Simulation of Hybrid PPO–Q Learning Based MPPT and Grid Voltage–Current Regulation for a 5.3 kW Grid-Connected Photovoltaic System (MATLAB/Simulink)

@sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr

@EhtishamHaider1

As an experienced Electrical Engineer and Data Scientist, I bring a unique blend of skills to simulations that require meticulous attention to detail and complex problem-solving. My expertise in MATLAB/Simulink and knowledge of Power Electronics, Control Systems, Renewable Energy, and Grid-Connected PV Systems are perfectly matched to your hybrid PPO-Q Learning based MPPT controller simulation project for a 5.3 kW grid-connected photovoltaic system. I have significant experience designing advanced electrical systems include PCB design and FPGA programming using Quartus, which have demanded the same level of precision and technical analysis that this project requires. Moreover, I have a proven track record in using MATLAB/Simulink to design, model and simulate various electrical systems, enabling me to fully comprehend the scope of your project.

@divyam12345

Hello dear, I understand your requirements. I have 10 years of experience in MATLAB/Simulink, Grid-Connected PV Systems, MPPT, Reinforcement Learning, and Power Electronics. I can develop the complete simulation model and provide all the required results, graphs, comparison tables, and report. I will deliver a well-commented Simulink model, MATLAB files, and complete documentation. I am ready to start immediately and complete the project on time. I look forward to working with you. Let’s connect in the chatbox for further discussions. Thank You. Dr. Divya.

@Bhartifreelancer

Hello, As an experienced MATLAB/Simulink expert, I bring a proven track record in power electronics and renewable energy projects to the table, precisely covering the scope of work you have outlined. My ability to design, model, and simulate complex electrical systems across various domains using MATLAB/Simulink and Simscape Electrical will be a great asset in delivering the results you need for your grid-connected PV system simulation. In addition to my proficiency in MATLAB/Simulink and Simscape Electrical, I possess in-depth knowledge of reinforcement learning algorithms such as PPO and Q-learning - making me well suited to implement the proposed Hybrid PPO-Q Learning based MPPT controller for your project. Through precise training and testing, I am confident in delivering a model that not only maximizes solar power extraction but also adheres to IEEE standards with low steady-state oscillation and stable DC-link voltage. Best regards Bharti

@ElecHamza

Hi, I can design and simulate your 5.3 kW grid connected photovoltaic system in MATLAB Simulink with the hybrid proximal policy optimization and Q learning MPPT controller. I have extensive experience modeling power electronics, including DC to DC boost converters, three phase voltage source inverters, phase locked loop synchronization, and active reactive power control. I will build the complete model using Simscape Electrical, train the reinforcement learning agents, and evaluate performance against perturb and observe, incremental conductance, and standalone methods under dynamic irradiance, temperature changes, and grid sags. You will receive well commented slx and m files, complete FFT harmonic analysis, clear comparison plots, and a concise technical report. Best regards

@bhargav922002

Hello, I'm bharghav, with a decade of experience in Electrical Engineering, specializing in MATLAB/Simulink for complex system simulations. My expertise in matching job skills specifically aligns with your project's technical demands. I've thoroughly reviewed your project for a 5.3 kW grid-connected PV system using Hybrid PPO–Q Learning MPPT. I will develop a comprehensive MATLAB/Simulink model, integrating the PV array, converters, and grid synchronization. This will include detailed reinforcement learning training and performance comparisons against P&O, INC, PPO-only, and Q-Learning-only methods, ensuring all specified results and deliverables are met.

@sidratulm20

I am excited to submit my proposal for your MATLAB/Simulink-based 5.3 kW Grid-Connected PV System using a Hybrid PPO–Q Learning MPPT controller. With experience in MATLAB/Simulink, Simscape Electrical, power electronics, renewable energy systems, and AI-based control algorithms, I can develop a well-structured simulation that meets your research objectives and provides comprehensive performance evaluation. The simulation will include the complete PV system architecture: PV array, DC–DC converter, DC-link, three-phase VSI, PLL-based grid synchronization, and grid interface. I will implement and train the Hybrid PPO–Q Learning MPPT algorithm and compare its performance against P&O, Incremental Conductance, PPO-only, and Q-Learning-only methods under varying irradiance, temperature, partial shading, load changes, and grid disturbances. Deliverables: MATLAB/Simulink (.slx) model MATLAB (.m) scripts and RL implementation Well-commented simulation model Waveforms, FFT/THD analysis, and performance graphs Comparative analysis tables Technical report summarizing methodology, results, and conclusions The model will be modular, easy to understand, and suitable for further academic research or publication. I would be happy to discuss your MATLAB version, project milestones, and timeline before getting started.I look forward to collaborating on this exciting project. Best regards, Sidra

@mandalsurajkumar

Hello there, It's my pleasure to write to you that I can assist you in completinng this project. I have done similar project earlier. The 2 earlier project of same type titled: a. multi-objective optimization of Battery Storage for Grid Integrated Solar Power Plants, b. Control approach for Grid-connected PV inverter under Unbalanced Grid Conditions I am an electrical engineer having 5+ years of experience designing power electronics converter. I have worked extensively on MATLAB/ Simulink. Kindly initiate chat and let's discuss details of the project. Regards,

@igoichsanp

Here is my technical approach for your simulation model: 1. PV Array & Hybrid RL MPPT Architecture: - Modeling a 5.3 kW PV array in Simscape Electrical supporting dynamic irradiance, temperature, and Partial Shading Conditions (PSC). - Implementing the Hybrid PPO-Q Learning algorithm: Q-Learning accelerates initial state exploration while PPO fine-tunes continuous duty cycle control to eliminate steady-state oscillation. - Interfacing with a DC-DC boost converter and DC-link voltage regulation loop. 2. Three-Phase Inverter & Grid Synchronization: - Design of a 3-phase Voltage Source Inverter (VSI) using dq0 Synchronous Reference Frame (SRF) control for decoupled Active (P) and Reactive (Q) power regulation. - Grid synchronization using SRF-PLL and LCL filter design to ensure grid current THD remains strictly under IEEE 519 limits (under 5%). 3. Comparative Benchmarks & Deliverables: - Comparative simulation runs against P&O, Incremental Conductance (INC), standalone PPO, and standalone Q-learning under shading, sag/swell, and load steps. - Complete MATLAB/Simulink model (.slx), RL training scripts (.m), FFT harmonic analysis charts, comparative tables, and a clean technical report.

@Habib821

Hello, I hope you're having a great day. I have hands-on MATLAB/Simulink experience building grid-tied PV simulations and RL controllers, having delivered several similar builds. I recently implemented a 3 kW Simscape Electrical PV model with a PPO-based MPPT (actor-critic with two hidden layers) and solved partial-shading by augmenting state with irradiance estimates. I'd start by modeling the 5.3 kW PV array and DC–DC stage in Simscape, implement the hybrid PPO–Q agent using MATLAB RL Toolbox (or TensorFlow agents), and train with variable irradiance profiles and grid sag events. If you have ten minutes, I'd like to compare notes on the 5.3 kW parameters and the partial shading scenarios so I can confirm the performance metrics you care about. Looking forward to hearing from you, habib Niazi

@ridwaan6254

IF YOU'RE NOT HAPPY, YOU DON'T PAY. I recently completed a project simulating an advanced MPPT controller for a grid-connected photovoltaic system, resulting in a significant increase in efficiency and stability under varying conditions. I understand you need a robust MATLAB/Simulink model for a 5.3 kW PV system utilizing a Hybrid PPO–Q Learning-based MPPT controller. I will ensure the simulation meets your requirements for dynamic response, efficiency, and compliance with IEEE standards, while providing clear insights into performance metrics like THD and energy harvested. I focus on good planning, clean and maintainable code, clear communication, on time delivery, and reliable long term solutions. I am confident in delivering a comprehensive simulation that meets your expectations. If this aligns with your project, feel free to reach out to discuss scope and pricing. WORST CASE SCENARIO YOU WALK AWAY WITH A FREE CONSULTATION Regards ridwaan6254

@bojans9

Namaste I understand you need a MATLAB Simulink only model of a 5.3 kW grid connected PV system with hybrid PPO Q learning MPPT and grid voltage current regulation. I will create the PV array, DC‑DC converter, three phase VSI, PLL sync and embed the RL agents, then produce the required plots, THD analysis and comparison tables. My experience with Simscape Electrical and RL control of converters guarantees the efficiency and dynamic targets are met. Do you prefer continuous or discrete time for the converter duty cycle Do you have the irradiance and temperature profiles for testing Are there particular IEEE THD limits you must follow I can deliver the .slx file, scripts, graphs and a brief report within ten days for ₹12 000 INR