Implementation Plan:
Scenario 1: ANN-Based SoC Estimation
Step 1: Initially, we will construct the Vanadium Redox Flow Batteries (VRFB ) with electrolyte flow rate controlled through a pump linked to the SoC model in simulink.
Step 2: Then, we integrate an ANN-based SoC estimation model into the VRFB system.
Step 3: Next, we simulate the model and collect the simulated model data.
Step 4: Next, we analyze voltage behavior, SoC estimation accuracy, and the impact of flow variation and pump delay using the collected data.
Step 5: Finally, we plot performance metrics for the following:
5.1: Time vs SoC (%)
5.2: Time vs Voltage (V)
5.3: SoC Error vs Flow Variation Magnitude
5.4: SoC Error vs Pump Delay
5.5: Flow Rate vs SoC
5.6: Time vs. SoC Estimation
Scenario 2: PINN-Based SoC Estimation
Step 1: Initially, we will construct the Vanadium Redox Flow Batteries (VRFB) with electrolyte flow rate controlled through a pump linked to the SoC model in simulink.
Step 2: Then, we integrate a PINN-based SoC estimation model into the VRFB system.
Step 3: Next, we simulate the model and collect the simulated model data.
Step 4: Next, we analyze voltage behavior, SoC estimation accuracy, and the impact of flow variation and pump delay using the collected data.
Step 5: Finally, we plot performance metrics for the following:
5.1: Time vs SoC (%)
5.2: Time vs Voltage (V)
5.3: SoC Error vs Flow Variation Magnitude
5.4: SoC Error vs Pump Delay
5.5: Flow Rate vs SoC
5.6: Time vs. SoC Estimation
Scenario 3: Physics-Informed Residual Learning (PINR) SoC Estimation
Step 1: Initially, we will construct the Vanadium Redox Flow Batteries (VRFB) with electrolyte flow rate controlled through a pump linked to SoC model in simulink.
Step 2: Then, we integrate a PINR based SoC estimation model into the VRFB system.
Step 3: Next, we simulate the model and collect the simulated model data.
Step 4: Next, we analyze voltage behavior, SoC estimation accuracy, and the impact of flow variation and pump delay using the collected data.
Step 5: Finally, we plot performance metrics for the following:
5.1: Time vs SoC (%)
5.2: Time vs Voltage (V)
5.3: SoC Error vs Flow Variation Magnitude
5.4: SoC Error vs Pump Delay
5.5: Flow Rate vs SoC
5.6: Time vs. SoC Estimation
1. Development Tool: MATLAB R2023a/Simulink or above
2. Operating System: Windows-10 (64-bit) or above
Note:
1) If the proposed plan does not fully align with your requirements, please provide all necessary details—including steps, parameters, models, and expected outcomes—in advance. Kindly ensure that any missing configurations or specifications are clearly outlined in the plan before confirming.
2) If there’s no built-in solution for what the project needs, we can always turn to reference models, customize our own, different math models or write the code ourselves to fulfil the process.
3) If the plan satisfies your requirement, Please confirm with us.
4) Project based on Simulation only.
