PPO-Based PV Grid Simulation

₹1500-12500 INR

Em Andamento

Publicado há 16 dias

₹1500-12500 INR

Pago na entrega

I need a full MATLAB/Simulink model of a single-phase, grid-connected photovoltaic system that lets me plug in my own DC-DC boost converter topology and then closes the loop with a Proximal Policy Optimization (PPO) controller. The priority is clear: the reinforcement-learning algorithm must deliver high accuracy in tracking the reference—voltage, current, or power—throughout irradiance and load changes. Here is what I expect: • A modular Simulink file where the PV array, my custom boost converter, the single-phase inverter, the LCL or LC filter, and the grid interface are clearly separated so I can swap devices in or out. • A PPO training script (MATLAB RL Toolbox or compatible Python interface) that learns directly on the Simulink environment and saves the trained agent for deployment. • A deployment variant of the model that runs the trained agent in real time without the training overhead. • Graphs and logged data demonstrating precise reference tracking under at least two irradiation profiles and two step-load tests. Please label them so I can compare the RL controller to any baseline you choose (PI, fuzzy, etc.). • Short documentation: block diagram, signal names, training parameters, and a quick note on how to swap in my converter if I change component values. Acceptance criteria 1. Steady-state tracking error ≤ 1 % for both DC-link voltage and injected grid current. 2. Total harmonic distortion of grid current ≤ 5 % under IEEE-1547 test scenario. 3. All files open and run in MATLAB R2021b or later without missing dependencies. If you have tackled RL control in power converters before, this should feel familiar. Let’s keep the focus on reproducible, well-commented code rather than fancy visuals. I’m around to answer any topology-specific questions as you build.

MATLAB

Reinforcement Learning

Signal Processing

Documentation

Matlab and Mathematica

Electronics

Electrical Engineering

ID do Projeto: 40401835

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6 propostas

Projeto remoto

Ativo há 15 dias

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@divyam12345

Dear Sir/Madam, I have 8 years of experience in MATLAB/Simulink, power electronics, and reinforcement learning control. I can build a modular grid-connected PV system with PPO control, ensuring accurate tracking and clear structure so you can plug in your own boost converter. I am confident I can meet your performance requirements. I will deliver a Simulink model with separate blocks, PPO training script, trained agent deployment model, and results comparing RL with a baseline controller. The code will be clean, well-commented, and easy to modify. Let’s connect in the chatbox to discuss the project further, including the budget and timeline. I am ready to work with you, please connect in the chatbox for further discussions. Thank You. Dr. Divya.

₹12.000 INR em 7 dias

5,0

(13 avaliações)

4,1

6 freelancers estão ofertando em média ₹9.333 INR for esse trabalho

@addiskkb3

Dear Sir/Madam, From your project description, it's evident that you're seeking a freelancer with expertise in electrical power engineering and proficiency in MATLAB/Simulink, and I'm pleased to say that I tick all the boxes. Having tackled various projects involving control systems, algorithm development, and analysis, I possess substantial experience in designing, modeling, and simulating electrical systems - exactly what you need for your PPO-based PV grid simulation. One of my key strengths lies in my ability to deliver clean and well-documented code. For your project, this means a modular Simulink file that allows easy swapping of devices alongside an RL training script that integrates seamlessly into the environment. Additionally, providing you with a deployment variant sans training overhead is something I can guarantee. My previous experience with RL control in power converters sets me apart from other freelancers. As someone who understands the value of reproducible work, I assure you that every file will be open and run without dependencies on MATLAB R2021b or above - just as requested. What's more? My dedication to exceeding client expectations ensures your acceptance criteria for steady-state tracking error, harmonic distortion of grid current, and documentation are closely adhered to. I am eager to bring my expertise to your organization and would welcome the opportunity to discuss this role further at your convenience! Best regards,

₹7.000 INR em 7 dias

5,0

(20 avaliações)

5,9

@khaliduom103

‎Hi i am an experienced Matlab and simulink developer and have did similar projects in this platform.i can help you in all such projects. ‎

₹12.500 INR em 5 dias

4,9

(28 avaliações)

5,5

@Tahir789

I'm a licensed professional electrical engineer with over six years of specialized experience in MATLAB/Simulink for power electronics, renewable energy systems, and control design, and I will develop a complete, modular single-phase grid-connected PV system with custom DC-DC boost converter integration and Proximal Policy Optimization (PPO) reinforcement learning control delivering high-accuracy reference tracking under varying irradiance and load conditions. I have extensive experience developing Simulink models for photovoltaic systems including PV array modeling, DC-DC converter design, grid-connected inverters with LCL/LC filtering, and advanced control strategies. I am confident I can develop this system by studying the RL Toolbox documentation, adapting PPO agents to power converter control contexts, and implementing proper reward functions and training environments, but this will require a learning investment on my part. I will build a complete modular Simulink model with clearly separated subsystems for PV array, custom boost converter interface, single-phase inverter, filter, and grid synchronization, develop the PPO training framework with documented reward function and hyperparameters, create a deployment model variant running the trained agent, and generate comprehensive performance validation including tracking error analysis, step-load response, THD measurement, and comparative baseline results. Best Regards, Tahir Saleem

₹8.500 INR em 2 dias

4,5

(5 avaliações)

3,6

@munna0902010

With my vast experience in electrical engineering and electronics, coupled with my proficiency in MATLAB/Simulink, I am highly equipped to deliver a MATLAB/Simulink model that meets your project needs. Having worked on numerous complex projects similar to this, I have developed strong aptitude to breakdown intricate systems into modular and comprehensive designs as you have specified. My technical troubleshooting skills are an essential asset when it comes to the important task of ensuring your project’s success. I understand your emphasis on accuracy, and being experienced in grid-connected photovoltaic systems, I grasp the significance of achieving precise reference tracking even during drastic changes in irradiance and load. With my firm understanding of Proximal Policy Optimization (PPO) controller, I am confident in providing a reinforcement-learning algorithm that can achieve steady-state tracking error well within your anticipated margins. As your project requires a deeply meticulous approach, my years of experience in maintaining client relationships and managing technical teams have honed my abilities to communicate effectively and work successfully with clients on such challenging tasks. Additionally, my command over AutoCAD drawing and other design-related skills bring an added advantage of flexibility when it comes to potential modification or component replacement requirements which makes me the most suited candidate for this project.

₹7.000 INR em 7 dias

0,0

(0 avaliações)

0,0

@prajit9894b

Hi, I’ve worked extensively with EEG signal systems, RL-based optimization (PPO/DQN), and high-precision ML pipelines, so building a stable, reproducible PPO-controlled grid-connected PV system aligns perfectly with my experience. This is exactly the kind of system I would like to work on in—modular power electronics + reinforcement learning control in Simulink. What I will deliver I’ll build a clean, research-grade Simulink architecture with strict modularity: PV Array Block (irradiance + temperature configurable) Plug-and-play DC-DC Boost Interface → you can directly insert your topology Single-phase inverter + PWM control LCL/LC filter (configurable) Grid interface with synchronization (PLL-based) Everything will be decoupled and labeled, so swapping your converter or tuning parameters is straightforward. I’ll also ensure the model is fully parameterized, so you can tweak ratings (power level, grid voltage, switching frequency) without breaking the setup. The PPO training pipeline will include checkpointing, convergence monitoring, and reproducible seeds, so results are consistent across runs. I’ll add clear logging (Simulink + MATLAB workspace) for voltage, current, power, and THD, along with ready-to-run scripts for quick evaluation. Finally, the entire project will be well-commented and structured, making it easy for you to extend, benchmark, or integrate into further research work.

₹9.000 INR em 7 dias