ANN based Selective Harmonic Elimination for Cascaded H-Brdige Multilevel Inverter

被引:7
|
作者
Manoharsha, M. [1 ]
Babu, B. Ganesh [1 ]
Veeresham, K. [1 ]
Kapoor, Rashmi [1 ]
机构
[1] VNR Vignana Jyothi Inst Engn & Technol, Dept EEE, Hyderabad, India
关键词
cascaded h-bridge multi-level inverter; ann; she elimination; modulation index;
D O I
10.1109/ICEES51510.2021.9383672
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The paper represents a new approach for the elimination of undesired lower order harmonics (selective harmonic elimination) in the output voltage waveform by using Artificial neural network (ANN) for cascaded multilevel inverters. In this work the network was trained in the offline process and the required converging angles are taken from the classic harmonic elimination method for any values of the modulation index. After training the ANN system a large look up table is prepared from the neural network to generate optimum switching angles to have lower THD value from the given modulation index. This method can be applied to any levels of multilevel inverter. In the paper the work has been done on 5-level and 7-level inverter. It has been trained and the global optimum angles are obtained for the given modulation index values, to eliminate the undesired lower order harmonics and reduce the total THD value. The SHE-elimination are validated in MATLAB simulation, By using ANN method the high performance in the system development and lower THD has been achieved.
引用
收藏
页码:183 / 188
页数:6
相关论文
共 50 条
  • [1] Unified Selective Harmonic Elimination for Cascaded H-Bridge Asymmetric Multilevel Inverter
    Yang, Kehu
    Lan, Xinfu
    Zhang, Qi
    Tang, Xin
    IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2018, 6 (04) : 2138 - 2146
  • [2] Archimedes Optimization Algorithm Based Selective Harmonic Elimination in a Cascaded H-Bridge Multilevel Inverter
    Khan, Rashid Ahmed
    Farooqui, Shoeb Azam
    Sarwar, Mohammad Irfan
    Ahmad, Seerin
    Tariq, Mohd
    Sarwar, Adil
    Zaid, Mohammad
    Ahmad, Shafiq
    Shah Noor Mohamed, Adamali
    SUSTAINABILITY, 2022, 14 (01)
  • [3] Selective Harmonic Elimination of Cascaded Multilevel Inverter using BAT algorithm
    Ganesan, K.
    Barathi, K.
    Chandrasekar, P.
    Balaji, D.
    SMART GRID TECHNOLOGIES (ICSGT- 2015), 2015, 21 : 651 - 657
  • [4] Selective Harmonic Elimination in a Seven Level Cascaded Multilevel Inverter Based on Graphical Analysis
    Buccella, Concettina
    Cimoroni, Maria Gabriella
    Latafat, Hamed
    Graditi, Giorgio
    Yang, Rongfeng
    PROCEEDINGS OF THE IECON 2016 - 42ND ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2016, : 2563 - 2568
  • [5] DESIGN AND IMPLEMENTATION OF GA BASED SELECTIVE HARMONIC ELIMINATION IN MODIFIED CASCADED MULTILEVEL INVERTER
    Dhayanandh, S.
    Manoharan, S.
    ADVANCEMENTS IN AUTOMATION AND CONTROL TECHNOLOGIES, 2014, 573 : 3 - +
  • [6] Optimized Harmonic Elimination for Cascaded Multilevel Inverter
    Hossam, Ramy M.
    Hashem, Gamal M.
    Marei, Mostafa I.
    2013 48TH INTERNATIONAL UNIVERSITIES' POWER ENGINEERING CONFERENCE (UPEC), 2013,
  • [7] Selective Harmonic Elimination of Cascaded H-Bridge Multilevel Inverter using Genetic Algorithm
    Chatterjee, Aniruddho
    Rastogi, Adarsh
    Rastogi, Rajat
    Saini, Ajay
    Sahoo, Sarat Kumar
    2017 INNOVATIONS IN POWER AND ADVANCED COMPUTING TECHNOLOGIES (I-PACT), 2017,
  • [8] Artificial Jellyfish Search Algorithm-Based Selective Harmonic Elimination in a Cascaded H-Bridge Multilevel Inverter
    Siddiqui, Nimra Idris
    Alam, Afroz
    Quayyoom, Layeba
    Sarwar, Adil
    Tariq, Mohd
    Vahedi, Hani
    Ahmad, Shafiq
    Mohamed, Adamali Shah Noor
    ELECTRONICS, 2021, 10 (19)
  • [9] Crystal Structure Algorithm (CryStAl) Based Selective Harmonic Elimination Modulation in a Cascaded H-Bridge Multilevel Inverter
    Farooqui, Shoeb Azam
    Shees, Mohammad Munawar
    Alsharekh, Mohammed F.
    Alyahya, Saleh
    Khan, Rashid Ahmed
    Sarwar, Adil
    Islam, Muhammad
    Khan, Sheroz
    ELECTRONICS, 2021, 10 (24)
  • [10] SBO-based selective harmonic elimination for nine levels asymmetrical cascaded H-bridge multilevel inverter
    Mostafa M.A.
    Abdou A.F.
    Abd El-Gawad A.F.
    El-Kholy E.E.
    Australian Journal of Electrical and Electronics Engineering, 2018, 15 (03): : 131 - 143