首页|基于ACGAN-BELT的输送带表面损伤检测方法

基于ACGAN-BELT的输送带表面损伤检测方法

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针对现有输送带检测方法无法适应小样本条件和复杂工业环境导致精度差的问题,提出一种更可靠的输送带表面损伤检测方法ACGAN-BELT.基于ACGAN网络实现输送带表面损伤样本的多类别增广,构建基于YOLOX的检测网络对输送带损伤信息进行细粒度特征感知.实验表明,ACGAN-BELT方法在原始工况和复杂工况 2 种工况下具备更好的可靠性和泛化性.
Surface Damage Detection Method for Conveyor Belt Based on ACGAN-BELT
Aiming at the problem of poor accuracy caused by the inability of existing conveyor belt detection methods to adapt to small sample conditions and complex industrial environments,a more reliable conveyor belt surface damage detection method ACGAN-BELT is proposed.Implement multi class augmentation of surface damage samples on conveyor belts based on ACGAN network,and construct a YOLOX based detection network for fine-grained feature perception of conveyor belt damage information.The experiment shows that the ACGAN-BELT method has better reliability and generalization under original and complex two operating conditions.

conveyor beltdamage detectiongenerative adversarial networkdata expansion

杨仲、杨泽坤、王贡献

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武汉开锐海洋起重技术有限公司

武汉理工大学交通与物流工程学院

输送带 损伤检测 生成对抗网络 数据扩充

2024

港口装卸
武汉理工大学 中国工程机械学会港口机械分会

港口装卸

影响因子:0.186
ISSN:1000-8969
年,卷(期):2024.(5)