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  3. Vol. 11, No. 1, February 2026
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Vol. 11, No. 1, February 2026

Issue Published : Feb 1, 2026
Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

ANFIS-Controlled High Step Up DC DC Converter for Fuel Cell Systems with Enhanced Efficiency Against Load Variation

https://doi.org/10.22219/kinetik.v11i1.2456
Harmini Harmini
Universitas Semarang
Mochamad Ashari
Institut Teknologi Sepuluh Nopember
Feby Agung Pamuji
Institut Teknologi Sepuluh Nopember

Corresponding Author(s) : Harmini Harmini

harmini@usm.ac.id

Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control, Vol. 11, No. 1, February 2026
Article Published : Feb 1, 2026

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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. 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 FC power systems. The proposed work encompasses the modeling, analytical design, and structural development of the converter and its intelligent control mechanism. The proposed high step-up converter exhibits a novel structural configuration that integrates a clamp unit, a Multiplier Cell (MC), and cascaded Quadratic Boost Converter (QBC) stages. The contribution of this converter topology lies in its ability to enhance the reliability of fuel cell–based renewable energy systems, achieve high voltage amplification, ensure optimal efficiency, and maintain dynamic stability. This topology is specifically developed to attain an ultra-high voltage conversion ratio, achieving a significant voltage gain of up to 9.65 times, thereby effectively increasing the input voltage from 45 V to 400 V. The ANFIS controller effectively maintains a stable output voltage of 400 V with a maximum deviation of only ±3.5%. The proposed converter achieves a peak efficiency of 87% under varying load conditions, demonstrating its suitability for fuel cell-based energy systems.

Keywords

High Step-up DC-DC Converter ANFIS Control System Fuel Cell System
Harmini, H., Ashari, M., & Pamuji, F. A. (2026). ANFIS-Controlled High Step Up DC DC Converter for Fuel Cell Systems with Enhanced Efficiency Against Load Variation . Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control, 11(1), 135-148. https://doi.org/10.22219/kinetik.v11i1.2456
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References
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  2. 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
  3. 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
  4. Z. Saadatizadeh, P. C. Heris, X. Liang, and E. Babaei, “Expandable Non-Isolated Multi-Input Single-Output DC-DC Converter with High Voltage Gain and Zero-Ripple Input Currents,” IEEE Access, vol. 9, pp. 169193–169219, 2021. https://doi.org/10.1109/ACCESS.2021.3137126
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  9. M. Rezaie and V. Abbasi, “Ultrahigh Step-Up DC-DC Converter Composed of Two Stages Boost Converter, Coupled Inductor, and Multiplier Cell,” IEEE Transactions on Industrial Electronics, vol. 69, no. 6, pp. 5867–5878, 2022. https://doi.org/10.1109/TIE.2021.3091916
  10. A. Rajabi, A. Rajaei, V. M. Tehrani, P. Dehghanian, J. M. Guerrero, and B. Khan, “A Non-Isolated High Step-Up DC-DC Converter Using Voltage Lift Technique: Analysis, Design, and Implementation,” IEEE Access, vol. 10, pp. 6338–6347, 2022. https://doi.org/10.1109/ACCESS.2022.3141088
  11. 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
  12. M. Badiane, P. A. A. Honadia, B. Zouma, and F. I. Barro, “Quadratic Boost Converter: An Analysis with Passive Components Losses,” Open Journal of Applied Sciences, vol. 11, no. 02, pp. 202–215, 2021. https://doi.org/10.4236/ojapps.2021.112014
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  15. T. Shanthi, S. U. Prabha, and K. Sundaramoorthy, “Non-Isolated n-Stage High Step-up DC-DC Converter for Low Voltage DC Source Integration,” IEEE Transactions on Energy Conversion, vol. 36, no. 3, pp. 1625–1634, 2021. https://doi.org/10.1109/TEC.2021.3050421
  16. B. Zhu, S. Chen, Y. Zhang, and Y. Huang, “An Interleaved Zero-Voltage Zero-Current Switching High Step-Up DC-DC Converter,” IEEE Access, vol. 9, pp. 5563–5572, 2021. https://doi.org/10.1109/ACCESS.2020.3048387
  17. A. Asghari and Z. J. Yegane, “A High Step-Up DC-DC Converter with High Voltage Gain and Zero-Voltage Transition,” IEEE Transactions on Industrial Electronics, vol. 71, no. 7, pp. 6946–6954, 2024. https://doi.org/10.1109/TIE.2023.3312434
  18. F. Liu, G. Zhou, X. Ruan, S. Ji, Q. Zhao, and X. Zhang, “An Input-Series-Output-Parallel Converter System Exhibiting Natural Input-Voltage Sharing and Output-Current Sharing,” IEEE Transactions on Industrial Electronics, vol. 68, no. 2, pp. 1166–1177, 2021. https://doi.org/10.1109/TIE.2020.2967669
  19. 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
  20. 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 Transactions on Industrial Electronics, vol. 70, no. 12, pp. 12387–12398, 2023. https://doi.org/10.1109/TIE.2023.3236064
  21. 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
  22. 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
  23. 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 Section International Conference on Electrical, Electronics and Computer Engineering, UPCON 2020, pp. 5–10, 2020. https://doi.org/10.1109/UPCON50219.2020.9376578
  24. 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
  25. 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
  26. T. Vysagh and S. Kumaravel, “Quadratic Gain-Based Boost Converter: Reduced Switch Current and Component Voltage Stress,” 2023 IEEE International Conference on Energy Technologies for Future Grids, ETFG 2023, pp. 1–6, 2023. https://doi.org/10.1109/ETFG55873.2023.10408490
  27. 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
  28. 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,” International Conference on Edge Computing and Applications, ICECAA 2022 - Proceedings, no. Icecaa, pp. 698–704, 2022. https://doi.org/10.1109/ICECAA55415.2022.9936547
  29. Y. Zhang, S. Member, G. Spiazzi, S. Buso, and T. Caldognetto, “MIMO Control of a High-Step-Up Isolated Bidirectional DC – DC Converter,” vol. 69, no. 5, pp. 4687–4696, 2022. https://doi.org/10.1109/TIE.2021.3078393
  30. M. Veerachary and N. Kumar, “Analysis and Design of Quadratic following Boost Converter,” IEEE Trans Ind Appl, vol. 56, no. 6, pp. 6657–6673, 2020. https://doi.org/10.1109/TIA.2020.3021363
  31. S. Naresh, S. Peddapati, and M. L. Alghaythi, “A Novel High Quadratic Gain Boost Converter for Fuel Cell Electric Vehicle Applications,” IEEE Journal of Emerging and Selected Topics in Industrial Electronics, vol. 4, no. 2, pp. 637–647, 2023. https://doi.org/10.1109/jestie.2023.3248449
  32. 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 Transactions on Industrial Electronics, vol. 68, no. 8, pp. 6390–6400, 2021. https://doi.org/10.1109/TIE.2020.3007110
  33. I. Krastev and P. Tricoli, “Boost Multilevel Cascade Inverter for Hydrogen Fuel Cell Light Railway Vehicles,” IEEE Transactions on Industrial Electronics, vol. 69, no. 8, pp. 7837–7847, 2022. https://doi.org/10.1109/TIE.2021.3105992
  34. N. Agrawal, S. Samanta, and S. Ghosh, “Optimal State Feedback-Integral Control of Fuel-Cell Integrated Boost Converter,” IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 69, no. 3, pp. 1382–1386, 2022. https://doi.org/10.1109/TCSII.2021.3117716
  35. 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 Transactions on Industrial Electronics, vol. 71, no. 4, pp. 3537–3547, 2024. https://doi.org/10.1109/TIE.2023.3279549
Read More

References


M. Meraj, M. S. Bhaskar, B. P. Reddy, and A. Iqbal, “Non-Isolated DC-DC Power Converter with High Gain and Inverting Capability,” IEEE Access, vol. 9, pp. 62084–62092, 2021. https://doi.org/10.1109/ACCESS.2021.3074459

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, X. Liang, and E. Babaei, “Expandable Non-Isolated Multi-Input Single-Output DC-DC Converter with High Voltage Gain and Zero-Ripple Input Currents,” IEEE Access, vol. 9, pp. 169193–169219, 2021. https://doi.org/10.1109/ACCESS.2021.3137126

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 Journal of Emerging and Selected Topics in Industrial Electronics, vol. 3, no. 4, pp. 1067–1076, 2022. https://doi.org/10.1109/jestie.2022.3173909

J. Y. Kim, B. S. Lee, Y. J. Lee, and J. K. Kim, “Integrated Multi Mode Converter With Single Inductor for Fuel Cell Electric Vehicles,” IEEE Transactions on Industrial Electronics, vol. 69, no. 11, pp. 11001–11011, 2022. https://doi.org/10.1109/TIE.2021.3118390

X. Wu, M. Yang, M. Zhou, Y. Zhang, and J. Fu, “A Novel High-Gain DC-DC Converter Applied in Fuel Cell Vehicles,” IEEE Trans Veh Technol, vol. 69, no. 11, pp. 12763–12774, 2020. https://doi.org/10.1109/TVT.2020.3023545

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 Journal of Emerging and Selected Topics in Industrial Electronics, 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 Transactions on Industrial Electronics, vol. 69, no. 6, pp. 5867–5878, 2022. https://doi.org/10.1109/TIE.2021.3091916

A. Rajabi, A. Rajaei, V. M. Tehrani, P. Dehghanian, J. M. Guerrero, and B. Khan, “A Non-Isolated High Step-Up DC-DC Converter Using Voltage Lift Technique: Analysis, Design, and Implementation,” IEEE Access, vol. 10, pp. 6338–6347, 2022. https://doi.org/10.1109/ACCESS.2022.3141088

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 Journal of Applied Sciences, vol. 11, no. 02, pp. 202–215, 2021. https://doi.org/10.4236/ojapps.2021.112014

S. Vemparala Rao and K. Sundaramoorthy, “Performance Analysis of Voltage Multiplier Coupled Cascaded Boost Converter With Solar PV Integration for DC Microgrid Application,” IEEE Trans Ind Appl, vol. 59, no. 1, pp. 1013–1023, Jan. 2023. https://doi.org/10.1109/TIA.2022.3209616

A. Gupta, N. Korada, and R. Ayyanar, “Quadratic-Extended-Duty-Ratio Boost Converters for Ultra High Gain Application With Low Input Current Ripple and Low Device Stress,” IEEE Trans Ind Appl, vol. 59, no. 1, pp. 938–948, 2023. https://doi.org/10.1109/TIA.2022.3207132

T. Shanthi, S. U. Prabha, and K. Sundaramoorthy, “Non-Isolated n-Stage High Step-up DC-DC Converter for Low Voltage DC Source Integration,” IEEE Transactions on Energy Conversion, vol. 36, no. 3, pp. 1625–1634, 2021. https://doi.org/10.1109/TEC.2021.3050421

B. Zhu, S. Chen, Y. Zhang, and Y. Huang, “An Interleaved Zero-Voltage Zero-Current Switching High Step-Up DC-DC Converter,” IEEE Access, vol. 9, pp. 5563–5572, 2021. https://doi.org/10.1109/ACCESS.2020.3048387

A. Asghari and Z. J. Yegane, “A High Step-Up DC-DC Converter with High Voltage Gain and Zero-Voltage Transition,” IEEE Transactions on Industrial Electronics, vol. 71, no. 7, pp. 6946–6954, 2024. https://doi.org/10.1109/TIE.2023.3312434

F. Liu, G. Zhou, X. Ruan, S. Ji, Q. Zhao, and X. Zhang, “An Input-Series-Output-Parallel Converter System Exhibiting Natural Input-Voltage Sharing and Output-Current Sharing,” IEEE Transactions on Industrial Electronics, vol. 68, no. 2, pp. 1166–1177, 2021. https://doi.org/10.1109/TIE.2020.2967669

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 Transactions on Industrial Electronics, 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 Section International Conference on Electrical, Electronics and Computer Engineering, 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 International Conference on Energy Technologies for Future Grids, ETFG 2023, pp. 1–6, 2023. https://doi.org/10.1109/ETFG55873.2023.10408490

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,” International Conference on Edge Computing and Applications, ICECAA 2022 - Proceedings, no. Icecaa, pp. 698–704, 2022. https://doi.org/10.1109/ICECAA55415.2022.9936547

Y. Zhang, S. Member, G. Spiazzi, S. Buso, and T. Caldognetto, “MIMO Control of a High-Step-Up Isolated Bidirectional DC – DC Converter,” vol. 69, no. 5, pp. 4687–4696, 2022. https://doi.org/10.1109/TIE.2021.3078393

M. Veerachary and N. Kumar, “Analysis and Design of Quadratic following Boost Converter,” IEEE Trans Ind Appl, vol. 56, no. 6, pp. 6657–6673, 2020. https://doi.org/10.1109/TIA.2020.3021363

S. Naresh, S. Peddapati, and M. L. Alghaythi, “A Novel High Quadratic Gain Boost Converter for Fuel Cell Electric Vehicle Applications,” IEEE Journal of Emerging and Selected Topics in Industrial Electronics, 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 Transactions on Industrial Electronics, 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 Transactions on Industrial Electronics, 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 Transactions on Circuits and Systems 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 Transactions on Industrial Electronics, vol. 71, no. 4, pp. 3537–3547, 2024. https://doi.org/10.1109/TIE.2023.3279549

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