A low-computation-complexity, energy-efficient, and high-performance linear program solver using memristor crossbars

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Abstract

Linear programming is required in a wide variety of application including routing, scheduling, and various optimization problems. The primal-dual interior point (PDIP) method is state-of-the-art algorithm for solving linear programs, and can be decomposed to matrix-vector multiplication and solving systems of linear equations, both of which can be conducted by the emerging memristor crossbar technique in O(1) time complexity in the analog domain. This work is the first to apply memristor crossbar for linear program solving based on the PDIP method, which has been reformulated for memristor crossbars to compute in the analog domain. The proposed linear program solver can overcome limitations of memristor crossbars such as supporting only non-negative coefficients, and has been extended for higher scalability. The proposed solver is iterative and achieves O(N) computation complexity in each iteration. Experimental results demonstrate that reliable performance with high accuracy can be achieved under process variations.

Original languageEnglish (US)
Title of host publicationProceedings - 29th IEEE International System on Chip Conference, SOCC 2016
PublisherIEEE Computer Society
Pages317-322
Number of pages6
ISBN (Electronic)9781509013661
DOIs
StatePublished - Apr 19 2017
Event29th IEEE International System on Chip Conference, SOCC 2016 - Seattle, United States
Duration: Sep 6 2016Sep 9 2016

Other

Other29th IEEE International System on Chip Conference, SOCC 2016
CountryUnited States
CitySeattle
Period9/6/169/9/16

    Fingerprint

ASJC Scopus subject areas

  • Hardware and Architecture
  • Control and Systems Engineering
  • Electrical and Electronic Engineering

Cite this

Cai, R., Ren, A., Wang, Y., Soundarajan, S., Qiu, Q., Yuan, B., & Bogdan, P. (2017). A low-computation-complexity, energy-efficient, and high-performance linear program solver using memristor crossbars. In Proceedings - 29th IEEE International System on Chip Conference, SOCC 2016 (pp. 317-322). [7905500] IEEE Computer Society. https://doi.org/10.1109/SOCC.2016.7905500