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)

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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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