A Swarm-Optimized Fuzzy Instance-based Learning approach for predicting slope collapses in mountain roads

作者：

Highlights：

• A novel AI model (SOFIL) for predicting slope collapses is proposed.

• The SOFIL integrates the Fuzzy K-NN and the Firefly Algorithms.

• Slope observations were collected to construct the prediction model.

• The new method can outperform other benchmarking algorithms.

摘要

•A novel AI model (SOFIL) for predicting slope collapses is proposed.•The SOFIL integrates the Fuzzy K-NN and the Firefly Algorithms.•Slope observations were collected to construct the prediction model.•The new method can outperform other benchmarking algorithms.

论文关键词：Instance-based learning,Swarm intelligence,Fuzzy k-Nearest Neighbor,Slope collapse prediction,Firefly Algorithm

论文评审过程：Received 11 August 2014, Revised 22 December 2014, Accepted 23 December 2014, Available online 30 December 2014.

论文官网地址：https://doi.org/10.1016/j.knosys.2014.12.022