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2022 Fiscal Year Research-status Report

New-generation optimization algorithms for engineering

Research Project

Project/Area Number 21K17710
Research InstitutionKyushu University

Principal Investigator

Themelis Andreas  九州大学, システム情報科学研究院, 准教授 (50898749)

Project Period (FY) 2021-04-01 – 2024-03-31
KeywordsOptimization algorithms / Nonconvex optimization / Adaptive algorithms
Outline of Annual Research Achievements

The candidate established a new collaboration with the University of British Columbia (CA), including in the discussion a PhD student under his co-supervision that resulted in the preprint [1]. In addition, he has been invited for visiting periods at the Tokyo Institute of Technology (December 2022), the University of Pisa (scheduled for May 2023), and the Chongqing Normal University (scheduled for August 2023). His research trend continues along the lines of the previous year, with additional focus on linesearch-free methods for convex optimization [2] and (convex) optimization for power-grid expansion planning [4]. As in the past, a first inquiry in the convex realm is meant to serve as foundation for potential nonconvex extensions, ultimate target of the proposal.

[1] Z Wang, AT, H Ou, and X Wang. A mirror inertial forward-reflected-backward splitting: Global convergence and linesearch extension beyond convexity and Lipschitz smoothness, arXiv:2212.01504, 2022
[2] P Latafat, AT, L Stella, and P Patrinos. Adaptive proximal algorithms for convex optimization under local Lipschitz continuity of the gradient, arXiv:2301.04431, 2023
[3] S Hardy, AT, K Yamamoto, H Ergun, and D Van Hertem. Optimal grid layouts for hybrid offshore assets in the North Sea under different market designs, arXiv:2301.00931, 2023

Current Status of Research Progress
Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

As mentioned in the future plans section, the only promised goal that the candidate missed is the writing of an extended monograph. This change of plan was prompted by a more pressing urge to tie new international collaborations and produce novel publications, all successfully achieved in the candidate's opinion, whereas the monograph is meant to cover already established material with previous co-authors. Furthermore, the previously halted software development is now being handled by international collaborators who take care of simulations in co-authored papers and keep publicly available open-source code up to date with the most recent findings.

Strategy for Future Research Activity

Differently from what intended at the beginning of last year, the candidate put on halt the writing of the extended monograph for the Foundations and Trends in Optimization and gave priority to the establishment of new collaborations and the development of novel publications. Having succeeded in publishing and submitting a considerable amount of novel material, he believes that the halted project can now resume without impediments.

Causes of Carryover

Only very recently have all the traveling limitations due to COVID been waived, and travelling has admittedly been harder than anticipated this year. Because of this I also refrained from both visiting and inviting international researchers for collaborations, and my only exchanges in person have been through domestic visits (Tokyo, December 2022). Now that said constraints have fully been lifted, I am already planning to host collaborators (from Germany, and possibly Belgium) and visit existing ones in China (Chonqing National University).

  • Research Products

    (13 results)

All 2022 Other

All Int'l Joint Research (3 results) Journal Article (5 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 5 results,  Open Access: 1 results) Presentation (5 results) (of which Int'l Joint Research: 2 results,  Invited: 3 results)

  • [Int'l Joint Research] KU Leuven(ベルギー)

    • Country Name
      BELGIUM
    • Counterpart Institution
      KU Leuven
  • [Int'l Joint Research] UniBw Munich(ドイツ)

    • Country Name
      GERMANY
    • Counterpart Institution
      UniBw Munich
  • [Int'l Joint Research] University of British Columbia(カナダ)

    • Country Name
      CANADA
    • Counterpart Institution
      University of British Columbia
  • [Journal Article] Douglas-Rachford splitting and ADMM for nonconvex optimization: accelerated and Newton-type algorithms2022

    • Author(s)
      A. Themelis, L. Stella and P. Patrinos
    • Journal Title

      Computational Optimization and Applications

      Volume: 82 Pages: 395-440

    • DOI

      10.1007/s10589-022-00366-y

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Proximal Gradient Algorithms under Local Lipschitz Gradient Continuity: A Convergence and Robustness Analysis of PANOC2022

    • Author(s)
      A. De Marchi and A. Themelis
    • Journal Title

      Journal of Optimization Theory and Applications

      Volume: 194 Pages: 771-794

    • DOI

      10.1007/s10957-022-02048-5

    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Bregman Finito/MISO for nonconvex regularized finite sum minimization without Lipschitz gradient continuity2022

    • Author(s)
      P. Latafat, A. Themelis, M. Ahookhosh and P. Patrinos
    • Journal Title

      SIAM Journal on Optimization

      Volume: 32 Pages: 2230-2262

    • DOI

      10.1137/21M140376X

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Flock navigation with dynamic hierarchy and subjective weights using nonlinear MPC2022

    • Author(s)
      A. Nag, S. Huang, A. Themelis and Yamamoto, Kaoru
    • Journal Title

      IEEE Conference on Control Technology and Applications

      Volume: - Pages: 1135-1140

    • DOI

      10.1109/CCTA49430.2022.9966067

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Douglas-Peucker piecewise affine approximation of an optimal fuel consumption problem to apply PANOC2022

    • Author(s)
      H. Ou, A. Themelis, T. Yuno and T. Kawabe
    • Journal Title

      SICE International Symposium on Control Systems

      Volume: - Pages: 34-38

    • DOI

      10.23919/SICEISCS54350.2022.9754372

    • Peer Reviewed / Int'l Joint Research
  • [Presentation] inertia and relative smoothness in nonconvex minimization a case study on the forward-reflected-backward algorithm2022

    • Author(s)
      Andreas Themelis
    • Organizer
      International Workshop on Continuous Optimization
    • Int'l Joint Research / Invited
  • [Presentation] Splitting algorithms for nonconvex optimization: Unified analysis and Newton-type acceleration2022

    • Author(s)
      Andreas Themelis
    • Organizer
      NPU Optimization Seminar
    • Int'l Joint Research / Invited
  • [Presentation] Douglas-Peucker piecewise affine approximation of an optimal fuel consumption problem to apply PANOC2022

    • Author(s)
      Hongjia Ou
    • Organizer
      2022 SICE International Symposium on Control Systems
  • [Presentation] Flock navigation with dynamic hierarchy and subjective weights using nonlinear MPC2022

    • Author(s)
      Kaoru Yamamoto
    • Organizer
      2022 IEEE Conference on Control Technology and Applications
    • Invited
  • [Presentation] Deadlock avoidance for robot navigation with potential field method in an unknown environment2022

    • Author(s)
      Ryota Kubo
    • Organizer
      Japan Joint Automatic Control Conference

URL: 

Published: 2023-12-25  

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