PROJECT


TITLE:
Robust control solutions for multi-channel networked flows
(Odporne schematy regulacji dla wielokanałowych przepływów sieciowych)
PROGRAM: Opus 21
No: 2021/41/B/ST7/00108
FUNDING INST.: National Science Centre, Poland
REALIZED AT: Lodz University of Technology, Poland
DATES: Jan. 2022 – Jan. 2025
LEADER: Przemysław Ignaciuk, PhD, DSc
STATUS: ongoing



SUBJECT AREAS:


DESCRIPTION
Networked systems, e.g., communication and logistic networks, or distributed computing and control environments, incorporate separate yet cooperating entities to achieve the intended goals. The inevitable uncertainties related to the information and resource exchange among the system components – congestion, noise, channel interference, node and interface failures – may compromise the desired functionality. Virtually all the essential parameters of the transfer process – delay, error rate, throughput – change in a dynamic and unpredictable way. In order to leverage the impact of network-induced and environmental perturbations, one may simultaneously engage multiple transport channels. Unfortunately, inappropriate traffic distribution in the multi-flow framework may actually cancel the advantages of increased efficiency and resilience this option offers.The project objective is to:
1) identify the common characteristics of modern networked systems that explicitly involve multiple channels for resource and information exchange and, using advanced methods of control theory,
2) develop new algorithms governing the multi-flow transport process that will yield better robustness and higher efficiency than the existing solutions according to formally defined quantitative criteria.
The proposed approach emphasizing the system dynamics, besides improving the operation of a given class of systems, is believed to relieve the transition of the outstanding results to other application areas and problem types, e.g., adopting data flow control mechanisms from computer networks to resource distribution in logistic systems, in line with the concepts of Physical Internet and Industry 4.0. The designed new algorithms are to provide a high degree of resiliency with good dynamics while conforming to the class-specific constraints, network topology, and information exchange hazards. Therefore, contrary to the solutions delivered in the past, the optimality criteria will be given equal attention as the implementation and robustness aspects in the design process. In order to corroborate the theoretical outcomes, a test platform for the control system analysis and convenient yet rigorous algorithm property evaluation in relation to the current solutions will be created. Unlike the previously reported endeavors in the field, this platform should allow for conducting comprehensive studies at all stages of the design process – from concept validation, through parameter selection, to experimental verification – in the optimal (efficiency) and robust (sensitivity) contexts. The created test environment will encompass both new modules and programs developed for the professional simulation tools, like Matlab or ns-3, and experimental setups with hardware units and benchmark plants cooperating via real data transmission networks.



Publications

BOOK CHAPTERS
  1. Ł. Wieczorek, P. Ignaciuk: Dynamic mutation control in continuous genetic algorithms, chapter in Progress in Polish Artificial Intelligence Research 4, Vol. 2437 (Eds. A. Wojciechowski, P. Lipiński), Wydawnictwo Politechniki Łódzkiej, Łódź, 2023, pp. 349-354. OA: http://repozytorium.p.lodz.pl/handle/11652/4831
  2. Ł. P. Łuczak, P. Ignaciuk, M. Morawski: MPTCP congestion control algorithms for streaming applications – Performance evaluation in public networks, chapter in Progress in Polish Artificial Intelligence Research 4, Vol. 2437 (Eds. A. Wojciechowski, P. Lipiński), Wydawnictwo Politechniki Łódzkiej, Łódź, 2023, pp. 361-366. OA: http://repozytorium.p.lodz.pl/handle/11652/4833
  3. A. Dziomdziora, P. Ignaciuk: Algorithm selection for population-based optimization of networked structures, chapter in Proceedings of the 3rd Polish Conference on Artificial Intelligence (PP-RAI’2022), Publishing House of Gdynia Maritime University, Gdynia, 2022, pp. 143-146.
  4. M. Morawski, M. Karbowańczyk: Multipath QUIC – Directions of the Improvements, chapter in Broadband Communications, Networks, and Systems. BROADNETS 2021, Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, Vol. 413 (Eds. W. Xiang, F. Han, T. K. Phan), Springer, Cham, pp. 193-207.
PAPERS IN JCR-LISTED JOURNALS
  1. N. Otsuka, D. Kakehi, P. Ignaciuk: Interval reduced-order switched positive observers for uncertain switched positive linear systems. International Journal of Control, Automation, and Systems, Vol. 22, No. 4, 2024, pp. 1105-1115. http://dx.doi.org/10.1007/s12555-023-0103-6
  2. P. Ignaciuk, M. Morawski: Optimal control of cascade hydro plants as a prosumer-oriented distributed energy depot. Energies, Special issue on Optimization and Control for Sustainable Green Energy and Transportation Systems: Latest Advances and Prospects, Vol. 17, No. 2, 2024, 469. OA: https://www.mdpi.com/1996-1073/17/2/469
  3. Ł. P. Łuczak, P. Ignaciuk, M. Morawski: Evaluating MPTCP congestion control algorithms: Implications for streaming in open Internet. Future Internet, Vol. 15, No. 10, 2023, 328. OA: https://www.mdpi.com/1999-5903/15/10/328
  4. Ł. Wieczorek, P. Ignaciuk: (r, Q) inventory management in complex distribution systems of the One Belt One Road initiative. International Journal of Shipping and Transport Logistics, Vol. 15, No. 1-2, 2022, pp. 111-143. OA: https://www.inderscienceonline.com/doi/abs/10.1504/IJSTL.2022.125876
  5. P. Ignaciuk: Linear-quadratic optimal control of multi-modal distribution systems with imperfect channels. International Journal of Production Research, Vol. 60, No. 18, 2022, pp. 5523-5538.
  6. M. Morawski, P. Ignaciuk: Choosing a proper control strategy for multipath transmission in Industry 4.0 applications. IEEE Transactions on Industrial Informatics, Vol. 18, No. 6, 2022, pp. 3609-3619.
CONFERENCE PAPERS
  1. P. Ignaciuk, M. Morawski: Price-shaped optimal water reflow in prosumer energy cascade hydro plants. 18th Conference on Computer Science and Intelligence Systems, Warsaw, Poland, Sep. 2023, pp. 1001-1005.
  2. Ł. P. Łuczak, P. Ignaciuk, M. Morawski: Experimental assessment of MPTCP congestion control algorithms for streaming services in open Internet. 18th Conference on Computer Science and Intelligence Systems, Warsaw, Poland, Sep. 2023, pp. 353-358.
  3. M. Morawski, P. Ignaciuk: Balancing energy budget in prosumer water plant installations with explicit consideration of flow delay. 22nd IFAC World Congress, Yokohama, Japan, Jul. 2023, pp. 12606-12611.
  4. P. Ignaciuk: (r, Q) inventory control in multi-modal distribution systems with flexible channel allocation. 17th International Conference on Control, Automation, Robotics and Vision, Singapore, Dec. 2022, pp. 559-564.
  5. M. Morawski, P. Ignaciuk: A synchronizing scheduler for reduced protocol delay in multipath transmission. 17th International Conference on Control, Automation, Robotics and Vision, Singapore, Dec. 2022, pp. 553-558.
  6. M. Morawski, P. Ignaciuk: Synchronizing scheduler for MPTCP transmission of streaming content. IEEE International Conference on Systems, Man, and Cybernetics, Prague, Czech Republic, Oct. 2022, pp. 901-906.
  7. Ł. Wieczorek, P. Ignaciuk: Elitism mechanism in the genetic optimization of networked distribution systems. 26th International Conference on Methods and Models in Automation and Robotics, Międzyzdroje, Poland, Aug. 2022, pp. 370-375.
  8. P. Ignaciuk: Dynamical analysis of (r, Q) inventory policy in multi-modal distribution systems with uncertain goods delivery time. 10th IFAC Conference on Manufacturing Modelling, Management and Control, Nantes, France, Jun. 2022, pp. 2513-2518.


Participation in scientific events