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2015 Fiscal Year Research-status Report

Efficient Evolutionary Algorithm of Multi-objective Optimization for High-Confidence Cyber-Physical Systems

Research Project

Project/Area Number 15K00120
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

リム 勇仁  北陸先端科学技術大学院大学, 情報科学研究科, 准教授 (90435793)

Co-Investigator(Kenkyū-buntansha) 丹 康雄  北陸先端科学技術大学院大学, 情報科学研究科, 教授 (90251967)
Project Period (FY) 2015-04-01 – 2018-03-31
KeywordsCyber-Physical Systems / Real-time System / Task Dependency Graph / SMT / Satisfaction Problem / Scheduling Algorithm
Outline of Annual Research Achievements

In fiscal year 2015, the aims are to define a task model and also to attain an efficiency scheduling algorithm for the HiCoCPS system. The task model is breaking down into a task dependency graph, which is used to illustrate the task execution orders before an optimization scheduling algorithm, i.e., the proposed satisfiability modulo theories (SMT) based scheduling. The scheduling issue is formalized as a form of the constraint satisfaction problem that is using the first-order logic with equality. As a results, the proposed SMT based scheduling can maximize the total number of tasks to meet their deadlines regardless of the system and target constraints.

Current Status of Research Progress
Current Status of Research Progress

3: Progress in research has been slightly delayed.

Reason

The proposed SMT-based scheduling by taking advantage of task dependency graph is designed and its theoretical analysis with system and target constraints is further investigated according to the planned fiscal year in 2015. Since the performance evaluation of the proposed SMT-based scheduling algorithm is conducted using simulation only, the cross-checking in between simulation and emulation with different test environment is not conducted. Furthermore, emulation studies under a specific application environment like smart homes are not examined. Therefore, the scalability and feasibility of the proposed SMT-based scheduling algorithm are not verified and justified.

Strategy for Future Research Activity

In next fiscal year, the scalability and feasibility of the proposed SMT-based scheduling algorithm is firstly investigated. And then the accomplished milestone is to derive and design a time delay model, which is used to yield a safe-to-process algorithm by considering the latencies in between the sensors and actuators in order to guarantee the generated events to be processed on time manner. The new time delay model is comprehensively examined in the large-scale distributed HiCoCPS environment under some assumptions through a set of selection metrics and acceptance criteria. Using the availability of TinyOS, a typical wireless sensor and actuator networks (WSAN) with two sets of five sensors and one actuator is constructed and performed. The obtained results are used to allow the cross-checking in between the simulation and experimental studies.

Causes of Carryover

The leftover was occurred due to the late pay off of the last month of the fiscal year for the travel expenditure.

Expenditure Plan for Carryover Budget

The leftover will be used for travel expenditure in next fiscal year.

  • Research Products

    (9 results)

All 2016 2015

All Journal Article (8 results) (of which Int'l Joint Research: 6 results,  Peer Reviewed: 6 results,  Open Access: 4 results,  Acknowledgement Compliant: 1 results) Presentation (1 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Journal Article] Design and evaluation of hybrid temperature control for cyber-physical home systems2016

    • Author(s)
      Zhuo CHENG, Yasuo TAN, and Yuto LIM
    • Journal Title

      International Journal of Modelling, Identification and Control (IJMIC)

      Volume: 印刷中 Pages: 印刷中

    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] rERA: An optimization algorithm of task dependency graph for scheduling2016

    • Author(s)
      Zhuo CHENG, Yasuo TAN, and Yuto LIM
    • Journal Title

      IEICE General Conference

      Volume: A-10-16 Pages: 2 pages

    • Open Access
  • [Journal Article] Scheduling overload for real-time systems using SMT solver2016

    • Author(s)
      Zhuo CHENG, Haitao ZHANG, Yasuo TAN, and Yuto LIM
    • Journal Title

      17th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)

      Volume: 1巻 Pages: 印刷中

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] SOFL-based dependency graph generation for scheduling2016

    • Author(s)
      Zhuo CHENG, Haitao ZHANG, Yasuo TAN, and Yuto LIM
    • Journal Title

      IEEE 11th International Conference on System of Systems Engineering (SoSE)

      Volume: 1巻 Pages: 印刷中

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] SMT-based scheduling for multiprocessor real-time systems2016

    • Author(s)
      Zhuo CHENG, Haitao ZHANG, Yasuo TAN, and Yuto LIM
    • Journal Title

      15th IEEE/ACIS International Conference on Computer and Information Science (ICIS)

      Volume: 1巻 Pages: 印刷中

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A framework for scheduling real-time systems2016

    • Author(s)
      Zhuo CHENG, Haitao ZHANG, Yasuo TAN, and Yuto LIM
    • Journal Title

      22nd International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA)

      Volume: 1巻 Pages: 印刷中

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Incomplete feedback data recovery scheme with Kalman filter for real-time cyber-physical systems2015

    • Author(s)
      Naushin NOWER, Yasuo TAN, and Yuto LIM
    • Journal Title

      7th International Conference on Ubiquitous and Future Networks (ICUFN)

      Volume: 1巻 Pages: 845-850

    • DOI

      10.1109/ICUFN.2015.7182663

    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Design and multiobjective optimization of efficient vehicle management framework for cyber-physical intelligent transportation systems2015

    • Author(s)
      Siew Gin LING, Yasuo TAN, and Yuto LIM
    • Journal Title

      IEICE Society Conference

      Volume: B-6-22 Pages: 2 pages

    • Open Access / Acknowledgement Compliant
  • [Presentation] A cyber-physical systems approach to smart homes2016

    • Author(s)
      Yuto LIM
    • Organizer
      14th International Conference on Computer Applications (ICCA)
    • Place of Presentation
      Sedona Hotel, Yangon, Myanmar
    • Year and Date
      2016-02-25 – 2016-02-26
    • Int'l Joint Research / Invited

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Published: 2017-01-06  

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