Laser & Optoelectronics Progress, Volume. 60, Issue 23, 2314009(2023)
MLP Neural Network-Based Detection System for Rust Removal by Laser
[1] Sun S J, Chen W, Yi S et al. Study of the corrosion protection behavior of neutral water-based rust remover on carbon steel[J]. Colloids and Surfaces A: Physicochemical and Engineering Aspects, 558, 130-137(2018).
[2] Razab M K A A, Noor A M, Jaafar M S et al. A review of incorporating Nd:YAG laser cleaning principal in automotive industry[J]. Journal of Radiation Research and Applied Sciences, 11, 393-402(2018).
[3] Cheng J, Fang S C, Liu D et al. Technology and application of laser cleaning for metal surface[J]. Applied Laser, 38, 1028-1037(2018).
[4] Zhang R N, Wei P Y, Jiang Z et al. Research and application status of laser derusting technology in shipbuilding field[J]. Laser Journal, 42, 1-9(2021).
[5] Yang M K, Zhou F R, Ma Y et al. Laser derusting technology and its application[J]. Cleaning World, 34, 37-42(2018).
[6] He B, Jiang W, Fan Z Y et al. Application of rust-removing laser in marine engineering construction[J]. Coating and Protection, 41, 40-45(2020).
[7] Liu W J, Tian Z Q, Bian H Y et al. Laser cleaning detection method for rust layer of steel based on machine vision[J]. Applied Laser, 41, 1287-1292(2021).
[8] Liu J C. Research on laser intelligent removal system based on machine vision[D], 23-34(2020).
[9] Zhang H F, Liu F X, Zhou S Y et al. Rust detection and cleaning of large shaft end face based on machine vision[J]. Coal Mine Machinery, 42, 170-172(2021).
[10] Shi T Y, Zhou L Z, Wang C M et al. Machine vision-based real-time monitor system for laser cleaning aluminum alloy[J]. Chinese Journal of Lasers, 46, 0402007(2019).
[11] Zhang M Q, Dai H X, Zheng Y H et al. Research on laser cleaning detection of train paint coating based on color conversion[J]. Applied Laser, 40, 644-648(2020).
[12] Chen Z H, Chi Z R, Fu H et al. Multi-instance multi-label image classification: a neural approach[J]. Neurocomputing, 99, 298-306(2013).
[13] Wang J, Wu X X, Cao Y L et al. An image classification algorithm based on BBO-MLP and texture features[J]. Journal of Optoelectronics·Laser, 27, 1214-1219(2016).
[14] Sun B, Xu C, He J et al. Cleanliness prediction of rusty iron in laser cleaning using convolutional neural networks[J]. Applied Physics A, 126, 1-9(2020).
[15] Liao T W, Tang K. Automated extraction of welds from digitized radiographic images based on MLP neural networks[J]. Applied Artificial Intelligence, 11, 197-218(1997).
[16] Mohan B K. Classification of remotely sensed images using artificial neural networks[J]. IETE Journal of Research, 46, 401-410(2000).
[17] Do Y T. A design of multilayer perceptron for camera calibration[J]. Journal of Sensor Science and Technology, 11, 239-246(2002).
[18] Qin X W, Wen Z F, Qiao W W. Image processing based on OpenCV[J]. Electronic Test, 39-41(2011).
[19] Yu D Y, Zhang H, Li Y Q et al. A new color space transform method suited to color image processing[J]. Acta Optica Sinica, 15, 576-579(1995).
[20] Poulin-Girard A S, Thibault S, Laurendeau D. Influence of camera calibration conditions on the accuracy of 3D reconstruction[J]. Optics Express, 24, 2678-2686(2016).
[21] Zhang C P, Wang Q. Survey on imaging model and calibration of light field camera[J]. Chinese Journal of Lasers, 43, 0609004(2016).
[22] Zhang Z. A flexible new technique for camera calibration[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22, 1330-1334(2000).
[23] Song L M, Wang M P, Lu L et al. High precision camera calibration in vision measurement[J]. Optics & Laser Technology, 39, 1413-1420(2007).
Get Citation
Copy Citation Text
Rui Yi, Chunming Wang, Wei Zhang, Jun Wang. MLP Neural Network-Based Detection System for Rust Removal by Laser[J]. Laser & Optoelectronics Progress, 2023, 60(23): 2314009
Category: Lasers and Laser Optics
Received: Oct. 26, 2022
Accepted: Dec. 12, 2022
Published Online: Dec. 11, 2023
The Author Email: Jun Wang (wangjunwuhan@163.com)