Muhammad Ali
M.Sc.
Faculty of Process Engineering, Energy and Mechanical Systems
Institute of Building Services Engineering
+49 221-8275-4316
muhammad.ali@th-koeln.de
Office hours
Working hours
Monday, Tuesday, Wednesday, Thursday, 10:00 to 18:00
Campus Deutz, Betzdorfer Str. 2, Altbau, Room HW2-68
Positions
- Researcher
- Data Scientist
- Data Engineer
Research fields
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Data Science: Data Scientist specifically working on optimisation of setpoints in real-world systems using Artificial Intellegence and Machine Learning.
Projects / Cooperations
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RL agent vs PID
Implementation of RL agent on seesaw and compared with PID control. Training the agent in simulation and then deploying it on a real system. Created ETL pipelines. Used databases to store the real time data from the system. -
Control building setpoints using AI
Using RL agent controlled buildings setpoints in simulation. Use modelica simulations for building. RL agent interact with the simulaiton. -
Artificial Intelligence in buildings setpoint optimization
Working on this project to control the buildings setpoints to minimise the energy consumption and to provide comfortable environment for individuals using artificial intelegence. Creating digital twins of the building. RL agent interaction with the twin.
Curriculum Vitae
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Data Science |