Modeling and Simulation of Digital Twin AHU Heating System

Modeling and Simulation of Digital Twin AHU Heating System

Implementation Plan:

Step 1: Initially, we will construct the House Heating Model by using a heater and thermostat controlling system in Simulink.

Step 2: Next, we will integrate the subsystem such as supply fan dynamics, Zone temperature feedback loop and value control heating coil models.

Step 3: Then, we integrate the RL controller based on PPO and SAC in the simulink model.

Step 4: Then, we simulate the model and collect temperature and AHU based simulink data.

Step 5: Next, we will train the collected data in a python based gymnasium environment using PPO and SAC based RL agent technique to improve the energy saving and system stability purposes. (based on your provided setup configurations)

Step 6: Next, we analyze and export the RL-controlled data as a tabular format.

Step 7: Finally, we plot performance for the following metrics:

7.1 : HVAC Air Temperature Trends

7.2 : Supply Air Temperature Control

7.3: Mean Absolute Temperature Deviation (°C)

7.4: Comfort violation

7.5: Peak Cooling Demand (kW)

7.6 : Energy Consumption vs Outdoor Temperature

7.7: Daily Peak Energy Demand vs Outdoor Temperature

Software Requirements:

1. Development Tool: Matlab-R2023a/Simulink or above With Python
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.

2) Kindly ensure that any missing configurations or specifications are clearly outlined in the plan before confirming.

3) 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.

4) If the plan satisfies your requirement, Please confirm with us.

5) Project based on Simulation only.

6) Kindly provide the BAS sensor data,otherwise we use our BAS data.

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