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Wyszukujesz frazę "teaching–learning-based optimization" wg kryterium: Temat


Wyświetlanie 1-2 z 2
Tytuł:
Design of an optimal fuzzy controller of an under-actuated manipulator based on teaching-learning-based optimization
Autorzy:
Mahmoodabadi, Mohammad Javad
Yazdizadeh-Baghini, Amineh
Powiązania:
https://bibliotekanauki.pl/articles/386516.pdf
Data publikacji:
2019
Wydawca:
Politechnika Białostocka. Oficyna Wydawnicza Politechniki Białostockiej
Tematy:
optimal controller
fuzzy control
teaching-learning-based optimization
underactuated system
2R planar horizontal manipulator
Opis:
In this paper, an optimal fuzzy controller based on the Teaching-Learning-Based Optimization (TLBO) algorithm has been presented for the stabilization of a two-link planar horizontal under-actuated manipulator with two revolute (2R) joints. For the considered fuzzy control method, a singleton fuzzifier, a centre average defuzzifier and a product inference engine have been used. The TLBO algorithm has been implemented for searching the optimum parameters of the fuzzy controller with consideration of time integral of the absolute error of the state variables as the objective function. The proposed control method has been utilized for the 2R under-actuated manipulator with the second passive joint wherein the model moves in the horizontal plane and friction forces have been considered. Simulation results of the offered control method have been illustrated for the stabilization of the considered robot system. Moreover, for different initial conditions, the effectiveness and the robustness of the mentioned strategy have been challenged.
Źródło:
Acta Mechanica et Automatica; 2019, 13, 3; 166-172
1898-4088
2300-5319
Pojawia się w:
Acta Mechanica et Automatica
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Solving a stochastic time-cost-quality trade-off problemby meta-heuristic optimization algorithms
Autorzy:
Mohammadi, Mohammad Owais
Dede, Tayfun
Grzywiński, Maksym
Powiązania:
https://bibliotekanauki.pl/articles/31342639.pdf
Data publikacji:
2022
Wydawca:
Politechnika Częstochowska
Tematy:
stochastyczny kompromis czas-koszt-jakość
algorytmy optymalizacji
problemy optymalizacji
stochastic time-cost-quality trade-off
non-dominating sorting-II
teaching-learning-based optimization
Opis:
Actual time, cost, and quality of execution options for various activities within a considered project cannot be certainly determined prior to construction, there could be three different values of time and cost for each execution option, namely, optimistic value, most likely or normal value, and pessimistic value; and the quality could be described in linguistic terms.The objective of this research is to optimize time, cost, and quality of construction projects under uncertainty utilizing the program evaluation and review technique. In this study, multi-objective functions are used to decrease total project time and total project cost whilemaximizing overall project quality. For satisfying time-cost-quality trade-off optimization, a multi-objective optimization strategy is required. The non-dominating sorting-II conceptand the crowding distance computation mechanism are combined with the teaching learning-based optimization algorithm to optimize time-cost-quality optimization problems. Non-dominating sorting-II teaching learning-based optimization algorithm is coded in MATLAB to optimize the trade-off between time, cost, and quality optimization problems. In the proposed model, the non-dominating sorting-II approach and crowding distance computationmechanism are responsible for handling objectives effectively and efficiently. Teaching learning-based optimization algorithm’s teacher and learner phases ensure that the searched solution space is explored and exploited. The proposed algorithm is applied to a 13-activity example problem, and the results show that it provides satisfactory results.
Źródło:
Budownictwo o Zoptymalizowanym Potencjale Energetycznym; 2022, 11; 41-48
2299-8535
2544-963X
Pojawia się w:
Budownictwo o Zoptymalizowanym Potencjale Energetycznym
Dostawca treści:
Biblioteka Nauki
Artykuł
    Wyświetlanie 1-2 z 2

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