ANN-Based Microgrid Frequency Control in MATLAB/Simulink -- 2

@mahmoudralizadeh

Hello, Since you want to build and understand the model yourself, I’d start with your current Simulink file and the point where progress has stopped. In a guided session, we can trace the frequency-control loop, identify suitable training signals, and set up a fair PI/PID versus ANN comparison using the same load disturbances. You’ll leave with a clear list of steps to implement and test yourself. What is blocking you right now: the microgrid model, ANN training data, or integrating the controller? Kind regards, Mahmoudreza

@divyam12345

Hello Dear, I understand your requirements and have over 10 years of experience in Electrical Engineering and MATLAB/Simulink projects. I have helped many graduate students and PhD scholars with microgrid, power-system control, and ANN-based projects. I can provide hands-on guidance to develop and debug the islanded microgrid, implement PI/PID and ANN frequency controllers. Also i will explain you for each step, so that you can implement and understand the project yourself. I look forward to working with you. Let’s connect in the chatbox for further discussions. Thank You. Dr. Divya.

@Abdulyaqs

have reviewed your project. I want to be transparent about my expertise so we can define a scope that works for you. What I can deliver: Design and train the ANN controller Integrate the ANN into your Simulink frequency control loop Generate training data from your simulation Compare ANN vs PI/PID performance (settling time, overshoot, steady-state error) Troubleshoot Simulink errors Provide hands-on technical guidance What I cannot deliver: Building the islanded microgrid model from scratch Power system dynamics (droop control, inertia, inverter modeling) Load-frequency control theory My recommendation: If you already have (or can build) the islanded microgrid model in Simulink, I can handle everything from ANN design onward. This is my core expertise – I have built ML models (Random Forest, KNN, Decision Tree) and integrated them with optimization pipelines, and I have Simulink experience. If you need the full microgrid model built from scratch, you need a power systems engineer. I can still help with the ANN portion once that model exists. Please let me know your Simulink microgrid status. Best regards, Yakubu Abdullahi

@rfandelectronics

As an RF and Electronics Engineer with a focus on high-frequency systems, I have developed expertise that aligns perfectly with your project's objectives. Not only do I have extensive hands-on experience with MATLAB/Simulink and power-system control, but I also bring valuable insights from working on various RF projects including microgrid modeling and power-system control design. Beyond just giving you a ready-made project, my main aim is to provide the technical guidance necessary for you to truly understand and implement the model yourself - which is exactly what you're looking for. Through this hands-on approach, I'll help you specifically develop/verify an islanded microgrid model, implement PI/PID controllers, generate simulation data for ANN training, train an ANN controller and successfully integrate it into the frequency-control loop. My experience isn't just limited to getting things done but also extends to effective troubleshooting. You can count on me to solve any MATLAB/Simulink errors that may arise during the project. Additionally, my commitment to delivering optimized and reliable solutions perfectly aligns with your requirements of comparing the baseline controller and ANN controller performance based on frequency response, settling time, overshoot, and steady-state error. Let me put my skills to work for you!

@shrav514

Hi, I will be happy to help with your ANN-based microgrid frequency-control project. I have a graduate degree in Aerospace Engineering specializing in Dynamics and Control, along with hands-on experience in MATLAB/Simulink, system identification, P/PD/PID controllers, dynamic modeling, and engineering simulation. I can help your project with building and debugging the microgrid model, develop the conventional controller, generate ANN training data, integrate the ANN controller, and compare the results. But I will prefer a hands-on approach where I explain the implementation and will also help you understand each step rather than simply delivering a ready-made project.