Title:
DRL-BASED CONTROL LOGIC DESIGN METHOD UNDER CONTINUOUS MICROFLUIDIC BIOCHIP
Document Type and Number:
WIPO Patent Application WO/2023/226642
Kind Code:
A1
Abstract:
A deep reinforcement learning (DRL)-based control logic design method under a continuous microfluidic biochip, which aims to seek a more effective pattern allocation scheme for control logic. Firstly, an integer linear programming model for effectively solving multi-channel switching calculation is provided, so as to minimize the number of time slices required by control logic, thereby significantly improving the execution efficiency of biochemical application; and secondly, a control logic synthesis method based on DRL is provided, and by means of the method, a more effective pattern allocation scheme is sought for the control logic by using a double deep Q-network and two Boolean logic simplification techniques, thereby bringing about better logic synthesis performance and lower chip cost.
Inventors:
GUO WENZHONG (CN)
CAI HUAYANG (CN)
LIU GENGGENG (CN)
HUANG XING (CN)
CHEN GUOLONG (CN)
CAI HUAYANG (CN)
LIU GENGGENG (CN)
HUANG XING (CN)
CHEN GUOLONG (CN)
Application Number:
PCT/CN2023/089652
Publication Date:
November 30, 2023
Filing Date:
April 21, 2023
Export Citation:
Assignee:
UNIV FUZHOU (CN)
International Classes:
G05B13/04
Foreign References:
| CN115016263A | 2022-09-06 | |||
| CN206640499U | 2017-11-14 | |||
| CN109190259A | 2019-01-11 | |||
| CN109296823A | 2019-02-01 | |||
| US20210146357A1 | 2021-05-20 | |||
| KR20170105797A | 2017-09-20 |
Other References:
JINGSONG YANG, ZUO CHUNCHENG, XU CHUNFENG, JI FENG: "Research on architectural-level synthesis algorithm of digital microfluidics biochips", CHINESE JOURNAL OF SCIENTIFIC INSTRUMENT, vol. 30, no. 5, 15 May 2009 (2009-05-15), pages 1083 - 1088, XP093111608
ZHI-MING LI, CHEN HENG-WU, MA DAN: "Preparation and Characterization of Thermally Actuated Microfluidic Valve on Glass Microchips", CHEMICAL JOURNAL OF CHINESE UNIVERSITIES, vol. 30, no. 1, 10 January 2009 (2009-01-10), pages 32 - 36, XP093111609
ZHI-MING LI, CHEN HENG-WU, MA DAN: "Preparation and Characterization of Thermally Actuated Microfluidic Valve on Glass Microchips", CHEMICAL JOURNAL OF CHINESE UNIVERSITIES, vol. 30, no. 1, 10 January 2009 (2009-01-10), pages 32 - 36, XP093111609
Attorney, Agent or Firm:
FUZHOU YUANCHUANG PATENT AND TRADEMARK AGENT LTD. (CN)
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