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ANFIS-Controlled High Step Up DC DC Converter for Fuel Cell Systems with Enhanced Efficiency Against Load Variation
Corresponding Author(s) : Harmini Harmini
Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control,
Vol. 11, No. 1, February 2026
Abstract
The primary challenge in utilizing Fuel Cell (FC) systems lies in their inherently low and fluctuating output voltage, which contrasts with the requirements of a direct current (DC) bus network that demands a stable and relatively high voltage level. Ensuring consistent voltage regulation in the DC bus network is essential for reliable system performance. To overcome this issue, an interface converter is required to elevate and stabilize the voltage output under dynamic operating conditions. This paper introduces a high step-up DC–DC converter integrated with an Adaptive Neuro-Fuzzy Inference System (ANFIS)-based control scheme for enhancing the performance of fuel cell (FC) power systems. The proposed work encompasses the modeling, analytical design, and structural development of the converter and its intelligent control mechanism, supported by comprehensive simulation results. The converter structure incorporates a clamp unit, a VMC (Voltage Multiplier Cell), and cascaded QBC (Quadratic Boost Converter) stages for achieving ultra-high voltage gain, enabling a substantial voltage gain of up to 9.65 times, effectively boosting the voltage from 45 V to 400 V. The system's performance was evaluated under three distinct scenarios: (1) varying input voltage with constant load power, (2) constant input voltage and load power, and (3) simultaneous variation in both input voltage and load demand. The ANFIS controller effectively maintains a stable output voltage of 400 V with a maximum deviation of only ±3.5%. In addition, the proposed converter achieves a peak efficiency of 87% under varying load conditions, demonstrating its suitability for fuel cell-based energy systems
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- K. Varesi, S. H. Hosseini, M. Sabahi, and E. Babaei, “A high-voltage gain nonisolated noncoupled inductor based multi-input DC-DC topology with reduced number of components for renewable energy systems,” Int. J. Circuit Theory Appl., vol. 46, no. 3, pp. 505–518, 2018, https://doi.org/10.1002/cta.2428.
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- S. Khan, M. Zaid, A. Mahmood, J. Ahmad, and A. Alam, “A Single Switch High Gain DC-DC converter with Reduced Voltage Stress,” 7th IEEE Uttar Pradesh Sect. Int. Conf. Electr. Electron. Comput. Eng. UPCON 2020, pp. 5–10, 2020, https://doi.org/10.1109/UPCON50219.2020.9376578.
- T. Rahimi, L. Ding, H. Gholizadeh, R. S. Shahrivar, and R. Faraji, “An Ultra High Step-Up DC-DC Converter Based on the Boost, Luo, and Voltage Doubler Structure: Mathematical Expression, Simulation, and Experimental,” IEEE Access, vol. 9, pp. 132011–132024, 2021, https://doi.org/10.1109/ACCESS.2021.3115259.
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- N. Elsayad, H. Moradisizkoohi, and O. Mohammed, “A New SEPIC-Based Step-Up DC-DC Converter with Wide Conversion Ratio for Fuel Cell Vehicles: Analysis and Design,” IEEE Trans. Ind. Electron., vol. 68, no. 8, pp. 6390–6400, 2021, https://doi.org/10.1109/TIE.2020.3007110.
- I. Krastev and P. Tricoli, “Boost Multilevel Cascade Inverter for Hydrogen Fuel Cell Light Railway Vehicles,” IEEE Trans. Ind. Electron., vol. 69, no. 8, pp. 7837–7847, 2022, https://doi.org/10.1109/TIE.2021.3105992.
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References
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M. J. Sanjari, H. B. Gooi, and N. K. C. Nair, “Power generation forecast of hybrid PV-Wind system,” IEEE Trans. Sustain. Energy, vol. 11, no. 2, pp. 703–712, Apr. 2020, https://doi.org/10.1109/TSTE.2019.2903900.
M. Manohar, E. Koley, and S. Ghosh, “Stochastic Weather Modeling-Based Protection Scheme for Hybrid PV-Wind System with Immunity against Solar Irradiance and Wind Speed,” IEEE Syst. J., vol. 14, no. 3, pp. 3430–3439, Sep. 2020, https://doi.org/10.1109/JSYST.2020.2964990.
Z. Saadatizadeh, P. C. Heris, M. Sabahi, and E. Babaei, “A DC-DC Transformerless High Voltage Gain Converter with Low Voltage Stresses on Switches and Diodes,” IEEE Trans. Power Electron., vol. 34, no. 11, pp. 10600–10609, 2019, https://doi.org/10.1109/TPEL.2019.2900212.
M. Zhang, Z. Wei, M. Zhou, F. Wang, Y. Cao, and L. Quan, “A High Step-Up DC–DC Converter With Switched-Capacitor and Coupled-Inductor Techniques,” IEEE J. Emerg. Sel. Top. Ind. Electron., vol. 3, no. 4, pp. 1067–1076, 2022, https://doi.org/10.1109/jestie.2022.3173909.
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S. Hasanpour, M. Forouzesh, Y. Siwakoti, and F. Blaabjerg, “A New High-Gain, High-Efficiency SEPIC-Based DC–DC Converter for Renewable Energy Applications,” IEEE J. Emerg. Sel. Top. Ind. Electron., vol. 2, no. 4, pp. 567–578, 2021, https://doi.org/10.1109/jestie.2021.3074864.
M. Rezaie and V. Abbasi, “Ultrahigh Step-Up DC-DC Converter Composed of Two Stages Boost Converter, Coupled Inductor, and Multiplier Cell,” IEEE Trans. Ind. Electron., vol. 69, no. 6, pp. 5867–5878, 2022, https://doi.org/10.1109/TIE.2021.3091916.
A. Rajaei, R. Khazan, M. Mahmoudian, M. Mardaneh, and M. Gitizadeh, “A Dual Inductor High Step-Up DC/DC Converter Based on the Cockcroft-Walton Multiplier,” IEEE Trans. Power Electron., vol. 33, no. 11, pp. 9699–9709, 2018, https://doi.org/10.1109/TPEL.2018.2792004.
B. Sri Revathi and M. Prabhakar, “Solar PV fed DC Microgrid: Applications, Converter Selection, Design and Testing,” IEEE Access, 2022, https://doi.org/10.1109/ACCESS.2022.3199701.
M. Badiane, P. A. A. Honadia, B. Zouma, and F. I. Barro, “Quadratic Boost Converter: An Analysis with Passive Components Losses,” Open J. Appl. Sci., vol. 11, no. 02, pp. 202–215, 2021, https://doi.org/10.4236/ojapps.2021.112014.
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A. Gupta, N. Korada, M. Sondharangalla, and R. Ayyanar, “Quadratic Extended-Duty-Ratio Boost Converter with Voltage Multiplier Cell for High Gain Applications,” 2022 IEEE Energy Convers. Congr. Expo. ECCE 2022, pp. 1–6, 2022, https://doi.org/10.1109/ECCE50734.2022.9948017.
V. A. K. Prabhala, P. Fajri, V. S. P. Gouribhatla, B. P. Baddipadiga, and M. Ferdowsi, “A DC-DC Converter with High Voltage Gain and Two Input Boost Stages,” IEEE Trans. Power Electron., vol. 31, no. 6, pp. 4206–4215, 2016, https://doi.org/10.1109/TPEL.2015.2476377.
K. C. Tseng, C. C. Huang, and W. Y. Shih, “A high step-up converter with a voltage multiplier module for a photovoltaic system,” IEEE Trans. Power Electron., vol. 28, no. 6, pp. 3047–3057, 2013, https://doi.org/10.1109/TPEL.2012.2217157.
A. Asghari and Z. J. Yegane, “A High Step-Up DC-DC Converter with High Voltage Gain and Zero-Voltage Transition,” IEEE Trans. Ind. Electron., vol. 71, no. 7, pp. 6946–6954, 2024, https://doi.org/10.1109/TIE.2023.3312434.
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H. N. Tran, T. T. Le, H. Jeong, S. Kim, and S. Choi, “A 300 kHz, 63 kW/L ZVT DC-DC Converter for 800-V Fuel Cell Electric Vehicles,” IEEE Trans. Power Electron., vol. 37, no. 3, pp. 2993–3006, 2022, https://doi.org/10.1109/TPEL.2021.3108815.
V. Abbasi, N. Talebi, M. Rezaie, A. Arzani, and F. Y. Moghadam, “Ultrahigh Step-Up DC-DC Converter Based on Two Boosting Stages With Low Voltage Stress on Its Switches,” IEEE Trans. Ind. Electron., vol. 70, no. 12, pp. 12387–12398, 2023, https://doi.org/10.1109/TIE.2023.3236064.
C. H. Lin, M. S. Khan, J. Ahmad, H. D. Liu, and T. C. Hsiao, “Design and Analysis of Novel High-Gain Boost Converter for Renewable Energy Systems (RES),” IEEE Access, vol. 12, no. February, pp. 24262–24273, 2024, https://doi.org/10.1109/ACCESS.2024.3365705.
R. Rahimi, S. Habibi, M. Ferdowsi, and P. Shamsi, “An Interleaved High Step-Up DC-DC Converter Based on Integration of Coupled Inductor and Built-in-Transformer with Switched-Capacitor Cells for Renewable Energy Applications,” IEEE Access, vol. 10, pp. 34–45, 2022, https://doi.org/10.1109/ACCESS.2021.3138390.
S. Khan, M. Zaid, A. Mahmood, J. Ahmad, and A. Alam, “A Single Switch High Gain DC-DC converter with Reduced Voltage Stress,” 7th IEEE Uttar Pradesh Sect. Int. Conf. Electr. Electron. Comput. Eng. UPCON 2020, pp. 5–10, 2020, https://doi.org/10.1109/UPCON50219.2020.9376578.
T. Rahimi, L. Ding, H. Gholizadeh, R. S. Shahrivar, and R. Faraji, “An Ultra High Step-Up DC-DC Converter Based on the Boost, Luo, and Voltage Doubler Structure: Mathematical Expression, Simulation, and Experimental,” IEEE Access, vol. 9, pp. 132011–132024, 2021, https://doi.org/10.1109/ACCESS.2021.3115259.
M. Ashok Bhupathi Kumar and V. Krishnasamy, “Quadratic Boost Converter with Less Input Current Ripple and Rear-End Capacitor Voltage Stress for Renewable Energy Applications,” IEEE J. Emerg. Sel. Top. Power Electron., vol. 10, no. 2, pp. 2265–2275, 2022, https://doi.org/10.1109/JESTPE.2021.3122354.
T. Vysagh and S. Kumaravel, “Quadratic Gain-Based Boost Converter: Reduced Switch Current and Component Voltage Stress,” 2023 IEEE Int. Conf. Energy Technol. Futur. Grids, ETFG 2023, pp. 1–6, 2023, https://doi.org/10.1109/ETFG55873.2023.10408490.
Y. Gu, Y. Chen, B. Zhang, D. Qiu, and F. Xie, “High Step-Up DC-DC Converter with Active Switched LC-Network for Photovoltaic Systems,” IEEE Trans. Energy Convers., vol. 34, no. 1, pp. 321–329, 2019, https://doi.org/10.1109/TEC.2018.2876725.
H. Tarzamni, N. V. Kurdkandi, H. S. Gohari, M. Lehtonen, O. Husev, and F. Blaabjerg, “Ultra-High Step-Up DC-DC Converters Based on Center-Tapped Inductors,” IEEE Access, vol. 9, pp. 136373–136383, 2021, https://doi.org/10.1109/ACCESS.2021.3117856.
B. Barik, D. Srinivasan, K. Arulvendhan, and N. Suresh, “High step-up DC-DC Converter based Renewable Energy System for Improving Power Quality and Low Voltage Stress using PI Controller Technique,” Int. Conf. Edge Comput. Appl. ICECAA 2022 - Proc., no. Icecaa, pp. 698–704, 2022, https://doi.org/10.1109/ICECAA55415.2022.9936547.
S. W. Lee and H. L. Do, “Quadratic Boost DC-DC Converter with High Voltage Gain and Reduced Voltage Stresses,” IEEE Trans. Power Electron., vol. 34, no. 3, pp. 2397–2404, 2019, https://doi.org/10.1109/TPEL.2018.2842051.
S. Naresh, S. Peddapati, and M. L. Alghaythi, “A Novel High Quadratic Gain Boost Converter for Fuel Cell Electric Vehicle Applications,” IEEE J. Emerg. Sel. Top. Ind. Electron., vol. 4, no. 2, pp. 637–647, 2023, https://doi.org/10.1109/jestie.2023.3248449.
N. Elsayad, H. Moradisizkoohi, and O. Mohammed, “A New SEPIC-Based Step-Up DC-DC Converter with Wide Conversion Ratio for Fuel Cell Vehicles: Analysis and Design,” IEEE Trans. Ind. Electron., vol. 68, no. 8, pp. 6390–6400, 2021, https://doi.org/10.1109/TIE.2020.3007110.
I. Krastev and P. Tricoli, “Boost Multilevel Cascade Inverter for Hydrogen Fuel Cell Light Railway Vehicles,” IEEE Trans. Ind. Electron., vol. 69, no. 8, pp. 7837–7847, 2022, https://doi.org/10.1109/TIE.2021.3105992.
N. Agrawal, S. Samanta, and S. Ghosh, “Optimal State Feedback-Integral Control of Fuel-Cell Integrated Boost Converter,” IEEE Trans. Circuits Syst. II Express Briefs, vol. 69, no. 3, pp. 1382–1386, 2022, https://doi.org/10.1109/TCSII.2021.3117716.
S. H. Son et al., “Optimal Design of LCC Resonant Converter With Phase Shift Control for Wide Input/Output Voltage Ranges in Fuel Cell System,” IEEE Trans. Ind. Electron., vol. 71, no. 4, pp. 3537–3547, 2024, https://doi.org/10.1109/TIE.2023.3279549.