Manufacturing Multi-value Chain Product Demand Forecasting Based on KPCA-PSO-SVM : -Taking the Demand of the Ring Network Cabinet as an Example.
Dongxiao NiuMin YuRuoyun DuLijie SunXiaomin XuHuanfen ZhangPublished in: CCIS (2021)
Keyphrases
- demand forecasting
- historical data
- forecasting accuracy
- feature vectors
- particle swarm optimization
- support vector
- particle swarm optimization pso
- supply chain
- support vector machine svm
- production planning
- feature space
- support vector machine
- decision making
- knn
- artificial neural networks
- wavelet neural network
- pso algorithm
- machine learning
- particle swarm optimization algorithm
- generalization ability
- bp neural network
- neural network model
- svm classifier
- optimization algorithm
- hyperplane
- convergence speed
- lead time
- neural network
- kernel methods
- hybrid model
- kernel pca
- k nearest neighbor
- kernel principal component analysis
- water resources
- genetic algorithm
- multi objective