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

Research Project

Project/Area Number 15K00120
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Information network
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

LIM Yuto  北陸先端科学技術大学院大学, 先端科学技術研究科, 准教授 (90435793)

Co-Investigator(Kenkyū-buntansha) 丹 康雄  北陸先端科学技術大学院大学, 先端科学技術研究科, 教授 (90251967)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
KeywordsCyber-Physical Systems / Real-time System / Internet of Things / SMT / Predictive Control / Smart Homes / Model Predictive Control / Optimization / Evolutionary Algorithm / Time Delay Model / Task Dependency Method / Safe-to-process / Concurrent Arrival Issue / Task Dependency Graph / Satisfaction Problem / Scheduling Algorithm
Outline of Final Research Achievements

The goal of this project to propose a novel model of high-confidence cyber-physical systems (HiCoCPS) for bridging the gap between control law design and real-time computation constraints in a large-scale, distributed, efficient and real-time manner. The outcomes include designing and proposing three models, i.e., task model, time delay model, and optimization model for the HiCoCPS system in the smart home application and other CPS-based domain applications. In summary, the results are: (1) novel real-time scheduling methodology framework and its task models based on Satisfiability Module Theories; (2) time delay model with two safe-to-process schemes; and (3) optimization model with model predictive control.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (29 results)

All 2018 2017 2016 2015

All Journal Article (28 results) (of which Int'l Joint Research: 18 results,  Peer Reviewed: 22 results,  Open Access: 18 results,  Acknowledgement Compliant: 4 results) Presentation (1 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Journal Article] Time Delay Modeling for Energy Efficient Thermal Comfort Control System in Smart Home Environment2018

    • Author(s)
      Lim Yuto、Tan Yasuo
    • Journal Title

      Computational Science and Technology, Lecture Notes in Electrical Engineering, Springer Nature Singapore

      Volume: vol. 488 Pages: 42-52

    • DOI

      10.1007/978-981-10-8276-4_5

    • ISBN
      9789811082757, 9789811082764
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Study of predictive thermal comfort control for cyber-physical smart home system2018

    • Author(s)
      Sian En OOI, Yoshiki MAKINO, Yuan FANG, Yuto LIM, and Yasuo TAN
    • Journal Title

      IEICE Technical Committee on Ambient intelligence and Sensor Networks (ASN)

      Volume: vol. 117, no. 426 Pages: 29-34

    • NAID

      120006540284

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] Highly available data interpolation (HADI) scheme for automated system in smart home environment2018

    • Author(s)
      Cheng LI, Yuan FANG, Yuto LIM, and Yasuo TAN
    • Journal Title

      IEICE Technical Committee on Ambient intelligence and Sensor Networks (ASN)

      Volume: vol. 117, no. 426 Pages: 35-40

    • NAID

      120006540283

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] Simple and proximate time model framework of cyber-physical systems2018

    • Author(s)
      Yuan FANG, Cheng LI, Yuto LIM, and Yasuo TAN
    • Journal Title

      IEICE Technical Committee on Ambient intelligence and Sensor Networks (ASN)

      Volume: vol. 117, no. 426 Pages: 109-114

    • NAID

      120006540288

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] Predictive thermal comfort control for cyber-physical home systems2018

    • Author(s)
      Sian En OOI, Yoshiki MAKINO, Yuto LIM, and Yasuo TAN
    • Journal Title

      IEEE 13th Annual Conference on System of Systems Engineering (SoSE)

      Volume: 印刷中

    • NAID

      120006695685

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Time task scheduling for simple and proximate time model in cyber-physical systems2018

    • Author(s)
      Yuan FANG, Sian En OOI, Yuto LIM, and Yasuo TAN
    • Journal Title

      The 5th International Conference on Computational Science and Technology (ICCST)

      Volume: 1巻

    • NAID

      120006729449

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Study of adaptive model predictive control for cyber-physical home systems2018

    • Author(s)
      Sian En OOI, Yuan FANG, Yoshiki MAKINO, Yuto LIM, and Yasuo TAN
    • Journal Title

      The 5th International Conference on Computational Science and Technology (ICCST)

      Volume: 1巻

    • NAID

      120006729450

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Simplifying the Auto Regressive and Moving Average (ARMA) Model Representing the Dynamic Thermal Behaviour of iHouse Based on Theoretical Knowledge2017

    • Author(s)
      Hussein Shamsul Faisal Mohd、Bakar Mohd Anuar Abu、Makino Yoshiki、Nguyen Hoaison、Abdullah Shahrum Shah、Lim Yuto、Tan Yasuo
    • Journal Title

      Communications in Computer and Information Science, Lecture Notes in Computer Science (LNCS), Springer Nature Singapore

      Volume: vol. 751 Pages: 697-711

    • DOI

      10.1007/978-981-10-6463-0_59

    • NAID

      120006676598

    • ISBN
      9789811064623, 9789811064630
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Short-term prediction of energy consumption of air conditioners based on weather forecast2017

    • Author(s)
      Nguyen Hoaison、Makino Yoshiki、Lim Yuto、Tan Yasuo
    • Journal Title

      The 4th National Foundation for Science and Technology Development (NAFOSTED) Conference on Information and Computer Science (NICS)

      Volume: 1巻 Pages: 195-200

    • DOI

      10.1109/nafosted.2017.8108063

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Simulation of solar photovoltaic and fuel cell energy system for smart community simulator2017

    • Author(s)
      Yuto LIM, Nyiak Tien TANG, Yoshiki MAKINO, Tze Kin TEO, and Yasuo TAN
    • Journal Title

      IEICE Technical Committee on Information Networks (IN)

      Volume: vol. 117, no. 306 Pages: 1-8

    • NAID

      120006540289

    • Related Report
      2017 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] SMT-based scheduling for overloaded real-time systems2017

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

      IEICE Transactions on Information and Systems

      Volume: vol.E100-D, no.5 Pages: 1055-1066

    • NAID

      120006466841

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] SMT-based scheduling for multiprocessor real-time systems2017

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

      Real-time Systems, Springer

      Volume: 印刷中

    • NAID

      120006676366

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Time Delay Modeling for Thermal Comfort Control System in Smart Home Environment2017

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

      The Euromicro Conference on Digital System Design (DSD), Special Session on Design of Cyber-Physical Systems

      Volume: 印刷中

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Towards a Cloud-based Platform Framework for Smart Homes2016

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

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 136 Issue: 12 Pages: 1699-1705

    • DOI

      10.1541/ieejeiss.136.1699

    • NAID

      130005171476

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A case study: SOFL + model checking for OSEK/VDX application2016

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

      Structured Object-Oriented Formal Language and Method, Lecture Notes in Computer Science (LNCS), Springer International Publishing

      Volume: vol.9559 Pages: 132-146

    • DOI

      10.1007/978-3-319-31220-0_10

    • NAID

      120006027374

    • ISBN
      9783319312194, 9783319312200
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Implementation of energy efficient thermal comfort control for cyber-physical home systems2016

    • Author(s)
      Yuto LIM, Sian En OOI, Yoshiki MAKINO, Tze Kin TEO, Rayner ALFRED, and Yasuo TAN
    • Journal Title

      The International Conference on Computational Science and Engineering (ICCSE)

      Volume: 1巻

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Scheduling overload for real-time systems using SMT solver2016

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

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

      Volume: 1巻 Pages: 934-937

    • DOI

      10.1109/snpd.2016.7515899

    • NAID

      120006676370

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / 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

      The IEEE 11th System of Systems Engineering Conference (SoSE)

      Volume: 1巻 Pages: 1-6

    • DOI

      10.1109/sysose.2016.7542958

    • NAID

      120006676361

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / 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

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

      Volume: 1巻 Pages: 1-7

    • DOI

      10.1109/icis.2016.7550822

    • NAID

      120006676366

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / 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

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

      Volume: 1巻

    • NAID

      120006676397

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [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

    • NAID

      120006312298

    • Related Report
      2015 Research-status Report
    • 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

    • NAID

      110010023210

    • Related Report
      2015 Research-status Report
    • 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

    • NAID

      120006676370

    • Related Report
      2015 Research-status Report
    • 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

    • NAID

      120006676361

    • Related Report
      2015 Research-status Report
    • 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

    • NAID

      120006676366

    • Related Report
      2015 Research-status Report
    • 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

    • NAID

      120006676397

    • Related Report
      2015 Research-status Report
    • 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

    • NAID

      120006676179

    • Related Report
      2015 Research-status Report
    • 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

    • NAID

      110009984260

    • Related Report
      2015 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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