Process Modeling Principles and Neural Network Systems
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Principles of Process System Formulation
- Define Objectives: Clearly define the objective and boundary of the process system.
- Identify Variables: Identify all important variables such as pressure, temperature, flow rate, and concentration.
- Conservation Laws: Apply basic conservation laws like mass balance, energy balance, and momentum balance.
- Make Assumptions: Make suitable assumptions to simplify the model (steady state, ideal mixing, negligible heat loss, etc.).
- Mathematical Relationships: Establish mathematical relationships between variables using physical and chemical laws.
- Process Dynamics: Include process kinetics, thermodynamics, and transport phenomena wherever required.
- Equation Development: Develop equations based on input, output, accumulation,