A Knowledge Enhanced Object Detection for Sustainable Agriculture

Authors

  • Dr.S.Saravanan, Mr.M.Santhoshkumar, Elanjothi S, Gokulnath A N, Gowthamraj V, Hariharan R Department of Electrical and Electronics Engineering, Muthayammal Engineering College, (Autonomous), Rasipuram, Tamil Nadu, India Author

DOI:

https://doi.org/10.15662/IJEETR.2026.0802301

Keywords:

Asymmetrical diode clamped inverter, Hybrid cascade converter, Predictive current control

Abstract

 Multilevel Inverters is a new breed of power converter that is suited for high voltage and high power applications. The various topologies of multilevel inverters are diode-clamped, and cascaded multilevel inverters. This project focuses on a H-bridge multilevel pulse width modulation converter topology based on a series connection of a high-voltage diode clamped inverter and a low voltage conventional inverter. A dc link voltage arrangement for the new hybrid and asymmetric solution is presented to have a maximum number of output voltage levels by preserving the adjacent switching vectors between voltage levels. Hence, a 15-level hybrid converter can be attained with a minimum number of power components.  A new cascade inverter is verified by cascading an asymmetrical diode-clamped inverter, in which 19 levels can be synthesized in output voltage with the same number of components.   a new multi-output boost converter is utilized at the dc link voltage of a seven-level H-bridge diode-clamped inverter. This paper involves the simulation of three phase 15-level and 19-level diode clamped multilevel inverter. Five level asymmetrical cascaded multilevel inverter employing Phase disposition (PD) PWM techniques are also investigated experimentally.

References

[1] A. Nabae, I. Takahashi, and H. Akagi, “A new neutral-point-clamped PWM inverter,” IEEE Trans. Ind. Appl., vol. 1A-17, no. 5, pp. 518–523,Sep./Oct. 1981.

[2] M. F. Escalante, J. C. Vannier, and A. Arzande, “Flying capacitor multilevel inverters and DTC motor drive applications,” IEEE Trans. Ind. Electron., vol. 49, no. 4, pp. 809–815, Aug. 2002.

[3] F. Z. Peng, J.W.McKeever, andD. J.Adams, “Cascademultilevel inverters for utility applications,” in Proc. IEEE IECON 1997, vol. 2, pp. 437–442.

[4] L. G. Franquelo, J. Rodriguez, J. I. Leon, S. Kouro, R. Portillo, and M. A. M. Prats, “The age of multilevel converters arrives,” IEEE Ind. Electron. Mag., vol. 2, no. 2, pp. 28–39, Jun. 2008.

[5] S. B. Kjaer, J. K. Pedersen, and F. Blaabjerg, “A review of single-phase grid-connected inverters for photovoltaic modules,” IEEE Trans. Ind. Appl., vol. 41, no. 5, pp. 4354–4361, Sep./Oct. 2005.

[6] J. M. Carrasco, L. G. Franquelo, J. T. Bialasiewicz, E. Galv´an, R. C. P. Guisado, Ma. A´ . M. Prats, J. I. Leo´n, and N. Moreno-Alfonso, “Powerelectronic systems for the grid integration of renewable energy sources: A survey,” IEEE Trans. Ind. Electron., vol. 53, no. 4, pp. 1002–1016, Aug. 2006.

[7] C.Nagarajan and M.Madheswaran - ‘Stability Analysis of Series Parallel Resonant Converter with Fuzzy Logic Controller Using State Space Techniques’- Taylor &Francis, Electric Power Components and Systems, Vol.39 (8), pp.780-793, May 2011. DOI: 10.1080/15325008.2010.541746

[8] S.Thirunavukkarasu, C. Nagarajan, 2024, “Performance Investigation on OCF and SCF study in BLDC machine using FTANN Controller," Journal of Electrical Engineering And Technology, Volume 20, pages 2675–2688, (2025), doi.org/10.1007/s42835-024-02126-w

[9] Zh. Du, L. M. Tolbert, J. N. Chiasson, and B. Ozpineci, “A cascade multilevel inverter using a single DC source,” in Proc. 21st Annu. IEEE APEC 2006, Mar., pp. 426–430.

[10] S. Vazquez, J. I. Leon, L. G. Franquelo, J. J. Padilla, and J. M. Carrasco, “DC-voltage-ratio control strategy for multilevel cascaded converters fed with a single DC source,” IEEE Trans. Ind. Electron., vol. 56, no. 7, pp. 2513–2521, Jul. 2009.

[11] M. Veenstra and A. Rufer, “Control of a hybrid asymmetric multilevel inverter for competitive medium-voltage industrial drives,” IEEE Trans. Ind. Appl., vol. 41, no. 2, pp. 655–664, Mar./Apr. 2005.

[12] E. Babaei, “A cascade multilevel converter topology with reduced number of switches,” IEEE Trans. Power Electron., vol. 23, no. 6, pp. 2657–2664, Nov. 2008.

[13] A. Nami, F. Zare, G. Ledwich, A. Ghosh, and F. Blaabjerg, “Comparison between symmetrical and asymmetrical single phase multilevel inverter with diode-clamped topology,” in Proc. IEEE PESC 2008, pp. 2921– 2926.

[14] J. Song-Manguelle, “Asymmetrical multilevel inverter for large induction machine drive,” in Electrical Drives and Power Electronics International Conference, The High, Tatras, Slovakia, 2001.

[15] K.Prakashraj, G.Vijayakumar, S.Saravanan and S.Saranraj, “IoT Based Energy Monitoring and Management System for Smart Home Using Renewable Energy Resources,” International Research Journal of Engineering and Technology, Vol.7, Issue 2, pp.1790-1797, 2020.

[16] J Mohammed siddi, A. Senthil kumar, S.Saravanan, M. Swathisriranjani, “Hybrid Renewable Energy Sources for Power Quality Improvement with Intelligent Controller,” International Research Journal of Engineering and Technology, Vol.7, Issue 2, pp.1782-1789, 2020.

[17] T.R. Vignesh, M.Swathisriranjani, R.Sundar, S.Saravanan, T.Thenmozhi,” Controller for Charging Electric Vehicles Using Solar Energy”, Journal of Engineering Research and Application, vol.10, Issue.01,pp.49-53, 2020.

[18] G. Poovarasan, S. Susikumar, S. Naveen, N. Mohananthini, S. Saravanan,” Study of Poultry Fodder Passing Through Trolley in Feeder Box,” International Journal of Engineering Technology Research & Management, vol.4, Issue.1, pp.76-83, 2020.

[19] M.Revathi, S.Saravanan, R.Raja, P.Manikandan,” A Multiport System for A Battery Storage System Based on Modified Converter with MANFIS Algorithm,” International Journal of Engineering Technology Research & Management, vol.4, issue 2, pp.217-222, 2020.

[20] D Boopathi, S Saravanan, Kaliannan Jagatheesan, B Anand, “Performance estimation of frequency regulation for a micro-grid power system using PSO-PID controller”, International Journal of Applied Evolutionary Computation (IJAEC), Vol.12, Issue.4, pp.36-49, 2021.

[21] V Kumarakrishnan, G Vijayakumar, D Boopathi, K Jagatheesan, S Saravanan, B Anand,” Frequency regulation of interconnected power generating system using ant colony optimization technique tuned PID controller”, Control and Measurement Applications for Smart Grid: Select Proceedings of SGESC 2021, pp..129-141.

[22] G Vijayakumar, M Sujith, S Saravanan, Dipesh B Pardeshi, MA Inayathullaa," An optimized MPPT method for PV system with fast convergence under rapidly changing of irradiation”, 2022 International Virtual Conference on Power Engineering Computing and Control: Developments in Electric Vehicles and Energy Sector for Sustainable Future (PECCON), pp.1-4.

[23] VM Geetha, S Saravanan, M Swathisriranjani, CS Satheesh, S Saranraj, “Partial Power Processing Based Bidirectional Converter for Electric Vehicle Fast Charging Stations”, Journal of Physics: Conference Series, Vol.2325, Issue.1, pp.012028, 2022.

[24] M Santhosh Kumar, G Dineshkumar, S Saravanan, M Swathisriranjani, M Selvakumari, “Converter Design and Control of Grid Connected Hybrid Renewable Energy System Using Neuro Fuzzy Logic Model”, 2022 Second International Conference on Computer Science, Engineering and Applications (ICCSEA), pp.1-6, 2022.

[25] C Gnanavel, A Johny Renoald, S Saravanan, K Vanchinathan, P Sathishkhanna, “An Experimental Investigation of Fuzzy‐Based Voltage‐Lift Multilevel Inverter Using Solar Photovoltaic Application”, Smart Grids and Green Energy Systems, pp.59-74, 2022.

[26] V Kumarakrishnan, G Vijayakumar, D Boopathi, K Jagatheesan, S Saravanan, B Anand, “Optimized PSO technique based PID controller for load frequency control of single area power system”, Solid State Technology, Vol.63. Issue.5, pp.7979-7990, 2020.

[27] G. Poovarasan, S. Susikumar, S. Naveen, N. Mohananthini, S. Saravanan, “Implementation of IoT Based Poultry Feeder Box”, International Journal of Innovative Research In Technology, Vol.6, Issue.2, pp.33-38, 2020.

[28] N.Gokulnath, B.Jasim Khan, S.Kumaravel, Dr.A.Senthil Kumar and Dr.S.Saravanan, “Soldier Health and Position Tracking System”, International Journal of Innovative Research In Technology, Vol-6 Issues 12, pp.39-45, 2020.

[29] P.Navaneetha, R.Ramiya Devi, S.Vennila, P.Manikandan and Dr.S.Saravanan, “ IOT Based Crop Protection System against Birds and Wild Animal Attacks”, International Journal of Innovative Research In Technology, Vol-6 Issues 11, pp.133-143, 2020.

[30] K. Punitha, M. Rajkumar, S. Karthick and Dr. S. Saravanan, “ Impact of Solar And Wind Integration on Frequency Control System”, International Research Journal of Engineering and Technology, Vol 7 Issue 3, pp.1357-1362,2020.

[31] A.Arulkumar, S.Balaji, M.Balakrishnan, G.Dineshkumar and S.Saravanan, “Design And Implementation of Low Cost Automatic Wall Painting Machine” International Journal of Engineering Technology Research & Management, Vol-4 Issues 03, pp.170-176, 2020.

[32] V.Periyasamy, S.Surya, K. Vasanth, Dr.G.Vijayakumar and Dr.S.Saravanan, “Design And Implementation of Iot Based Modern Weaving Loom Monitoring System” International Journal of Engineering Technology Research & Management, Vol-4 Issues 04, pp.11-18, 2020.

[33] M.Yogheshwaran, D.Praveenkumar, S.Pravin, P.M.Manikandan and Dr.S.Saravanan, “IoT Based Intelligent Traffic Control System” International Journal of Engineering Technology Research & Management, Vol-4 Issues 04, pp.59-63, 2020.

[34] R.Pradhap, R.Radhakrishnan, P.Vijayakumar, R.Raja and Dr.S.Saravanan, “Solar Powered Hybrid Charging Station For Electrical Vehicle” International Journal of Engineering Technology Research & Management, Vol-4 Issues 04, pp.19-27, 2020.

[35] S.Shenbagavalli, T.Priyadharshini, S.Sowntharya, P.Manikandan and Dr.S.Saravanan, “Design and Implementation of Smart Traffic Controlling System” International Journal of Engineering Technology Research & Management, Vol-4 Issues 04, pp.28-36, 2020.

[36] M.Pavithra, S.Pavithra, R.Rama Priya, M.Vaishnavee, M.Ranjitha and S.Saravanan, “Fingerprint Based Medical Information System Using IoT” International Journal of Engineering Technology Research & Management, Vol-4 Issues 04, pp.45-51, 2020.

[37] A.Ananthan, A.M.Dhanesh, J.Gowtham, R.Dhinesh, G.Jeevitha and Dr.S.Saravanan, “IoT Based Clean Water Supply” International Journal of Engineering Technology Research & Management, Vol-4 Issues 03, pp.154-162, 2020.

[38] R.Anbarsan, A.Arsathparvez, K.S.Arunachalam, M.Swathisriranjani and Dr.S.Saravanan, “Automatic Class Room Light Controlling Using Arduino” International Journal of Engineering Technology Research & Management, Vol-4 Issues 03, pp.192-201, 2020.

[39] S.Karthikeyan, A.Krishnaraj, P.Magendran, T.Divya and Dr.S.Saravanan , “The Dairy Data Acquisition System” International Journal of Engineering Technology Research & Management, Vol-4 Issues 03, pp.163-169, 2020.

[40] M.Amaran, S.Mannar Mannan, M.Madhu, Dr.R.Sagayaraj and Dr. S.Saravanan, “Design And Implementation of Low Cost Solar Based Meat Cutting Machine” International Journal of Engineering Technology Research & Management, Vol-4 Issues 03, pp.202-208, 2020.

[41] N.Harish, R.Jayakumar, P.Kalaiyarasan, G.Vijayakumar and S. Saravanan, “IoT Based Smart Home Energy Meter” International Journal of Engineering Technology Research & Management, Vol-4 Issues 03, pp.177-183, 2020.

[42] K.Subashchandrabose, G.Moulieshwaran, M.Raghul, V.Dhinesh and S.Saravanan, “Design of Portable Sanitary Napkin Vending Machine”, International Journal of Engineering Technology Research & Management, Vol-4 Issues 03, pp.52-58, 2020.

[43] D.Hemalatha, S.Indhumathi, V.Myvizhi and S.Saravanan, “Design and Implementation of Intelligent Controller for Domestic Applications”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.4-7, 2023.

[44] S. Divyasri, E. Indhu, M. P. Keerthana, M. Selvakumari and S. Saravanan, “Gas Cylinder Monitoring System using IoT”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.67-71, 2023.

[45] J.Arul, R.Balaji, S.Jeyamoorthy, M.Manipathra, R.Sundar and S.Saravanan, “IoT based Air Conditioner Control using ESP32”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.48-52, 2023.

[46] Vundel Munireddy, J.Prahathesvaran, C.R.Thirunavukarasu, M.Santhosh Kumar and S.Saravanan, “IoT Based Charge Controller for Direct Fast Charging of Electric Vehicles Using Solar Panel”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.77-81, 2023.

[47] D.Monish Kumaar, K.Akash, S.Aswinkumar, S.Saravanan and R. Sagayaraj, “IoT based Industry Surveillance and Air Pollution Monitoring using Drones”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.14-18, 2023.

[48] T.Silambarasan, R.Surya, J.Pravinkumar, R.Sundar and S Saravanan, “IoT based Monitoring System For Sewage Sweeper”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.88-93, 2023.

[49] R.Aravinthan, Alwin.Augustin, P.Divagaran, S.Saravanan and P.Manikandan, “IoT Based Power Consumption and Monitoring System”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.43-47, 2023.

[50] S.Partheeban, S.Sundaravel, S.Umapathi, R.Sagayaraj and S.Saravanan, “IoT based Safety Helmet for Mining Workers”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.116-120, 2023.

[51] K.Eswaramoorthi, R.Manikandan, R.Balamurugan, C.Ramkumar and S.Saravanan, “Smart Parking System using IoT”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.53-57, 2023.

[52] S.Nirmalraj, C.Pranavan, M.Prem and S.Saravanan, “Smart Trolley With IoT Based Billing System”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.111-115, 2023.

[53] V.Gunasekaran, M.Gowtham , S. Anbubalaji, S.Saravanan and R.Prakash, “Solar based Electric Wheel Chair”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.8-13, 2023.

[54] P Thava Prakash, P.Venketesan, D.Vignesh, S.Prakash, S.Saravanan, “Design of Low Cost E-Bicycle using Brushless DC Motor with Speed Regulator”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.148-153, 2023.

[55] D.Tamilarasan, V.S.Vairamuthu, Y.Vasanth, K.Umadevi, S.Saravanan, “GSM based Agricultural Motor Control”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.172-177, 2023.

[56] P. Vimal, S.Veerasigamani, R.Srihari, C.S.Satheesh, S.Saravanan, “IoT Based Optimal Power Management System For Smart Grid”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.160-165, 2023.

[57] S.Abimanyu, P.Jagadheeswaran, S.Jaganath, K.Sanjay, R.Sivapranesh, K.Velmurugan, N.Mohananthini, C.S.Satheesh, S.Saravanan, “Portable Solar Tree”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.154-159, 2023.

[58] M.Karthikeyan, S.Bilalahamad, V.A.Chandru, V.Deepika and S.Saravanan, “Design and Development of IoT based Motor Starter”, International Journal of New Innovations in Engineering and Technology, Vol.22, Issue.3, pp.178-183, 2023.

[59] R.Anbarsan, A.Arsathparvez, K.S.Arunachalam, M.Swathisriranjani and S.Saravanan, “Automatic Class Room Light Controlling Using Arduino” International Journal of Engineering Technology Research & Management (IJETRM), Vol-4 Issues 03, pp.192-201, 2020.

[60] S.Karthikeyan, A.Krishnaraj, P.Magendran, T.Divya and S.Saravanan , “The Dairy Data Acquisition System” International Journal of Engineering Technology Research & Management (IJETRM), Vol-4 Issues 03, pp.163-169, 2020.

[61] N.Harish, R.Jayakumar, P.Kalaiyarasan, G.Vijayakumar and S. Saravanan, “IoT Based Smart Home Energy Meter” International Journal of Engineering Technology Research & Management (IJETRM), Vol-4 Issues 03, pp.177-183, 2020.

[62] G. Poovarasan, S. Susikumar, S. Naveen, N. Mohananthini, S. Saravanan,” Study of Poultry Fodder Passing Through Trolley in Feeder Box,” International Journal of Engineering Technology Research & Management, vol.4, Issue.1, pp.76-83, 2020.

[63] A.Ananthan, A.M.Dhanesh, J.Gowtham, R.Dhinesh, G.Jeevitha and S.Saravanan, “IoT Based Clean Water Supply” International Journal of Engineering Technology Research & Management (IJETRM), Vol-4 Issues 03, pp.154-162, 2020.

[64] Ram Kumar C, Saravanan S, and Nagarajan C,“Hybrid LSTM and Deep Reinforcement Learning for Autonomous Battery Health Optimization in Electric Vehicles”, Electrical Power Systems Research, Vol-253 Issues 112535, ISSN No:0378-7796,2025.

[65] Kiran, A., Rubini, P., & Kumar, S. S. (2025). Comprehensive review of privacy, utility and fairness offered by synthetic data. IEEE Access.

[66] Gopinathan, V. R. (2024). Real-Time Financial Risk Intelligence Using Secure-by-Design AI in SAP-Enabled Cloud Digital Banking. International Journal of Computer Technology and Electronics Communication, 7(6), 9837-9845.

[67] Udayakumar, R., Elankavi, R., Vimal, R., & Sugumar, R. (2023). Improved Particle Swarm Optimization with Deep Learning-Based Municipal Solid Waste Management in Smart Cities. Environmental & Social Management Journal, 17(4).

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Published

2026-03-28

How to Cite

A Knowledge Enhanced Object Detection for Sustainable Agriculture. (2026). International Journal of Engineering & Extended Technologies Research (IJEETR), 8(2), 3019-3029. https://doi.org/10.15662/IJEETR.2026.0802301