TY  - BOOK
AU  - Kaushik, Saroj
AU  - Tiwari, Sunita
TI  - Soft computing: : Fundamentals, techniques and applications
SN  - 9789353160661
U1  - 006.3 DDC23
PY  - 2018///
CY  - Chennai
PB  - McGraw Hill Education
KW  - Civil Engineering
N2  - This is a comprehensive textbook on fundamentals ofmethodologies and practices in soft computing domain for students of undergraduateand postgraduate engineering and allied courses who have opted for this course.Experts on the subject have deftly explained the concepts with help of examplesand pseudo algorithms for various methods.        

Since computational intelligence and machine intelligenceare backbone and foundation for smart systems, soft computing provides basisfor building such systems. This book will equip readers to provide softcomputing techniques with low cost and reasonably good solutions to hardproblems; CONTENT:
1.Introduction to Soft Computing

2. Crisp and Fuzzy Sets

3. Fuzzy Logic and Inference Rules

4. Fuzzy Inference Systems

5. Rough Set and Possibility Theory

6. Single-layer Feed-forward Neural Network—Perceptron

7. Multi-layer Feed-forward Neural Network

8. Radial Basis Function Neural Network

9. Recurrent Neural Networks

10. Hybrid Intelligent System: Neuro-fuzzy Systems

11. Introduction to Evolutionary Computing

12. Genetic Algorithm Processes

13. Introduction to Swarm Intelligence

14. Introduction to Machine Learning

15. Advanced Machine-learning Techniques


ER  -