Artificial neural network to predict traction performance of autonomous ground vehicle on a sloped soil bin and uncertainty analysis
Computers and Electronics in Agriculture(2022)
摘要
•ANN models were developed to estimate the AGV’s traction behavior on slopes.•Uncertainty analysis quantified the reliability and robustness of ANN model output.•ANN is a promising, robust, and reliable method to predict off-road vehicle’s traction performance.•Predictive traction models would empower the multi-AGV’s operation on a high slope.
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关键词
Multi-AGV,Tractive efficiency,Power number,Drawbar pull test,Travel reduction,K-fold cross validation
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