21 citations · 56 across the 5 of their papers we have counts for
5 papers
Enhancing Multistep Prediction of Multivariate Market Indices Using Weighted Optical Reservoir Computing
Fang Wang, Ting Bu, Yuping Huang
We propose and experimentally demonstrate an innovative stock index prediction method using a weighted optical reservoir computing system. We construct fundamental market data comb…
Observation of Distinct Phase Transitions in a Nonlinear Optical Ising Machine
Santosh Kumar, Zhaotong Li, Ting Bu +2
Optical Ising machines promise to solve complex optimization problems with an optical hardware acceleration advantage. Here we study the ground state properties of a nonlinear opti…
Efficient Reservoir Computing using Field Programmable Gate Array and Electro-optic Modulation
Prajnesh Kumar, Mingwei Jin, Ting Bu +2
We experimentally demonstrate a hybrid reservoir computing system consisting of an electro-optic modulator and field programmable gate array (FPGA). It implements delay lines and f…
Robust and Efficient Single-Pixel Image Classificationwith Nonlinear Optics
Santosh Kumar, Ting Bu, He Zhang +2
We present a hybrid image classifier by mode-selective image upconversion, single pixel photodetection, and deep learning, aiming at fast processing a large number of pixels. It ut…
Single-Pixel Pattern Recognition with Coherent Nonlinear Optics
Ting Bu, Santosh Kumar, He Zhang +2
We propose and experimentally demonstrate a nonlinear-optics approach to pattern recognition with single-pixel imaging and deep neural network. It employs mode selective image up-c…