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Incoherent/coherent readout of double angularly multiplexed volume holographic optical elements    
United States Patent5416616   
Link to this pagehttp://www.wikipatents.com/5416616.html
Inventor(s)Jenkins; B. Keith (Long Beach, CA); Tanguay, Jr.; Armand R. (Fullerton, CA)
AbstractNovel apparatuses for readout of multiplexed volume holographic optical elements, based on parallel incoherent/coherent double angularly multiplexed holographic recording and readout principles, provide for hologram readout with high optical throughput efficiency and minimal crosstalk. Such holographic element readout apparatuses have applications in photonic interconnections for neural networks, telecommunications switching and digital computing; optical information processors and optical memories; and optical display systems. Embodiments are included that allow incoherent superposition of reconstructed images and simplified parallel readout of the volume holographic optical elements. The apparatuses can read out holographic elements that are either optically or computer generated and that are based on continuous-volume or stratified-volume holographic media.



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Drawing from US Patent 5416616
Incoherent/coherent readout of double angularly multiplexed volume

     holographic optical elements - US Patent 5416616 Drawing
Incoherent/coherent readout of double angularly multiplexed volume holographic optical elements
Inventor     Jenkins; B. Keith (Long Beach, CA); Tanguay, Jr.; Armand R. (Fullerton, CA)
Owner/Assignee     University of Southern California (Los Angeles, CA)
Patent assignment
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Publication Date     May 16, 1995
Application Number     07/894,825
PAIR File History     Application Data   Transaction History
Image File Wrapper   Patent Term   Fees
Litigation
Filing Date     June 8, 1992
US Classification     359/11 359/10 359/27 359/28 369/103
Int'l Classification     G03H 001/12 G03H 001/10 G03H 001/02
Examiner     Ben; Loha
Assistant Examiner     Collins; Darryl
Attorney/Law Firm     Benman Collins & Sawyer
Address
Parent Case     CROSS-REFERENCE TO RELATED APPLICATION The present application is a continuation-in-part application of Ser. No. 07/505,790, filed Apr. 6, 1990, now U.S. Pat. No. 5,121,231.
Priority Data    
USPTO Field of Search     369/102 369/103 365/216 250/201.9 359/1 359/3 359/4 359/7 359/9 359/10 359/11 359/12 359/17 359/20 359/22 359/27 359/28 359/20 359/22 359/24 359/560 359/561
Patent Tags     incoherent/coherent readout double angularly multiplexed volume holographic optical elements
   
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What is claimed is:

1. A multiplexed volume holographic optical element readout apparatus, comprising:

(a) a multiplexed volume holographic optical element comprising a volume holographic medium and a stored holographic modulation pattern, said stored holographic modulation pattern comprising a multiplexed set of modulation pattern components, each of which, when illuminated by an associated reference beam, leads to a reconstructed beam such that:

(i) the set of said reconstructed beams that emanate from said holographic medium is at least partially angularly multiplexed;

(ii) a spatial array of pixels is encoded onto each said reconstructed beam, as an image at some plane in space; and

(iii) said images of said spatial arrays of pixels from said reconstructed beams can be made to be substantially coincident in space; and

(b) means for readout of at least a portion of said multiplexed set of modulation pattern components, comprising:

(i) means for providing an array of coherent light sources that are mutually incoherent;

(ii) means for forming a reference beam from each coherent light source, thereby forming a set of multiplexed reference beams;

(iii) means for modulating each said reference beam, thereby forming a multiplexed set of modulated reference beams; and

(iv) means for directing at least a portion of said multiplexed set of modulated reference beams onto said volume holographic medium, thereby generating a set of output beams reconstructed from said portion of said multiplexed set of modulation pattern components.

2. The apparatus of claim 1 further including means for directing said set of output beams such that they are incoherently superimposed in space.

3. The apparatus of claim 2 further including means for detecting said set of output beams in a common output plane.

4. The apparatus of claim 1 wherein said array of coherent light sources comprises a two-dimensional array of said sources.

5. The apparatus of claim 1 wherein said array of coherent light sources comprises an array of semiconductor laser diodes, each laser itself coherent, and each laser operating incoherently with respect to the other lasers.

6. The apparatus of claim 1 wherein said set of multiplexed reference beams is multiplexed in at least one of angle, space, and wavelength.

7. The apparatus of claim 6 wherein each said reference beam is at a separate given angle.

8. The apparatus of claim 7 wherein said set of output beams is angularly multiplexed and detected in such a manner as to produce an incoherent summation on a pixel-by-pixel basis of said set of generated output beams.

9. The apparatus of claim 1 wherein each said reference beam is independently modulated.

10. The apparatus of claim 1 wherein each said reference beam is spatially modulated so that all reference beams are identically modulated.

11. The apparatus of claim 1 wherein said means for modulating each said reference beam comprises a spatial light modulator.

12. The apparatus of claim 11 wherein said spatial light modulator comprises an array of integrated optical detectors, optical modulators, and associated electronics, said detectors capable of detecting at least one control beam incident thereon to generate a detected signal, said modulators capable of modulating said set of reference beams, and said electronics capable of processing said detected signal and controlling the amount of modulation of said modulators.

13. The apparatus of claim 1 wherein said means for modulating each said reference beam comprises a planar holographic optical element.

14. The apparatus of claim 1 wherein said means for modulating each said reference beam comprises a volume holographic optical element.

15. The apparatus of claim 1 wherein said means for modulating each said reference beam comprises independent control of each individual source in said array of individually coherent but mutually incoherent sources.

16. The apparatus of claim 1 further including means for selecting at least a portion of said multiplexed set of modulated reference beams.

17. The apparatus of claim 16 wherein said selecting means is provided by independent control of said coherent sources of said array.

18. The apparatus of claim 1 wherein said means for providing said array of coherent light sources that are mutually incoherent comprises:

(a) provision for inputting a coherent beam;

(b) a first acousto-optic deflector, storing a set of moving gratings, each grating having a different spatial frequency; and

(c) means for directing said coherent beam onto said first acousto-optic deflector, thereby generating a set of output beams.

19. The apparatus of claim 18 further comprising means for optically transforming said set of output beams, such that an array of self-coherent but mutually incoherent source beams is generated, each at a different angle.

20. The apparatus of claim 18 further comprising:

(a) a second acousto-optic deflector, oriented orthogonally to said first acousto-optic deflector; and

(b) means for directing said output beams onto said second acousto-optic deflector, thereby generating a set of beams emanating from said second acousto-optic deflector that are angularly multiplexed in two dimensions.

21. The apparatus of claim 1 wherein said volume holographic medium comprises a plurality of modulation layers, optionally separated by buffer layers, with said stored holographic modulation pattern being physically located within said modulation layers.
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TECHNICAL FIELD

The present invention relates to multiplexed volume holographic recording, readout, and interconnections, and, more particularly, to photonic interconnections, photonic implementations of neural networks, optical signal processing, optical information processing and computing, optical memory, copying of multiplexed volume holograms, and multiplexed volume holographic optical elements.

BACKGROUND ART

A wide variety of information systems applications exist that require a high density of interconnections among device or system nodes, or a high density of rapidly accessible memory, or both. These applications include, for example, neural networks, telecommunications switching systems, digital computing, and information (including signal) processing. In many such applications, key requirements on the chosen interconnection technology include low insertion losses, high interchannel isolation (freedom from interchannel crosstalk), a high degree of potential fan-in and fan-out at each node, weighted interconnection channels, and high capacity. Comparable requirements exist for the chosen memory technology, including low latency (rapid information access), parallel information retrieval, low effective bit error rates (high signal-to-noise ratio), high density information storage, and input/output compatibility with the remainder of the system.

In order to satisfy these many and varied requirements, multiplexed volume holographic optical elements provide an attractive alternative to electronic implementations of high capacity interconnection and memory elements. In fact, the very nature of a volume holographic optical element tends to blur the distinction between a pure interconnection network on the one hand, and a pure memory subsystem on the other, as it is in many ways simultaneously well-suited to both roles. Even so, previous methods for recording information or interconnection patterns in highly multiplexed volume holographic optical elements, and for reading them out, have not proven satisfactory in terms of throughput, crosstalk, and capacity. Furthermore, they have not proven to be manufacturable, due to the fact that information from a master volume holographic optical element could not previously be efficiently transferred to or duplicated in another such element.

In forming multiplexed volume holograms, one of three approaches is typically taken: (1) sequential, which involves several temporally-sequenced (and hence incoherent) exposures of the individual components of the hologram, done by rotating or translating the hologram (or the source beam, reference beam, or object beam); (2) simultaneous and fully coherent, which involves the use of two or more mutually coherent beams, each encoded with information and serving as a reference beam for the other(s); and (3) some combination of sequential and simultaneous fully coherent.

The first approach has the major disadvantage that temporal sequencing is time-consumptive, which can be of considerable importance in applications envisioned herein, for which the number of independent interconnections that must be recorded is extremely large. Also, in many holographic recording materials, sequential exposures tend to erase previously recorded information, leading to the necessity of incorporating unwieldy programmed recording sequences in order to result in the storage of a predetermined set of interconnections.

The second approach is designed to circumvent the above sequencing difficulties, but suffers instead from the coherent recording of unwanted interference patterns (holograms) that give rise to deleterious crosstalk among the various (supposedly independent) reconstructions, as described in more detail below.

The third approach is subject both to sequential recording time delays and the necessity for programmed recording schedules, as well as to the generation of undesirable crosstalk. As such, none of the previously employed multiplexed recording techniques allows for the generation of three-dimensional, truly independent interconnections between two or more two-dimensional planar arrays within the context of a temporally efficient recording scheme.

In all of the prior art approaches to the holographic recording of a multiplexed interconnection, two primary forms of interchannel crosstalk are encountered to a greater or lesser extent. Coherent recording crosstalk arises from the simultaneous use of multiple object and reference beams, all mutually coherent with each other. The mutual coherence causes additional interconnections to be formed other than those desired. Reconstruction with independently valued inputs results in the generation of output beams that cross-couple through the undesired interconnection pathways, which compromises the independence of the desired interconnection channels.

A second, unrelated form of crosstalk arises due to beam degeneracy, which occurs whenever a single object beam is used with a set of reference beams to record a fan-in interconnection to a single output node (e.g., neuron unit in the case of the photonic implementation of neural networks). (Fan-in is the connection of multiple interconnection lines to a common output node.) This latter form of crosstalk is present even when the set of object beams is recorded sequentially.

Of at least equally serious consequence is the optical throughput loss that results from interconnection fan-in so constructed as to exhibit beam degeneracy. In many well-documented cases, this loss is severe, resulting in at least an (N-1)/N loss (or, equivalently, a 1/N throughput efficiency) for the case of an N-input, N-output interconnection system, as reported by J. W. Goodman, Optica Acta, Vol. 32, pages 1489-1496 (1985). This is a truly daunting loss factor for interconnection systems such as those envisioned for neural networks, which may both require and be capable of 10.sup.5 to 10.sup.6 inputs and outputs.

In certain types of photorefractive materials, an additional throughput loss can arise from the incoherent superposition of several gratings within the same volume of the holographic optical element, due to the reduction in the effective modulation depth of the recorded holographic fringes. This effect occurs primarily in photorefractive crystals that generate an index of refraction or absorption change in response to local gradients in the intensity distribution, but would not be expected to occur in linear photorefractive materials that generate an index of refraction or absorption change in direct proportion to the magnitude of the local intensity distribution. In a number of cases, this effect can also result in at least an (N-1)/N loss for the case of an N-input, N-output interconnection system, as reported by P. Asthana, "Volume Holographic Techniques for Highly Multiplexed Interconnection Applications", Ph.D. Dissertation, University of Southern California (1991), available from University Microfilms, Ann Arbor, Mich.

In the prior art, few attempts have been made to address the extremely important technological problem of duplicating the contents of a fully recorded, heavily multiplexed volume holographic optical element or interconnection device, particularly in the case of neural network interconnections. For example, to the inventors' knowledge, there is no known prior technique for rapid copying of a volume hologram that is angularly multiplexed in two dimensions, other than that described in the parent application of the present application.

In the case of neural network interconnections, the training and/or learning sequences may be quite involved; in some cases, the training and/or learning sequences may result in a unique interconnection, and the exact learning sequence may not be reproducible in and of itself at all. In such cases, it is desirable to replicate the contents of the interconnection medium in such a manner that a fully functional copy is produced, as characterized by a complete operational set of interconnections indistinguishable from those implemented by the master. The method of replication must not demand an extremely lengthy recording sequence, must not be inefficient in its utilization of the programmed recording schedule and/or the total optical energy available for reproduction purposes, and must not induce additional optical throughput loss or interchannel crosstalk beyond that already incorporated in the master.

In the parent application of the present application, apparatus for the incoherent/coherent multiplexed holographic recording of photonic interconnections and holographic optical elements is described. Specifically, apparatus for providing multiplexed volume holographic recording and readout comprises:

(a) means for providing an array of coherent light sources that are mutually incoherent;

(b) means for simultaneously forming an object beam and a reference beam from each coherent light source, thereby forming a set of multiplexed object beams and a separate set of multiplexed reference beams;

(c) means for either independently modulating each object beam, or spatially modulating a set of object beams so that all object beams are identically modulated;

(d) means for either independently modulating each reference beam, or spatially modulating a set of reference beams so that all reference beams are identically modulated;

(e) a holographic medium capable of simultaneously recording therein a holographic interference pattern produced by at least a portion of the set of all modulated multiplexed object beams and of the set of all modulated multiplexed reference beams pairwise, with all such pairs being mutually incoherent with respect to one another; and

(f) means for directing at least a portion of the set of modulated object beams and of the set of modulated reference beams onto the holographic medium and for interfering the portion of the modulated object beams and of the set of modulated reference beams, pairwise, inside the holographic medium.

Although the primary mode of multiplexing is angular, spatial and/or wavelength multiplexing may also be incorporated.

The architecture and apparatus described in the parent application significantly reduce coherent recording cross-talk and beam degeneracy crosstalk, and permit simultaneous network initiation, simultaneous weight updates, and incoherent summing at each output node without significant fan-in loss.

Further in accordance with the parent application of the present application, the above apparatus is provided with means for controllably blocking the set of object beams such that at least a portion of the set of reference beams (either modulated or unmodulated) reconstruct a stored holographic interference pattern. In one embodiment, the reconstructed pattern is angularly multiplexed and detected in such a manner as to produce an incoherent summation on a pixel-by-pixel basis of the reconstructed set of object beams. In this manner, multiplexed volume holographic recording and readout are provided.

Specific implementations to neural networks, telecommunication interconnections (e.g., local area networks and long distance switching), interconnections for digital computing, and multiplexed holographic optical elements are provided in the parent application.

In addition, apparatus for copying a multiplexed volume hologram is provided in the parent application. The apparatus comprises:

(a) means for providing an array of coherent light sources that are mutually incoherent;

(b) means for forming two reference beams from each coherent light source, thereby forming two sets of multiplexed reference beams, each set at a different location;

(c) means for directing the first set of reference beams onto the original multiplexed volume hologram to thereby form a set of output beams;

(d) means for directing the second set of reference beams onto a secondary holographic recording medium;

(e) means for directing the set of output beams from the original multiplexed volume hologram onto the secondary holographic recording medium, with path lengths sufficiently identical to the reference beam path lengths to permit coherent interference, pairwise, between the output beams and the second set of reference beams, inside the secondary holographic recording medium; and

(f) means for simultaneously recording in the secondary holographic medium a holographic interference pattern produced by the set of output beams and the second set of reference beams, thereby forming the substantially identical multiplexed volume hologram.

Portions of the above-described apparatus also possess unique properties and give rise to useful functions. It is to these unique portions, or elements, that the present application is directed.

In addition, specific implementations are given that utilize subhologram formation to avoid throughput losses due to incoherent superposition effects, that provide for various modes of information transfer from a master hologram to a copy, that address application areas in optical memory and optical signal processing, and that exploit the double angular multiplexing features of the apparatus described in the parent application.

DISCLOSURE OF INVENTION

In accordance with the invention, a multiplexed volume holographic element comprises a volume holographic medium capable of storing a holographic modulation pattern, the holographic modulation pattern comprising a multiplexed set of modulation pattern components, each of which, when illuminated by an associated reference beam, leads to a reconstructed beam such that:

(a) the reconstructed beams that emanate from the holographic medium are at least partially angularly multiplexed;

(b) a spatial array of pixels is encoded onto each reconstructed beam, as an image at some plane in space; and

(c) the images of said spatial arrays of pixels from the reconstructed beams can be made to be substantially coincident in space.

Such multiplexed holographic elements in accordance with the teachings of the invention can be generated by optically recording a holographic interference pattern in a photosensitive medium, or by calculating the holographic modulation pattern on a computer and manufacturing the holographic element to include the computed modulation pattern. It is compatible with the apparatus described in the parent application of the present application. The spatial array images may comprise virtual or real holographic images. Extensions to holographic records of 3-D images are provided.

An apparatus for reading out the multiplexed holographic element of the invention is further provided, and utilizes an array of coherent light sources that are mutually incoherent, means for modulating the reference beam generated by each such source, and means for directing at least some of these reference beams onto the holographic medium, thereby generating a set of output beams. A recording and readout apparatus that uses a combination of spatial and angular multiplexing is also provided in accordance with the invention. Further, two specific means for providing the requisite 2-D source array are described: a 2-D array of surface emitting laser diodes; and a set of diffraction gratings, each of a different frequency, propagating in an acousto-optic cell.

In addition, apparatus for transferring information from a primary volume holographic optical element to a secondary holographic medium is provided, comprising:

(a) means for directing at least a portion of each beam of a set of mutually incoherent reference beams onto the primary volume holographic optical element, thereby producing a set of output beams;

(b) means for directing at least a portion of each beam of the set of mutually incoherent reference beams onto the secondary holographic medium;

(c) means for directing the set of output beams from the primary volume holographic optical element onto the secondary holographic medium, with beam path geometries appropriate to permit coherent interference between each output beam and each corresponding reference beam, inside the secondary holographic medium; and

(d) means for recording in the secondary holographic medium a holographic interference pattern produced by the set of output beams and the portion of each beam of the set of mutually incoherent reference beams.

Also provided are means for transferring information from the secondary holographic medium to the primary holographic medium, thereby enabling iterative feedback between the two holographic media.

Further in accordance with the invention, apparatus for double angular multiplexing is provided, comprising means for directing a set of self-coherent but mutually incoherent beams to a spatial modulation means for spatially modulating the set of beams, the spatial modulation means comprising a plurality of pixels, at least one of which pixels is common to more than one beam, with each beam that shares the common pixel being angularly multiplexed at the common pixel.

Provision is further given for the spatial modulation means to comprise at least one of a spatial light modulator, a planar hologram, and a volume hologram.

Specific implementations are provided to: optical interconnections in neural networks, digital computing, and telecommunications; holographic optical elements; optical information processing; and optical memory.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 is a generalized interconnection, with both fan-out and fan-in;

FIG. 2 is a schematic diagram of fan-out, showing interconnection pathways and the implementation of analog weights;

FIG. 3 is a schematic diagram of fan-in, showing interconnection pathways and the implementation of analog weights;

FIG. 4 is a schematic diagram of optical apparatus for simultaneous incoherent/coherent recording of multiplexed holograms, showing angular multiplexing of the reference beam set;

FIG. 5 is a schematic diagram of optical apparatus for either simultaneous or independent readout of multiplexed holograms showing mutual incoherence of readout (reconstructed) beams;

FIG. 6A is a schematic diagram of optical apparatus for recording of doubly angularly multiplexed holograms, each a hologram of a 2-D array of pixel values, while FIG. 6B is a schematic diagram of that portion of the apparatus of FIG. 6A used in the reconstruction of the recorded images, showing the incoherent summation on the output plane of the set of reconstructed images in pixel-by-pixel registry, and FIG. 6C is a schematic diagram of an acousto-optic deflector based system that generates an array of coherent but mutually incoherent source beams, as needed in the apparatus of FIGS. 6A and 6B;

FIGS. 7A-F show schematic diagrams of optical apparatus for one-step copying or information transfer from a primary multiplexed volume holographic optical element to a volume holographic medium to yield a secondary multiplexed volume holographic optical element, with FIG. 7A depicting apparatus for the case of two transmission holographic elements, FIG. 7B depicting apparatus for the case of two reflection holographic elements, FIG. 7C depicting apparatus for the case of a reflection primary holographic element and a transmission secondary holographic element, FIG. 7D depicting apparatus for the case of a transmission primary hologram and a reflection secondary hologram, FIG. 7E depicting apparatus for the case in which both holographic elements comprise hybrids of transmission and reflection holograms, and FIG. 7F depicting apparatus for two-way information transfer between the two volume holographic media, yielding a resonator arrangement;

FIG. 8 is a schematic diagram of the optical interconnection paths due to a holographic interconnection architecture for the 3:3 fan-out/fan-in case, constructed such that each input and output node is only singly angularly encoded, showing the origin of crosstalk and throughput loss due to beam degeneracy;

FIG. 9, on coordinates of diffraction efficiency and normalized grating strength (v/.pi.), is a simulation result for the holographic interconnection architecture of FIG. 8 utilizing the optical beam propagation method, for the case of sequential recording of the interconnection gratings, showing the fan-out loss;

FIG. 10, on coordinates of diffraction efficiency and normalized grating strength (v/.pi.), is a simulation result for the holographic interconnection architecture of FIG. 8 utilizing the optical beam propagation method, for the case of simultaneous fully coherent recording of the interconnection gratings, showing the fan-out throughput loss and the occurrence of recording-induced crosstalk;

FIG. 11 is a schematic diagram of optical interconnection paths of the apparatus described in FIG. 6 for the 3:3 fan-out/fan-in case, showing the angular multiplexing of both object (source) and reference beam sets, configured to produce angular multiplexing of the reconstruction beam fan-in to a given output node;

FIG. 12 is a schematic diagram of a multi-function spatial light modulator, as utilized in the interconnection architecture shown in FIG. 14, showing the incorporation of multiple photosensitive elements, control electronics, and multiple modulation elements within each pixel;

FIG. 13, on coordinates of voltage (ordinate) and voltage (abscissa), is a plot of the output transfer characteristic curves for both outputs of a dual rail CMOS differential amplifier, with 15 transistors in an area of 2500 .mu.m.sup.2 ;

FIG. 14 is a schematic diagram of a preferred embodiment of apparatus for the implementation of neural network modules, for the case of Hebbian learning;

FIG. 15 is a schematic diagram of a preferred embodiment of apparatus for the implementation of neural network modules, for learning algorithms of the form .DELTA.w.sub.ij =.alpha.x.sub.i .delta..sub.j ;

FIGS. 16A-C are schematic diagrams of preferred embodiments of means for generating learning terms .delta..sub.i, for the cases of (A) Widrow-Hoff, (B) Perceptron, and (C) back propagation learning;

FIG. 17 is a schematic diagram of an alternative embodiment of apparatus for the implementation of neural network modules;

FIG. 18 is a schematic diagram of apparatus for switching from a set of wavelength division multiplexed optical input lines to a set of wavelength division multiplexed optical output lines, wherein the source array and two spatial light modulators are used to control the routing of the switch;

FIG. 19A is a schematic diagram of means for providing the source array of FIG. 18 in the case of a 1-D wavelength division multiplexed (WDM) input line array and a 1-D wavelength division multiplexed output line array, showing the center optical frequency v increasing along one direction and the incorporation of mutual incoherence within a frequency band .DELTA..nu. about each central optical frequency .nu. along a different, substantially orthogonal direction, while FIG. 19B is a schematic diagram of an alternative embodiment utilizing a one-dimensional source array, with center frequency of each element being different, and a one-dimensional phase modulator array providing mutual incoherence;

FIG. 20 is a schematic diagram of means for providing the source array of FIG. 18 in the case of a 2-D WDM input line array and a 2-D WDM output line array, showing a 2-D laser diode array each element of which has a different center frequency, and a modulator array;

FIG. 21 is a schematic diagram of method and apparatus for recording of multiplexed volume holographic optical elements, with one set of beams modulated independently and the other set of beams modulated spatially but identically; and

FIG. 22 is a schematic diagram of method and apparatus for recording of multiplexed volume holographic optical elements, with both sets of beams (reference and object) modulated independently.

BEST MODES FOR CARRYING OUT THE INVENTION

A. GENERAL

1. Introduction.

The description that follows is primarily directed to neural networks. However, it will be appreciated by those skilled in the art that a major component of the architecture and apparatus is generic to a number of technologies, including telecommunications, digital computing, optical information processing and computing, optical memory, copying of multiplexed volume holograms, and holographic optical elements. Specific applications to these are discussed below.

In considering the teachings of the invention, it is essential to differentiate between two basic types of optical interactions (as determined by the nature of the optical signals involved): incoherent and coherent. Incoherent interactions occur whenever the input signals temporally dephase over the relevant time of observation (detector temporal integration window), in that they are either broadband (not monochromatic) or are narrow band (nearly monochromatic) but separated in optical frequency by more than the inverse of the observation time.

Interactions in which the input optical signals spatially dephase over the spatial aperture of the relevant detector wherever the output is utilized (detector spatial integration window) are also incoherent for all practical purposes, and will obey certain summation rules. Coherent interactions occur, on the other hand, whenever the input signals simultaneously maintain a constant phase relationship over the detector spatial and temporal integration windows.

From these remarks, it can be seen that it is quite important to understand the distinction between coherent (or incoherent) light and coherent (or incoherent) interactions as defined by the eventual detector configuration and operational parameters. For example, it is perfectly acceptable to consider a situation in which two mutually coherent (temporally) optical beams interact to produce an interference pattern with a spatial scale small compared with the relevant detector aperture. For two such mutually coherent optical beams propagating at an angle with respect to each other, the spatial scale of the resultant interference pattern decreases as the angle between the two beams increases. In such cases, the interaction will in fact follow incoherent summation rules, as the detector effectively integrates the spatially varying interference pattern to produce exactly the same result as the interaction of two mutually incoherent (temporally) optical beams.

Referring now to the drawings, wherein like numerals of reference designate like elements throughout, FIG. 1 depicts a generalized interconnection scheme, showing both fan-in of input beams 10, 10' to nodes 12, 12', respectively, and fan-out of output beams 10', 10" from the nodes.

The section of the interconnection shown depicts the fan-in to the m.sup.th node from the (m-1).sup.th node plane (not shown), a fully connected layer in which the interconnections fan out from each node 12 labeled 1 through N to the nodes labeled correspondingly 1 through N in the (m+1).sup.th node plane wherein full fan-in is effected, and fan-out from the (m+1).sup.th node plane to the (m+2).sup.th node plane (not shown). In some interconnection schemes, the m.sup.th node plane and the (m+1).sup.th node plane are one and the same, consisting therefore of a set of nodal outputs fully interconnected to the corresponding set of nodal inputs in a feedback arrangement.

The weights w.sub.ij are shown to indicate that each (analog) interconnection path modifies the output from a given node by means of the multiplication weight w.sub.ij before fan-in is performed with an appropriate summing operation at each node input. The weight labeling scheme employed is as shown, such that the weight w.sub.ij interconnects the j.sup.th nodal output in a given plane to the i.sup.th nodal input in the succeeding plane.

FIG. 2 depicts fan-out of a plurality of output beams 10' from a node 12 (i.e., the i.sup.th node) on which at least one input beam 10 is incident. Each beam 10' is propagated to the next node with a separate and independent analog weight w.sub.ij as noted above, which is assigned to each interconnection path.

As depicted in FIG. 2, for the purposes of this invention, the output value from each given node is common, such that the interconnections represent true fan-out rather than the individual interconnection of multiple output ports from a single node.

FIG. 3 depicts fan-in of a plurality of input beams 10 to node 12, generating at least one output beam 10'. Each beam 10 is modified by a separate and independent analog weight w.sub.ij, assigned to each independent interconnection path. True fan-in is achieved by means of an appropriate summation rule at a single node input, as shown in the Figure. Pertinent to the invention described in this application, such fan-in can be provided by a set of optical beams that are incident on a common detector plane, each incident at a separate angle.

In FIGS. 1, 2, and 3, the triangular symbol utilized to depict each interconnection node represents not only the indicated direction of data flow through the node, but also the potential for incorporation of an input-to-output control transfer function (e.g., a hard or soft threshold in the case of a neural network) that operates on the fanned-in, summed inputs to produce a single (usually analog) output value that is fanned out in turn to the succeeding network stage.

FIGS. 4 and 5 depict schematically how recording (FIG. 4) and reconstruction (FIG. 5) of a set of holograms is accomplished in accordance with the invention described in the parent application. In FIG. 4, an array of coherent but mutually incoherent sources 14 generates a set of beams 10 (two such beams 10a, 10b are shown). A beamsplitter 16 forms a set of object beams 11 and a set of reference beams 13. The object beams 11 pass through a set of objects (A.sub.1, A.sub.2) 18 to form a set of object-encoded beams 15, which impinge on element 20 incorporating a holographic recording medium. As used herein, "20" represents a volume holographic optical element, comprising a volume holographic medium and one or more holograms each consisting of a modulation pattern. It will be appreciated that in some cases, the element 20 will not yet have recorded therein the holographic modulation pattern and thus will consist only of the holographic medium. Since the intent is to record such patterns into the medium, the element 20 is hereinafter referred to as a holographic element, even though it may not have the holographic patterns recorded therein.

The reference beams 13 are reflected from a set of mirrors 22 and also impinge on the holographic element 20, where they interfere with the object-encoded beams 15 pairwise to form holographic interference patterns in the recording medium, as is well-known.

It will be noted that the foregoing apparatus permits simultaneous recording of the objects. Further, a first light source 14a in the source array 14 is used to generate a first set of two beams 11a and 13a which are mutually coherent; these beams derive from beam 10a. A second light source 14b in the source array is used to generate a second set of two beams 11b and 13b, which are also mutually coherent; these beams derive from beam 10b. However, since the two light sources 14a and 14b are mutually incoherent, then beams 10a and 10b are mutually incoherent, and the two sets of beams derived therefrom are also mutually incoherent and hence do not mutually interfere to form an interference pattern in the medium of holographic element 20. While only two light sources 14a, 14b are described, there is, of course, a plurality of such light sources in the source array 14, each generating a coherent pair of object and reference beams, each pair incoherent with all other pairs.

It will be noted that the superposition of a set of optical interference patterns can be referred to as a set of mutually incoherent optical interference patterns if all of the pairs of beams that generate each individual optical interference pattern within the set are individually coherent but mutually incoherent. Likewise, the set of holographic records of a set of optical interference patterns can be referred to as a set of mutually incoherent holographic records if all of the corresponding optical interference patterns within the set are mutually incoherent.

Finally, each of the set of object beams and each of the set of reference beams is independently multiplexed in at least one of angle, space, and wavelength.

In FIG. 5, readout, or reconstruction, is achieved by blocking the object beams 11. In the case of a holographic optical element, the holographic element 20 may be read out in a physically distinct optical system, in which the reference beam phase fronts illuminating the holographic medium approximate those of the recording system. Readout may be simultaneous and independent, or individual.

Simultaneous and independent readout is characteristic, for example, of neural networks, associative memories, and shared memories. Individual readout, by contrast, is characteristic of conventional optical memory systems.

In simultaneous and independent readout, output beams 10a' and 10b' are mutually incoherent, and complete control of what is read out is provided; that is, one-half of beam 13a and all of beam 13b, or all of beams 13a, 13b, and 13c (not shown), or other combinations may be controllably used as readout beams, with the modified set of reconstructed output beams incoherently superimposed in space. For clarity, beam 13c is omitted from the drawing. If shown, it would be at yet a different angle from beams 13a and 13b.

In individual readout, any individual readout beam 13j can be modulated and utilized to reconstruct an individual output beam 10a' or 10b' (or 10c', etc.) without significant crosstalk.

Virtual images A.sub.1 ' and A.sub.2 ' are generated from the reconstruction process in the position designated 18' where the objects 18 were located during the recording process, in such a manner that the reconstructions 10' appear to emanate from the virtual images. As shown in FIGS. 4 and 5, if the original objects 18 are located at separate positions in space, then the virtual images 18' are also located at distinct positions. It will thus be appreciated by one skilled in the art that in any subsequent image plane of virtual images 18', images of the objects A.sub.1, A.sub.2, and the like will again be located at separate positions. Another key point is that the set of reconstructed beams 10' are all mutually incoherent, and hence obey incoherent summation rules in any chosen output plane.

FIG. 6A depicts apparatus suitable for the simultaneous recording of doubly angularly multiplexed holograms, with each hologram comprising a 2-D array of pixel values. A shutter 24 in the path of the set of object beams 11 is used to control passage of the set of object beams to the holographic element 20. During recording, the shutter 24 is open. The set of object beams 11 passes through a lens 26, which approximately collimates the set of beams and directs them toward a first spatial light modulator (SLM) 28. Thus, each pixel of modulator 28 has many mutually incoherent optical beams (angularly multiplexed) passing through it. (This feature is called simultaneous spatial modulation of angularly multiplexed incoherent beams.) The resulting set of modulated beams {A.sub.j } is incident on the holographic element 20.

The set of reference beams 13 passes through lens 30 and lens 34, reflecting from mirror 22 in the process; their function, together, is to focus each beam onto the corresponding pixel of modulator 32. From spatial light modulator 32, the set of reference beams 13 is directed into the holographic element 20 by lens 36, where the reference beams interfere with the object beams to produce a multiplexed hologram with a set of stored interconnection weights. The interconnection weights can be dependent on corresponding products of the form A.sub.j x.sub.j, as described in more detail below.

Finally, it will be noted that the object beams 11 are all at different angles with respect to each other and that the reference beams 13 are also all at different angles with respect to each other. As a consequence of this angular difference, it will be appreciated that these beams are double (meaning both object and reference beams) angularly multiplexed in the volume holographic element 20.

It will be further appreciated by those skilled in the art that the placement of lens 36 determines whether the beams transmitted through the spatial light modulator 32 are collimated at the entrance plane of the hologram, focused at the entrance plane of the hologram to form an image of the spatial light modulator, or form instead expanding or contracting wavefronts at the entrance plane of the hologram. A second lens (not shown) placed following spatial light modulator 28 can be adjusted to focus the two-dimensional Fourier transform of each of the beams transmitted through spatial light modulator 32 onto spatially separated regions at the entrance plane of the hologram. This same function can also be accomplished by appropriate choice and positioning of