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Study on Succint Learning Networks and its Applications

Research Project

Project/Area Number 15K18095
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Control engineering/System engineering
Research InstitutionWaseda University

Principal Investigator

Parque Victor  早稲田大学, 理工学術院, 准教授(任期付) (50745221)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2018: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordslearning / networks / graph representation / optimization / network design / product design / path planning / evolutionary computing / learning networks / design / control / evolutionary computation / representations / combinatorial / pattern recognition / succinctness / computer-aided design / modularity / succint representation / robotics
Outline of Final Research Achievements

In this research, learning networks with succinct structures and their applications were conducted. In one hand, succinct structures for directed networks, undirected networks, modular networks and variable-size networks achieving the state of the art efficiency were made possible. And the applications in path planning and CAD problems have shown the excellent performance, efficiency and scalability of the proposed algorithms.

Academic Significance and Societal Importance of the Research Achievements

Succinct learning networks bring the unique benefits of representational economy, algorithmic versatility and conceptual clarity when encoding richer and complex knowledge structures through graphs, rendering improved approaches when tackling complex problems in control and design.

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (43 results)

All 2019 2018 2017 2016 2015

All Journal Article (16 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 16 results,  Acknowledgement Compliant: 1 results) Presentation (22 results) (of which Int'l Joint Research: 13 results,  Invited: 2 results) Book (5 results)

  • [Journal Article] Unranking Combinations Using Gradient-Based Optimization2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Proc. 30th IEEE International Conference on Tools with Artificial Intelligence (ICTAI)

      Volume: Nov. Pages: 579-586

    • DOI

      10.1109/ictai.2018.00094

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Obstacle-Avoiding Euclidean Steiner Trees by n-Star Bundles2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Proc. 30th IEEE International Conference on Tools with Artificial Intelligence (ICTAI)

      Volume: Nov. Pages: 315-319

    • DOI

      10.1109/ictai.2018.00057

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Parametric Excitation for Exploration of Lava Tubes and Caves2018

    • Author(s)
      Victor Parque, M. Kumai, S. Miura, T. Miyashita
    • Journal Title

      Proc. International Conference on Computational Science (ICCS)

      Volume: June Pages: 470-482

    • DOI

      10.1007/978-3-319-93698-7_36

    • ISBN
      9783319936970, 9783319936987
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Path Planning on Hierarchical Bundles with Differential Evolution2018

    • Author(s)
      Victor Parque, T. Miyashita
    • Journal Title

      Proc. International Conference on Swarm Intelligence (ICSI)

      Volume: June Pages: 251-260

    • DOI

      10.1007/978-3-319-93815-8_25

    • ISBN
      9783319938141, 9783319938158
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Spiral Folding of Thin Films with Curved Surface2018

    • Author(s)
      Victor Parque, Kohei Ogawa, Satoshi Miura, Tomoyuki Miyashita
    • Journal Title

      Proc. IEEE International Conference on Systems, Man and Cybernetics (SMC)

      Volume: Oct. Pages: 1699-1704

    • DOI

      10.1109/smc.2018.00294

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On vehicle Surrogate Learning with Genetic Programming Ensembles2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Genetic and Evolutionary Computation (GECCO)

      Volume: July Pages: 1704-1710

    • DOI

      10.1145/3205651.3208310

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Towards Bundling Minimal Trees in Polygonal Maps2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Genetic and Evolutionary Computation (GECCO)

      Volume: July Pages: 1813-1820

    • DOI

      10.1145/3205651.3208316

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Towards the Succinct Representation of m out of n2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Proc. International Conference on Internet and Distributed Computing Systems (IDCS)

      Volume: Oct. Pages: 16-26

    • DOI

      10.1007/978-3-030-02738-4_2

    • ISBN
      9783030027377, 9783030027384
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Learning Fuel Consumption Prediction in Vehicle Clusters2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Proc. IEEE Int. Conference on Computers, Software and Applications (COMPSAC)

      Volume: July Pages: 116-121

    • DOI

      10.1109/compsac.2018.10214

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Graph Representation with Smallest Numerical Encoding2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Proc. IEEE Int. Conference on Computers, Software and Applications (COMPSAC)

      Volume: July Pages: 817-818

    • DOI

      10.1109/compsac.2018.00135

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Numerical Representation of Modular Graphs2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Proc. IEEE Int. Conference on Computers, Software and Applications (COMPSAC)

      Volume: July Pages: 819-820

    • DOI

      10.1109/compsac.2018.00136

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fast Generation of Combinatorial Objects2018

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Proc. International Conference on Metaheuristics and Nature Inspired Computing (META)

      Volume: Oct. Pages: 496-504

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Path Planning using Minimal Aesthetic B-spline Curves2018

    • Author(s)
      Mohamed Abdelwahab, Victor Parque and Ahmed Fath El-Bab
    • Journal Title

      Proc. IEEE Global Conference on Life Sciences and Technologies (LifeTech)

      Volume: March Pages: 21-25

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Benchmarking Learning Networks on Eat-Sleep Conditions2018

    • Author(s)
      Victor Parque, Solomon Oladayo, Hammed Obasekore, Tomoyuki Miyashita
    • Journal Title

      Proc. IEEE Global Conference on Life Sciences and Technologies (LifeTech)

      Volume: March Pages: 29-30

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On Planning Distributed Minimal Sensor Networks2018

    • Author(s)
      Victor Parque, Hammed Obasekore, Solomon Oladayo and Tomoyuki Miyashita
    • Journal Title

      Proc. IEEE Global Conference on Life Sciences and Technologies (LifeTech)

      Volume: March Pages: 26-28

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Method to Learn High-Performing and Novel Product Layouts and its Application to Vehicle Design2016

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Journal Title

      Neurocomputing

      Volume: 248 Pages: 41-56

    • DOI

      10.1016/j.neucom.2016.12.082

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Minimal trees with Modularity2019

    • Author(s)
      Victor Parque
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Related Report
      2018 Annual Research Report
  • [Presentation] Comparison of Schemes for Numerical Representation of Graph Structures2019

    • Author(s)
      Victor Parque
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Related Report
      2018 Annual Research Report
  • [Presentation] On Minimal Trees in Polygonal Maps2018

    • Author(s)
      Victor Parque
    • Organizer
      15th Humies Awards for Human-Competitive Results
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Benchmarking Deep Learning Models on Prosthetic Hand State Recognition2018

    • Author(s)
      Victor Parque
    • Organizer
      The Annual Conference of Electronics, Information and Systems Society
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Towards Stagnation-Free Particle Swarm Optimization and its Application to PID Control Tuning2018

    • Author(s)
      Victor Parque, A. Khalifa, T. Miyashita
    • Organizer
      SICE International Symposium on Control Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data-driven Path Planning with Compounded Fair Curves2018

    • Author(s)
      Victor Parque, N. Salcedo, M. Kobayashi, M. Higashi
    • Organizer
      International Workshop on Optimization and Learning: Challenges and Applications
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Nature-Inspired Minimal Trees in Polygonal Maps2018

    • Author(s)
      Victor Parque, N. Salcedo, S. Miura, T. Miyashita
    • Organizer
      International Workshop on Optimization and Learning: Challenges and Applications
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] On Canonical Learning Networks2018

    • Author(s)
      Victor Parque, T. Miyashita
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Related Report
      2017 Research-status Report
  • [Presentation] On Building Modular Trees in the Plane2018

    • Author(s)
      Victor Parque, M. Kobayashi, T. Miyashita
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Related Report
      2017 Research-status Report
  • [Presentation] On Path Planning using Log-Aesthetic Curves2017

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2017-03-13
    • Related Report
      2016 Research-status Report
  • [Presentation] On Route Bundling using Triangulated Space2017

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2017-03-13
    • Related Report
      2016 Research-status Report
  • [Presentation] On Succinct Representation of Directed Graphs2017

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Organizer
      IEEE International Conference on Big Data and Smart Computing
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      2017-02-13
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bundling n-Stars in Polygonal Maps2017

    • Author(s)
      Victor Parque, T. Miyashita
    • Organizer
      29th IEEE International Conference on Tools with Artificial Intelligence (ICTAI2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] On the Numerical Representation of Labeled Graphs with Self-loops2017

    • Author(s)
      Victor Parque, T. Miyashita
    • Organizer
      29th IEEE International Conference on Tools with Artificial Intelligence (ICTAI2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Computing Path Bundles in Bipartite Networks2017

    • Author(s)
      Victor Parque, S. Miura, T. Miyashita
    • Organizer
      7th International Conference on Simulation and Modelling Methodologies, Technologies and Applications (SIMULTECH)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimization of Route Bundling via Differential Evolution with a Convex Representation2017

    • Author(s)
      Victor Parque, S. Miura, T. Miyashita
    • Organizer
      IEEE International Conference on Real-Time Computing and Robotics
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] On k-Subset Sum Using Enumerative Encoding2016

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Organizer
      IEEE International Symposium on Signal Processing and Information Technology
    • Place of Presentation
      Limassol, Cypruss
    • Year and Date
      2016-12-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Succinct Representation of Directed Graphs2016

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Place of Presentation
      Chiba, Japan
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] Comparative Analysis of Aesthetic Surfaces2016

    • Author(s)
      Victor Parque, Masakazu Kobayashi, Masatake Higashi
    • Organizer
      Spring Annual Meeting of the Japanese Society of Precision Engineering
    • Place of Presentation
      Chiba, Japan
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] Optimization of ZigBee Networks using Bundled Routes2015

    • Author(s)
      Victor Parque, Ibrahim Seleem, Mohamed Raessa, Tomoyuki Miyashita
    • Organizer
      The 6th International Conference on Advanced Mechatronics
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2015-12-05
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Affordable Sensor Fusion for Wireless Control of External Devices2015

    • Author(s)
      Mohamed Raessa, Victor Parque, Tomoyuki Miyashita
    • Organizer
      The 6th International Conference on Advanced Mechatronics
    • Place of Presentation
      Tokyom Japan
    • Year and Date
      2015-12-05
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Learning Vehicle Layouts through History2015

    • Author(s)
      Victor Parque, Tomoyuki Miyashita
    • Organizer
      22nd International Conference on Neural Information Processing
    • Place of Presentation
      Istanbul Turkey
    • Year and Date
      2015-11-09
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Book] Heurististics for Optimization and Learning2019

    • Author(s)
      Lionel Amodeo, El-Ghazali Talbi, Farouk Yalaoui
    • Publisher
      Springer
    • Related Report
      2018 Annual Research Report
  • [Book] Advances in Intelligent Systems and Computing (Series 873)2019

    • Author(s)
      Mohammad S. Obaidat, Tuncer Oren, Floriano De Rango
    • Total Pages
      368
    • Publisher
      Springer
    • ISBN
      9783030014698
    • Related Report
      2018 Annual Research Report
  • [Book] Advances in Swarm Intelligence2018

    • Author(s)
      Ying Tan, Yuhui Shi, Qirong Tang
    • Total Pages
      639
    • Publisher
      Springer
    • Related Report
      2018 Annual Research Report
  • [Book] Internet and Distributed Computing Systems2018

    • Author(s)
      Yang Xiang, Jingtao Sun, Giancarlo Fortino, Antonio Guerrieri, Jason J. Jung
    • Total Pages
      304
    • Publisher
      Springer
    • Related Report
      2018 Annual Research Report
  • [Book] Computational Science2018

    • Author(s)
      Yong Shi, Haohuan Fu, Yingjie Tian, Valeria V. Krzhizhanovskaya, Michael Harold Lees, Jack J. Dongarra, Peter M. A. Sloot
    • Total Pages
      730
    • Publisher
      Springer
    • ISBN
      9783319936970
    • Related Report
      2018 Annual Research Report

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Published: 2015-04-16   Modified: 2020-03-30  

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