WR 809
Course Name:
Soft Computing in Civil Engineering
Programme:
M.Tech(WREM)
Category:
Elective Courses (Ele)
Credits (L-T-P):
3(3-0-0)
Content:
- Fuzzy logic-Classical sets and fuzzy sets, fuzzy sets operations, fuzzy relations, Membership functions, de- fuzzification, fuzzy rule based systems, Applications.
- Artificial neural network-Model of a neuron, learning rules, activation functions, single layer perceptron networks, multilayer feed forward networks, back-propagation algorithm, Hopfield networks, Applications.
- Genetic algorithm-Fitness function, genetic algorithm operators- reproduction, crossover, mutation, schemata and schema theorem, Applications.
References:
Ross T.J., Fuzzy logic with engineering applications-McGraw Hill, 1995
Haykin S., Neural networks-a comprehensive foundation-Prentice Hall,2nd edition, 1998.
Goldberg D., Genetic algorithms- Addison-Wesley, 1st edition,1989.
Department:
Applied Mechanics and Hydraulics