Optimization enhanced genetic algorithm-support vector regression for the prediction of compound retention indices in gas chromatography.
Jun ZhangChun-Hou ZhengYi XiaBing WangPeng ChenPublished in: Neurocomputing (2017)
Keyphrases
- support vector regression
- genetic algorithm
- parameter optimization
- optimization method
- forecasting accuracy
- prediction model
- regression model
- load forecasting
- response surface methodology
- optimal parameters
- support vector
- hybrid model
- optimization algorithm
- extreme learning machine
- global search
- evolution strategy
- genetic search
- multi objective
- kernel function
- support vector machine svm
- forecasting model
- support vector classification
- neural network
- genetic programming
- simulated annealing
- fuzzy logic
- long term
- genetic algorithm ga
- fitness function
- support vector machine
- evolutionary algorithm
- artificial neural networks
- autoregressive conditional heteroscedasticity
- linear regression model
- hybrid genetic
- training data
- data sets
- singular spectrum analysis