AIMR Math Group On-line Seminar

#8 FY2021

 

Date :November. 12th (Fri) 2021 11:00-12:00

Venue: Zoom

Speaker: Hiroyasu Ando(WPI-AIMR, Tohoku University)
Title: Prediction method by harvesting computation from road traffic dynamics

 

Abstract

While the recent technological breakthroughs in AI and Big Data are remarkable, we cannot avoid the problems of increasing the cost of computing for large data. In this study, we propose a methodology called "Computation harvesting" that utilizes the dynamics of real-world phenomena as computational resources in addition to digital computers, and demonstrate its feasibility for prediction tasks using road traffic data. I will introduce the following papers.

 

References:
[1] H. Ando, T. Okamoto, H. Chang, T. Noguchi, S. Nakaoka, “Computation harvesting in road traffic dynamics”, arXiv:2011.10744.
[2] T. Okamoto, H. Ando, K. Wada, R. Mukai, Y. Nishiumi, D. Tamagawa, “Predicting Traffic Breakdown in Urban Expressways Based on Simplified Reservoir Computing”, in Proc. of AAAI21 workshop: AI for Urban Mobility, 4pages, 2021.
[3] H. Ando, H. Chang, “A model of computing with road traffic dynamics”, Nonlinear Theory and Its Applications, IEICE, Vol. 12, No. 2, pp.175–180, 2021.

 

 

 

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