Process Modelling, Simulation and Optimization
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Process Modelling, Simulation and Optimization Syllabus — Unit-wise Content
The official GTU curriculum for Process Modelling, Simulation and Optimization (subject code 3170513) as prescribed for Chemical · Semester 7 divides the course into 10 units, covering 82 listed topics. The unit-wise breakdown below is read from the GTU syllabus document for this subject code, so you can check what the course actually covers before deciding which papers to attempt.
Download the official syllabus PDF (3170513)Unit 1 Introduction
- Definition of Modelling
- Simulation and Optimization
- importance of modelling for simulation and optimization
- comparison of design and simulation
- scope and applications of modelling
Unit 2 Modelling Aspects
- Definition of model
- process model
- deterministic and stochastic process
- physical and mathematical modelling
- classification of models
- process to build a model
- degrees of freedom analysis for model
- empirical model
- selecting functions to fit empirical data
- Black-box model
Unit 3 Mathematical Modelling of Chemical Engineering Systems
- uses of mathematical models
- scope of coverage
- principles of 3 Subject Code: 3170513 w.e.f
- AY 2018-19 formulation
- fundamental laws
- continuity equations
- energy equations
- equation of motion
- transport equation
- equation of state
Unit 4 Examples of Mathematical Models of Chemical Engineering systems
- flow tank
- mixing tank
- two heated tanks, PFR, CSTR
- series of isothermal constant- hold up CSTR
- CSTR with variable holds up, gas-phase pressurized CSTR
- non- isothermal CSTR
- single-component vaporizer
- batch reactor
- reactor with mass transfer
- ideal binary distillation column
- batch distillation with holdup
- Solvent Extraction
- gas adsorption
Unit 5 Chemical Process Plant Simulation
- Steady state vs dynamic simulation
- lumped system-partitioning equation
- tearing equation
- simultaneous equation
- modular approaches & equation solving approaches
- decomposition of networks
- partition and tearing applied to process flow sheeting
- reachability matrix
- selection of property perdition method for simulation
- Introduction to Various Professional Simulators and Equation Solver Software
Unit 6 Basic Concepts of Optimization
- Scope and hierarchy of optimization
- examples of applications of optimization
- the essential features of optimization problems
- general procedure for solving optimization problems
- obstacles to optimization
- continuity of function
- convexity and its applications
- interpretation of the objective function in terms of its quadratic approximation
- necessary and sufficient conditions for an extremum of an unconstrained function
Unit 7 Optimization of Unconstrained Functions
- One dimensional search numerical methods for optimizing a function of one variable
- scanning and bracketing procedures
- Newton and Quasi-Newton methods of unidimensional search
- polynomial approximation methods
- how one-dimensional search is applied in a multidimensional problem
- evaluation of unidimensional search methods
- methods using function values only : Simplex search
- Hooke-Jeees and Powell’s method
- methods that use first derivatives : Newton’s method
- Marquardt’s method
- Quasi-Newton methods
Unit 8 Linear Programming (LP) and Applications
- Formulation of linear programming models
- LP in standard form
- principles of simplex method
Unit 9 Constrained Optimization
- Lagrange’s multiplier
- Kuhn-Tucker conditions
- transformation methods : penalty function
- constrained direct search method: complex method
- Quadratic approximation methods
Unit 10 Application of Optimizations
- Examples and case studies of optimization in chemical processes like optimizing recovery of waste heat
- optimal shell and tube heat exchanger design
- optimal design and operation of binary distillation column
- chemical reactor design and operation
- optimal location of coal-blending plant
- optimization of Glycol-Ethylene Oxide process 5 Subject Code: 3170513 w.e.f