、吸收系数、响应时间和PR灵敏度等指标进行了表征。
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引用次数: 0
Integrated array of self electro-optic effect device logic gates 集成阵列自电光效应器件逻辑门
Pub Date : 1992-05-22 DOI: 10.1364/optcomp.1991.ma2
A. Lentine, L. Chirovsky, M. Focht, J. Freund, G. Guth
Arrays of symmetric self electro-optic effect devices (S-SEEDs) have been made with low operating energies and fast switching speeds [1,2]. The device has the characteristics of a set-reset latch, although it can be made to do logic functions such as a NOR gate by presetting the state of the device before the application of the data inputs [3]. Logic gates that can perform more complex functions without preset beams may be realized by using electrically connected detectors configured like transistors in NMOS or CMOS circuits together with an output S-SEED to provide the output beams [4]. In this paper, we describe the first integrated arrays of these logic gates, each of which can perform the four basic logic functions without the use of preset beams. Each logic gate in the array consists of six quantum well p-i-n diodes, four input diodes configured similar to transistors in a CMOS NOR gate, and two output diodes (i. e. a S-SEED) that provide a set of complementary output beams. Like the S-SEEDs, this device has time sequential gain, in which the low power input beams set the state of the device and a set of equal higher power clock beams subsequently read the state. This device retains many desirable qualities of the S-SEED such as signal regeneration and retiming, wavefront restoration, and operation over several decades in power levels due to its differential nature. Because the logic gate contains only quantum well diodes, the same batch fabrication procedures [1] used for S-SEED arrays were used to make the arrays of these devices.
对称自电光效应器件(s - seed)阵列具有低工作能量和快速开关速度[1,2]。该器件具有设置复位锁存器的特性,尽管可以通过在应用数据输入之前预置器件的状态来实现NOR门等逻辑功能[3]。逻辑门可以在没有预设光束的情况下执行更复杂的功能,可以通过在NMOS或CMOS电路中使用像晶体管一样的电连接探测器以及输出S-SEED来提供输出光束来实现[4]。在本文中,我们描述了这些逻辑门的第一个集成阵列,每个逻辑门都可以在不使用预设光束的情况下执行四种基本逻辑功能。阵列中的每个逻辑门由六个量子阱p-i-n二极管,四个配置类似于CMOS NOR门中的晶体管的输入二极管和两个提供一组互补输出光束的输出二极管(即S-SEED)组成。与s - seed一样,该设备具有时间顺序增益,其中低功率输入波束设置设备的状态,随后一组相等的高功率时钟波束读取该状态。该设备保留了S-SEED的许多理想品质,如信号再生和重新定时,波前恢复,以及由于其差分性质而在功率水平上运行数十年。由于逻辑门只包含量子阱二极管,因此使用与S-SEED阵列相同的批量制造程序[1]来制造这些器件的阵列。
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引用次数: 1
Spatial Noise Reduction in Array Illuminators 阵列照明灯的空间降噪
Pub Date : 1992-05-22 DOI: 10.1364/optcomp.1991.mc1
A. Lohmann, S. Sinzinger
An ideal array illuminator would provide equal amounts of light power to all elements of an array of gates or smart pixels. Existing array illuminators (abbreviated: AIL) achieve a homogeneity of 5 to 10%. That may seem to be good enough, if the signals are binary. However, it is desirable to achieve the best possible homogeneity, since there might be other causes for inhomogeneous behavior of the array system. Having a good AIL relieves the burden of tolerances for the other components of the overall system. Furthermore, when the signals are analog, as in some neural systems, the homogeneity of the power supply becomes even more important.
一个理想的阵列照明器应该为门阵列或智能像素的所有元素提供等量的光功率。现有的阵列照明器(简称:AIL)的均匀性为5%至10%。如果信号是二进制的,这似乎已经足够好了。然而,由于阵列系统的不均匀行为可能有其他原因,因此希望达到最佳的均匀性。拥有一个好的api可以减轻整个系统中其他组件的容差负担。此外,当信号是模拟信号时,如在某些神经系统中,电源的同质性变得更加重要。
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引用次数: 2
Fault-Tolerant Computing on POEM 基于POEM的容错计算
Pub Date : 1992-05-22 DOI: 10.1364/optcomp.1991.me12
D. Lu, Ting-Ting Y. Lin, F. Kiamilev, S. Esener, Sing H. Lee
Wafer scale integration (WSI) promises to realize a complete multiprocessing system on the same wafer and eliminates the expensive steps required to dice and bond. The fundamental belief is that the internal connection between chips on the same wafer are more reliable and have a smaller propagation delay than external connections1. However, achieving a high yield has proven to be a major challenge. Rather than aiming for 100% yield, the realistic solution is to determine the defective components on the wafer and replace them with spares. Which means, the design should be tolerant to faults developed during the manufacturing process. Moreover, faults occur during system operation, be it component failure, improper operation, or environmental factors. Therefore, a mean to detect these unexpected faults and recover from them is necessary to minimize down time and unavailability. Long and periodic system downs are a luxury that cannot be afforded for computers used in critical applications. In this paper, we show that the introduction of optical interconnection techniques into a multiprocessor environment (e.g. the Programmable Optoelectronic Multiprocessor, POEM) enables efficient implementation of fault-tolerant techniques.
晶圆规模集成(WSI)承诺在同一晶圆上实现完整的多处理系统,并消除了切割和粘合所需的昂贵步骤。基本原理是同一晶圆上芯片之间的内部连接比外部连接更可靠,传播延迟更小1。然而,实现高产量已被证明是一个重大挑战。现实的解决方案不是以100%的成品率为目标,而是确定晶圆片上有缺陷的组件,并用备件替换它们。这意味着,设计应该容忍在制造过程中出现的故障。此外,在系统运行过程中,可能出现部件故障、操作不当或环境因素等故障。因此,检测这些意外故障并从中恢复的方法对于最小化停机时间和不可用性是必要的。对于用于关键应用程序的计算机来说,长时间和周期性的系统停机是一种奢侈。在本文中,我们展示了将光互连技术引入多处理器环境(例如可编程光电多处理器,POEM)可以有效地实现容错技术。
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引用次数: 1
Multiplexed Hybrid Interconnection Architectures 多路混合互连架构
Pub Date : 1992-05-22 DOI: 10.1364/optcomp.1991.mc3
H. Ozaktas, J. Goodman
A major advantage of optical and superconducting interconnections is their ability to transfer large amounts of information per unit cross section over long distances. Let the maximum information flux a given communication medium can support be denoted by I and be measured in bits/m 2 sec. For the length scales involved in a computing system (< 10 m), it is possible to reduce the effects of dispersion and attenuation to the extent that I may be assumed to be independent of length for optical and superconducting interconnections. On the other hand, 1 is a decreasing function of communication length for resistive interconnections, making them disadvantageous over longer distances. However, for distances less than about the order of a centimeter, they can provide greater information flux than optical or superconducting interconnections.
光学和超导互连的一个主要优点是它们能够在长距离上每单位截面传输大量信息。假设给定通信介质所能支持的最大信息通量用I表示,并以比特/米2秒为单位进行测量。对于计算系统所涉及的长度尺度(< 10米),有可能减少色散和衰减的影响,使I可以被认为与光学和超导互连的长度无关。另一方面,1是电阻互连的通信长度的递减函数,使得它们在较长的距离上是不利的。然而,对于小于一厘米数量级的距离,它们可以提供比光学或超导互连更大的信息通量。
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引用次数: 3
Closed Loop Optical Disk Based Associative Memory 基于闭环光盘的联想存储器
Pub Date : 1992-05-12 DOI: 10.1364/optcomp.1991.wa4
M. Neifeld, D. Psaltis
The optical disk is a simple computer addressable binary storage medium with very high capacity. [1] More than 1010 bits of information can be recorded on a 12cm diameter optical disk. The natural two dimensional format of the data recorded on optical disk makes this media particularly attractive for the storage of images and holograms, while parallel access provides a convenient mechanism through which such data may be retrieved. Parallel access to data stored on optical disk has been shown to provide interesting solutions to problems in neural networks, database retrieval and pattern recognition[2] In this paper we will discuss a closed loop associative optical memory based on the optical disk. When presented with a partial or noisy version of one of the images stored on the optical disk, the optical system evolves to a stable state in which those stored images which best match the input are temporally locked in the loop.
光盘是一种简单的计算机可寻址二进制存储介质,具有很高的容量。[1]一个直径12cm的光盘可以记录1010bit以上的信息。记录在光盘上的数据的自然二维格式使这种媒体对存储图像和全息图特别有吸引力,而并行访问提供了一种方便的机制,通过这种机制可以检索这些数据。并行访问存储在光盘上的数据已被证明为神经网络、数据库检索和模式识别等问题提供了有趣的解决方案。本文将讨论一种基于光盘的闭环联想光存储器。当提供存储在光盘上的图像之一的部分或噪声版本时,光学系统发展到一种稳定状态,其中与输入最匹配的存储图像暂时锁定在环路中。
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引用次数: 0
Photonic Implementations of Neural Networks 神经网络的光子实现
Pub Date : 1992-01-03 DOI: 10.1364/optcomp.1995.otub1
B. K. Jenkins, A. Tanguay
Several broad classes of neural networks comprise distributed, nonlinear, dynamical systems in which large numbers of relatively simple processing elements (neuron units) are densely interconnected. The interconnections are often configured such that the interconnection weights are adaptive and contain the learned memories and behaviors of the system. Advanced optical interconnection techniques are being developed that can potentially be used in conjunction with optoelectronic neuron units to implement photonic neural-like computational modules (e.g., Fig. 1) with relatively large array sizes (105 to 106 neuron units) and a high degree of connectivity (fan-outs and fan-ins of 104 to 106, with 109 to 1012 total interconnections). A key open question is whether the high bandwidths (potentially 100 MHz or more) available from hybrid optoelectronic spatial light modulators (SLMs) can be effectively combined with such high density volume holographic optical interconnections (dynamically recorded in photorefractive materials) to provide enhanced computational throughput capacity as well as complex neural network simulation capability. A second key open question is whether advanced electronic/photonic packaging technologies can provide capability for system-level integration of highly compact multichip modules that exhibit both local (multi-plane) and global interconnections (Fig. 2).
有几大类神经网络由分布的、非线性的、动态的系统组成,在这些系统中,大量相对简单的处理元素(神经元单元)紧密相连。互连通常被配置为使互连权值是自适应的,并且包含系统的学习记忆和行为。先进的光学互连技术正在开发中,可以潜在地与光电神经元单元结合使用,以实现具有相对较大阵列尺寸(105至106个神经元单元)和高度连接性(扇形输出和扇形输入为104至106,总互连为109至1012)的光子神经类计算模块(例如,图1)。一个关键的开放问题是,混合光电空间光调制器(slm)的高带宽(可能是100 MHz或更多)是否可以有效地与这种高密度体全息光学互连(在光折变材料中动态记录)相结合,以提供增强的计算吞吐量和复杂的神经网络模拟能力。第二个关键的开放问题是,先进的电子/光子封装技术是否能够提供高度紧凑的多芯片模块的系统级集成能力,这些模块既表现出局部(多平面),也表现出全局互连(图2)。
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引用次数: 11
Optical Modular Architectures for Multi-Layer Bam with 2-Dimensional Patterns 二维模式多层Bam的光模块架构
Pub Date : 1991-11-01 DOI: 10.1364/optcomp.1991.me10
Soo-Young Lee, H. J. Lee, Sang-Yung Shin
After the first demonstration of optically-implemented Hopfield model [1] many neural network models have been investigated for large-scale optical implementation [2-8]. The 1-dimensional Hopfield model had been extended for 2-dimensional patterns [2], and optical implementation of bidirectional associative memory (BAM) [3-5] and quadratic associative memory [6,7] had been investigated. Adaptive neural network models such as multi-layer perceptron [8] had also been demonstrated. However performance of the simple Hopfield model and BAM is very limited, and many adaptive learning algorithms are too complicated to be implemented efficiently by optics. Also, when a new pattern need be added to the existing system, the correlation matrix learning rule of both the Hopfield model and BAM requires simple addition to existing interconnection weights, while error back-propagation learning rule for multi-layer perceptron requires to bring over all the previously stored patterns. Recently we had extended the BAM into multi-layer architecture, of which performance is quite comparable to that of multi-layer perceptron [9]. This multi-layer BAM (MBAM) still utilizes correlation matrices for easy optical implementation with outer-product matrix formation or inner-product recall. In this paper optical system architectures for the MBAM are presented for 2-dimensional patterns, and several implementation issues are discussed.
在光学实现Hopfield模型的首次演示[1]之后,许多神经网络模型被研究用于大规模光学实现[2-8]。一维Hopfield模型已扩展到二维模式[2],并研究了双向联想记忆(BAM)[3-5]和二次联想记忆[6,7]的光学实现。多层感知机[8]等自适应神经网络模型也得到了验证。然而,简单的Hopfield模型和BAM的性能非常有限,而且许多自适应学习算法过于复杂,无法通过光学有效地实现。此外,当需要在现有系统中添加新模式时,Hopfield模型和BAM的相关矩阵学习规则都需要对现有的互连权值进行简单的相加,而多层感知器的误差反向传播学习规则则需要将之前存储的所有模式都带过来。最近我们将BAM扩展为多层架构,其性能与多层感知机相当[9]。这种多层BAM (MBAM)仍然利用相关矩阵,通过外积矩阵的形成或内积的召回来方便光学实现。本文提出了二维模式下MBAM的光学系统架构,并讨论了几个实现问题。
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引用次数: 1
The First Demonstration of an Optical Learning Chip 光学学习芯片的首次演示
Pub Date : 1991-03-05 DOI: 10.1364/optcomp.1991.wb2
K. Kyuma, Y. Nitta, J. Ohta, S. Tai, Masanobu Takahashi
Recently, there has been a strong interest in artificial neural networks for real time applications. Among several approaches, opto-electronic neural networks1) are quite attractive because of a dense-interconnection, a parallelprocessing, and a large-scale integration capabilities using the advanced GaAs semiconductor technologies.
最近,人们对实时应用的人工神经网络产生了浓厚的兴趣。在几种方法中,光电神经网络因其密集互连、并行处理和使用先进的砷化镓半导体技术的大规模集成能力而颇具吸引力。
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引用次数: 3
期刊
Optical Computing
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