Load control battery strategy based on backpropagation and simulated annealing training performance

• Autorzy: Pambudi Wahyu S. , Firmansyah Riza Agung , Dawenan Christabella M. , Muharom Syahri , Rachman Andy , Alfianto Enggar , Sa'diyah Aminatus , Tompunu Alan Novi

Identyfikatory

DOI

10.15199/48.2024.09.31

Warianty tytułu

PL

Strategia kontroli obciążenia baterii oparta na propagacji wstecznej i symulowanym wyżarzaniu

• Języki publikacji: EN

Abstrakty

EN

Nowadays, the light control system only uses scheduling so if the season changes the system becomes less effectivity. This study aims to compare the backpropagation (BP) and simulated annealing (SA) algorithm training performances for the ANN system. The selection of the ANN method for estimating the intensity of solar radiation is because it can estimate the daily or hourly average solar radiation with high accuracy. In order to find out the best performance, this research compares BP and SA algorithms based on their Mean Square Error (MSE) and Absolute Error (AE) values. Based on the results, this study shows that MSE and AE values for SA are better than BP. The MSE value of SA is 0.047338156 lower than BP, while the AE value of SA is 19.26% lower than BP. The results of this study prove that for training on a supervised control system using ANN, simulated annealing could be prioritized in the active power load control strategy.

PL

Obecnie system sterowania oświetleniem opiera się wyłącznie na harmonogramie, zatem w przypadku zmiany pory roku skuteczność systemu staje się mniejsza. Celem tego badania jest porównanie wydajności uczenia algorytmu propagacji wstecznej (BP) i symulowanego wyżarzania (SA) dla systemu SSN. Wybór metody SSN do szacowania natężenia promieniowania słonecznego wynika z faktu, że pozwala ona z dużą dokładnością oszacować średnie dobowe lub godzinne promieniowanie słoneczne. Aby określić najlepszą wydajność, w badaniu tym porównano algorytmy BP i SA w oparciu o wartość błędu średniokwadratowego (MSE) i błędu bezwzględnego (AE). Na podstawie wyników badanie to pokazuje, że wartości MSE i AE dla SA są lepsze niż BP. Wartość MSE SA jest o 0,047338156 niższa niż BP, natomiast wartość AE SA jest o 19,26% niższa niż BP. Wyniki tego badania dowodzą, że w przypadku szkolenia w nadzorowanym systemie sterowania wykorzystującym SSN, symulowane wyżarzanie może mieć priorytet w strategii sterowania obciążeniem mocą czynną.

Słowa kluczowe

EN

light control; ANN; backpropagation; simulated annealing

PL

sterowanie światłem; SSN; propagacja wsteczna; symulowane wyżarzanie

• Wydawca: Wydawnictwo SIGMA-NOT
• Czasopismo: Przegląd Elektrotechniczny
• Rocznik: 2024
• Tom: R. 100, nr 9
• Strony: 167--170
• Opis fizyczny: Bibliogr. 28 poz., rys., tab.

Twórcy

autor

Pambudi Wahyu S.

• Faculty of Electrical Engineering And Information Technology, Institut Teknologi Adhi Tama Surabaya, Indonesia

• https://orcid.org/0000-0001-7180-1102

autor

Firmansyah Riza Agung

• Faculty of Electrical Engineering And Information Technology, Institut Teknologi Adhi Tama Surabaya, Indonesia

• https://orcid.org/0000-0002-2157-800X

autor

Dawenan Christabella M.

• Faculty of Electrical Engineering And Information Technology, Institut Teknologi Adhi Tama Surabaya, Indonesia

autor

Muharom Syahri

• Faculty of Electrical Engineering And Information Technology, Institut Teknologi Adhi Tama Surabaya, Indonesia

• https://orcid.org/0000-0002-8030-632X

autor

Rachman Andy

• Faculty of Electrical Engineering And Information Technology, Institut Teknologi Adhi Tama Surabaya, Indonesia

• https://orcid.org/0000-0002-2328-9367

autor

Alfianto Enggar

• Faculty of Electrical Engineering And Information Technology, Institut Teknologi Adhi Tama Surabaya, Indonesia

• https://orcid.org/0000-0002-2091-3419

autor

Sa'diyah Aminatus

• Department of Marine Engineering, Politeknik Perkapalan Negeri Surabaya (PPNS

• https://orcid.org/0000-0002-9540-2154

autor

Tompunu Alan Novi

• Department of Computer Engineering, Politeknik Negeri Sriwijaya (POLSRI), Palembang, Indonesia

• https://orcid.org/0000-0003-4859-6168

Bibliografia

• [1]. I.M. Marufov, N.S. Mammadov, K.M. Mukhtarova, N.A. Ganiyeva, G.A. Aliyeva “Calculation of main parameters of induction levitation device used in vertical axis wind generators”. International Journal on technical and Physical Problems of Engineering” (IJTPE), Issue 54, Volume 15, Number 1, pp. 184-189, March 2023
• [2]. Boyle G. Renewable Energy (pp. 464), Oxford University Press, 2004
• [3]. G.V.Mamedova, G.S.Kerimzade, N.M.Piriyeva Electromagnetic calculation of tension devices for winding wires of small cross sections IJTPE Journal, ISSUE 53.Volume 14. Number 4. December, 2022, (Serial № 0053-1404-1222), IJTPE - Issue 53-Vol 14 - № 4-Dec.2022- p.80-85.
• [4]. Ilkin Marufov, Aynura Allahverdiyeva, Nijat Mammadov, “Study of application characteristics of cylindrical structure induction levitator in general and vertical axis wind turbines”, PRZEGLĄD ELEKTROTECHNICZNY, R. 99 NR 10/2023, pp.196-199
• [5]. Nijat Mammadov, “Analysis of systems and methods of emergency braking of wind turbines”. International Science Journal of Engineering & Agriculture Vol. 2, № 2, pp. 147-152, Ukraine, April 2023
• [6]. L.N. Kanov, “Mathematical Modeling of a Wind Power Plant with an Asynchronous Generator”, Power Engineering and Electromechanics, Vol. 2, No. 5, pp. 71-74, Ukraine, 2012.
• [7]. T. Haidi, B. Cheddadi, “State of Wind Energy in the World: Evolution, Impacts and Perspectives”, International Journal on Technical and Physical Problem on Engineering (IJTPE), Issue 51, Vol. 14, No. 2, pp. 347-352, June 2022
• [8]. N.A. Aliyev, E.N. Ahmadov, S.A. Khanahmadova, ”Improving efficiency of wind turbines with electromagnetic brakes”, IJTPE, Issue 55, Vol 15, No 2, pp. 37-43, June 2023
• [9]. N.S. Mammadov, G.A. Aliyeva, “Energy efficiency improving of a wind electric installation using a thyristor switching system for stator winding of a two-speed asynchronous generator”, IJTPE, Isssue 55, Vol 15, No 2, pp. 285-290, June 2023
• [10]. Nijat Mammadov, Ilkin Marufov, Saadat Shikhaliyeva, Gulnara Aliyeva, Saida Kerimova, “Research of methods power control of wind turbines”, PRZEGLAD ELEKTROTECHNICZNY, R. 100 NR 5/2024, pp. 236-239
• [11]. Abdulkadyrov A.I. “A new principle of synchronization of an asynchronous motor” // Elektrotekhnika. 1998. No. 4. S. 17-20.
• [12]. W. Cao, Y. Xie and Z. Tan “Wind Turbine Generator Technologies”, INTECH open science/open minds, pp-44. China, 2012
• [13]. Gao L, Li B, Hong J. Effect of wind veer on wind turbine power generation. Phys DOI:10.1063/5.0033826 Fluids. 2021; 33(1):01510.
• [14]. Mammadov Nijat, “PROSPECTS FOR THE DEVELOPMENT OF RENEWABLE ENERGY SOURCES”, The 29th International scientific and practical conference “Modern scientific trends and youth development”(July 25–28, 2023) Warsaw, Poland. International Science Group. 2023. 244 p.
• [15]. P.W Carlin. “The history and state of the art of variable-speed wind turbine technology”, Technical Report NREL/TP–500–28607, National Renewable Energy Laboratory, USA, 2001.
• [16]. I.N. Rahimli, S.V. Rzayeva, E.E. Umudov, “DIRECTION OF ALTERNATIVE ENERGY”, Vestnik nauki, Issue 2, Vol. 61, №4, April 2023
• [17]. Lukutin B.V. Energy-efficient controlled generators for wind power plants / B.V. Lukutin, E. B. Shandarova, A. I. Muravlev // Izvestiya vuzov. Ser. Electromechanics. - 2008. - No. 6. - P. 63–66.
• [18]. Shevchenko V.V., Kulish Ya.R. Analysis of the possibility of using different types of generators for wind power plants, taking into account the power range // Bulletin of NTU “KhPI”. - 2013. - No. 65. - S. 107-117
• [19]. Costa, A.M., Fraguela, F., Orosa, J.A., Pérez, J.A. A new procedure for wind energy systems maintenance design / Journal of Renewable and Sustainable Energy, 7(4),043129, 2015.
• [20]. Mammadov N.S., Ganiyeva N.A., Aliyeva G.A. “Role of Renewable Energy Sources in the World”. Journal of Renewable Energy, Electrical, and Computer Engineering, No2, September 2022, https://ojs.unimal.ac.id/jreece/issue/view/359 pp. 63-67,
• [21]. Piriyeva N.M, Kerimzade G.S., “Mathematical model for the calculation of electrical devices based on induction levitators”, IJ TPE Journal, ISSUE 55. Volume 15 . Number 2, (Serial № 0055-1502- 0623), IJTPE – june 2023. p.274-280.
• [22]. Piriyeva N.M, Kerimzade G.S. “Electromagnetic efficiency in induction levitators and ways to improve it“ Przeglad Elektrotechniczny. R.99 NR 06/2023, Poland, pp.204-207
• [23]. Piriyeva N.M, Kerimzade G.S.“Methods for increasing electromagnetic efficiency in induction levitator “Przeglad Elektrotechniczny. R.99 NR 10/2023, Poland, pp.192-196
• [24]. Ilkin Marufov, Najiba Piriyeva, Nijat Mammadov, Shukufa Ismayilova, “Calculation of induction levitation vertical axis wind generator-turbine system parameters, levitation and influence loop”, Przegląd elektrotechniczny – 2024 – No.2 - pp.135-139
• [25]. Piriyeva N.M., Ahmadli A.N. /Comparisons of electrical generators, used in wind electric installations / International scientific journal “BULLETIN OF SCIENCE. No. 1 (70) Volume 3. 2024 p.975-986
• [26]. Pirieva N.M., Huseynov Z.F. /Characteristics of synchronous motors /. International scientific journal “Bulletin of Science” No. 3 (60) Volume 4. P.241-246
• [27]. N.M.Piriyeva “Fundamentals of the theory and calculation of the induction levitator of electrical devices” Journal Electricity, №7, pp. 68-75. Moscow 2022.
• [28]. N.M.Piriyeva, G.S Kerimzade, G.V. Mamedova./Issues of design of electrical devices with levitation elements /. International Journal on “Technical and Physical Problems of Engineering” IJTPE Rumıniya Issue 56, Vol. 15 No 3. s.120 125
• [29]. Najiba Piriyeva /Systematization of constructions of electrical devices with element of levitation/ TECHNICAL SCIENCES TECHNOLOGIES IN EDUCATION IN SCHOOLS AND UNIVERSITIES pp.304-308
• [30]. Piriev G.S. /Calculation for electrical design of transformers/. Journal "Innovative Scientific Research", Scientific Publishing Center Bulletin of Science, No. 9 Volume 4 (66) September 2023, pp. 328-334

Uwagi

Opracowanie rekordu ze środków MNiSW, umowa nr POPUL/SP/0154/2024/02 w ramach programu "Społeczna odpowiedzialność nauki II" - moduł: Popularyzacja nauki i promocja sportu (2025).