Discuss the difference between soft computing and hard computing technique.
[7 marks]Explain the electric load forecasting using ANN.
[7 marks]What is the learning rate of NN? Discuss the effect of learning rate on convergence.
[7 marks]For the single layer neural network with four inputs [0.8, 0.3, 0.2, 0.6] and their associated weights are [-0.2, 0.3, 0.8, 0.5]. Calculate output when the activation function is sigmoidal.
[7 marks]Explain the ADALINE and MADALINE structure of neural network with weight updated rules.
[7 marks]Derive the gradient descent algorithm for back propagation NN.
[7 marks]What is a schema? What is the relationship between schema and chromosome?
[7 marks]Explain RBFN and FFNN.
[7 marks]Define following terms: (1) Support (2) 𝜶-cut (3) Linguistic variable (4) Membership Function (5) Fuzzy singleton (6) Fuzzification (7) Cross-over
[7 marks]List out defuzzification method. Explain any one.
[7 marks]Describe Fuzzy IF-THEN rule along with fuzzy inference system.
[7 marks]What are the advantages of the neuro fuzzy hybridization?
[7 marks]What is mutation in GA? Explain how mutation can be implemented? Explain various programming logic used for the same.
[7 marks]Explain GA based Unit Commitment in power system.
[7 marks]How the ANN can handle the voltage stability issue in the power system.
[7 marks]What is the static and dynamic security? Discuss ANN based the security assessment.
[7 marks]Discuss the load frequency generation control using AI techniques.
[7 marks]