Data-driven time series prediction based on multiplicative neuron model artificial neuron network

• Main Authors: Pan, Wenping, Zhang, Limao, Shen, Chunlin
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Civil engineering; Multiplicative Neuron Model; Bootstrap Particle Filter
• Online Access: https://hdl.handle.net/10356/160260
• Institution: Nanyang Technological University

This paper develops a hybrid approach combining the neural network and the nonlinear filtering to model and predict terrain profiles for both air and ground vehicles. To simplify the neural network structures and reduce the number of synaptic weights and biases, the multiplicative neuron model (MNM)...