• Title/Summary/Keyword: 뉴로모픽 칩

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Development of a Simulator for RBF-Based Networks on Neuromorphic Chips (뉴로모픽 칩에서 운영되는 RBF 기반 네트워크 학습을 위한 시뮬레이터 개발)

  • Lee, Yeowool;Seo, Keyongeun;Choi, Daewoong;Ko, Jaejin;Lee, Sangyub;Lee, Jaekyu;Cho, Heyonjoong
    • KIPS Transactions on Computer and Communication Systems
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    • v.8 no.11
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    • pp.251-262
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    • 2019
  • In this paper, we propose a simulator that provides various algorithms of RBF networks on neuromorphic chips. To develop algorithms based on neuromorphic chips, the disadvantages of using simulators are that it is difficult to test various types of algorithms, although time is fast. This proposed simulator can simulate four times more types of network architecture than existing simulators, and it provides an additional a two-layer structure algorithm in particular, unlike RBF networks provided by existing simulators. This two-layer architecture algorithm is configured to be utilized for multiple input data and compared to the existing RBF for performance analysis and validation of utilization. The analysis showed that the two-layer structure algorithm was more accurate than the existing RBF networks.