VanderLugt A. Signal detection by complex spatial filtering. IEEE Trans. Inform. Theory 2:139-45, 1964
نویسنده
چکیده
"When I joined the Willow Run Laboratories of the University of Michigan in 1959, my colleagues were investigating how coherent optical processing systems could be used to obtain maps from synthetic-aperture, side-looking radar systems. This work would eventually lead to the important discovery of off-axis holography. I was interested in solving a different problem—that of using opt ica l processing for pattern recognition. "Detecting a known pattern or signal in an image requires the fabrication of a complex-valued spatial f i l ter which is matched in both amplitude and phase to the spectrum of that signal. Some successes had been obtained, but only for a limited c lass of signals—those that were realvalued and symmetr ica l . Techniques for fabricating a generalized matched f i l t e r for an arbitrary signal were yet to be discovered. I repeated many of the previous experiments to gain fami l ia r i ty with established techniques and then asked, "How can we construct a f i l ter with arbitrary phase amplitude response when the only practical recording material is photographic f i l m — and it cannot record the phase?" "The answer, in principle, was provided by a colleague. Dr. W. M. Brown, a complex-valued function c a n be recorded as a real-valued function if it modulates a car r ie r frequency Fine But how? Some calculat ions showed me that the spectral bandwidth of the l ight source would need to be much, much narrower than any source then available Not to be discouraged, I modified my experimental apparatus by acquiring a MachZehnder interferometer w h i c h allowed me to establ ish a spat ia l career frequency which I modulated w i t h the spectrum Of the signal whose m a t c h e d f i l t e r I w i s h e d t o c o n s t r u c t . T h e l i g h t source I used was a high pressure mercery arc bulb with a bandpass f i l t e r to provide the narrowest spectral bandwidth then possible (≈50Å). "With this rudimentary apparatus I could indeed see evidence of modulation (fringes) whose spatial frequency I could vary by ti lt ing one of the mirrors in the interferometer. Unfortunately, as the angle of the mirror increased, the amount of overlap of the two beams decreased so (hat, before I was able to obtain a su f f i c ien t ly small fringe spacing, the beams no longer overlapped. We corrected this problem by using a modified Rayleigh interferometer with which we could obtain both c omplete overlap and small fringe spacing. A much more serious problem was that the fringe contrast was unacceptable; we could only obtain approximately 200 fringes before the fringes disappeared. Clearly we needed a light source wi th an even narrower spectral bandwidth if we were to be successful. "Perhaps the most fortuitous aspect of my research work was the timely development ot continuous wave gas lasers Lasers are characterized by having a very narrow spectral bandwidth. I purchased one of the f i rs t helium-neon gas lasers delivered by Spectra-Physics and installed it in our experimental system. After we had experimented with new photographic films that were sensitive to the red light produced by helium-neon lasers, we began our experimental work The experiments proceeded rapidly and with unexpected ease All of the experimental results were achieved within a space of two or three weeks in early December of 1962 Since I had already completed the theoretical part of my work, I quickly incorporated the experimental results and finished my paper over the Christmas holidays. "I believe that my paper, and those that followed, is frequently cited because I gave in it a solution to a long-standing problem of the cons t ruc tion of a generalized spatial f i l ter . Even today, a f t e r more than 15 years of research, this techmque is almost always used to construct complex-valued spatial f i l t e r s If a recording medium were invented that responds directly and independently to both the amplitude and phase of a generalized light distribution, simpler techniques could be used to record filters Since I know ot no physical detector (including photosensit ive materials) that is sensitive directly to phase, my technique may prove to be useful for some time to come."
منابع مشابه
E!ect of resolution and image quality on combined optical and neural network "ngerprint matching
This paper presents results on direct optical matching, using Fourier transforms and neural networks for matching "ngerprints for authentication. Direct optical correlations and hybrid optical neural network correlation are used in the matching system. The test samples used in the experiments are the "ngerprints taken from NIST database SD-9. These images, in both binary and gray-level forms, a...
متن کاملOptimizing DSP flow graphs via schedule-based multidimensional retiming
[5] J. P. Hoyt, “A simple approximation to the standard normal probability density function,” Amer. Statist., pp. 25-26, Apr. 1968. (See also H. Jeffreys, Theory of Probability, 2nd ed. Oxford Oxford Univ. Press, 1948, p. 86). [6] M. D. Springer and W. E. Thompson, “The distribution of products of independent random variables,” TR64-46, Gen. Motors Defense Research Lab., Aug. 1964. [7] S. A. Ka...
متن کاملOrder-recursive FIR smoothers
[l] R. E. Kalman, “A new approach to linear filtering and prediction problems,” J. Basic Eng., Tram. ASME, pp. 35-45, Mar. 1960. [2] C. K. Chui and G. Chen, Kalrnun Filtering with Real-Time Applications. New York: Springer-Verlag. 1987. [3] L. Ljung, “Asymptotic behavior of the extended Kalman filter as a parameter estimator for linear systems,” IEEE Trans. Automat. Conrr., vol. 24, no. 1. pp. ...
متن کاملWatermarking in the space/spatial-frequency domain using two-dimensional Radon-Wigner distribution
A two-dimensional (2-D) signal with a variable spatial frequency is proposed as a watermark in the spatial domain. This watermark is characterized by a linear frequency change. It can be efficiently detected by using 2-D space/spatial-frequency distributions. The projections of the 2-D Wigner distribution--the 2-D Radon-Wigner distribution, are used in order to emphasize the watermark detection...
متن کاملInterference management for CDMA systems through power control, multiuser detection, and beamforming
Among the ambitious challenges to be met by the third-generation systems is to provide high-capacity flexible services. Code-division multiple access (CDMA) emerges as a promising candidate to meet these challenges. It is well known that CDMA systems are interference-limited, and interference management is needed to maximally utilize the potential gains of this access scheme. Several methods of...
متن کامل