Title :
Tailoring Wideband Signals With a Photonic Hardware Accelerator
Author :
Jalali, Bahram ; Mahjoubfar, Ata
Author_Institution :
Electr. Eng. Dept. & the Dept. of Bioeng., Univ. of California Los Angeles, Los Angeles, CA, USA
Abstract :
Digital hardware accelerators are increasingly employed to speed up computation and reduce power dissipation, enabling real-time operation. Inspired by this paradigm, we propose the concept of the photonic hardware accelerator-an analog optical processing engine that precedes optical-to-electrical conversion and alleviates the burden on subsequent electronics. We propose one specific class of photonic hardware accelerators designed to assist in acquisition, feature extraction, and storage of wideband waveforms. This fundamental unit reshapes, in real time, the spectrotemporal evolution of a wideband streaming signal based on signal´s sparsity. Functioning as an information gearbox, the accelerator transforms the signal according to the nonuniform entropy of its spectrum. Nonlinear group delay dispersion modes are introduced as primitive building blocks for such transformations. Representing spectrotemporal basis functions, these modes and their corresponding time-stretch wavelets have distinct and useful properties that depend on their symmetry. We focus on polynomial basis functions, but also discuss their limitations and alternatives such as spline functions that offer more efficient representation of group delay spectra with localized features. They are used to synthesize complex warped spectrotemporal operations that are reconfigurable and can be implemented in both analog optical and digital (computational) domains. We show how these dispersion-based computational primitives reshape the wideband signal to enable nonuniform sampling, compression, and pattern recognition in real time. Additional applications including coding, signal classification, and enhancement of signal-to-noise ratio during ultrafast analog-to-digital conversion are discussed.
Keywords :
analogue integrated circuits; integrated optics; wavelet transforms; acquisition; analog optical processing engine; coding; complex warped spectrotemporal operations; compression; digital computational domains; digital hardware accelerators; dispersion-based computational primitives; feature extraction; group delay spectra; information gearbox; nonlinear group delay dispersion modes; nonuniform entropy; nonuniform sampling; pattern recognition; photonic hardware accelerator; polynomial basis functions; power dissipation; real-time operation; signal classification; signal sparsity; signal-to-noise ratio; spectrotemporal basis functions; spectrotemporal evolution; spectrum; spline functions; storage; time-stretch wavelets; ultrafast analog-to-digital conversion; wideband streaming signal; wideband waveforms; Digital systems; Optical filters; Optical sensors; Photonics; Real-time systems; Reconfigurable architectures; Wideband; Analog analytics; analog algorithm; analog computing; analog coprocessor; analog hardware accelerator; anamorphic basis functions; anamorphic dispersion modes; chirp basis functions; phase basis functions; phase modes; spectrotemporal basis functions; time stretch coding;
Journal_Title :
Proceedings of the IEEE
DOI :
10.1109/JPROC.2015.2418538