222
Views
58
CrossRef citations to date
0
Altmetric
Articles

Artificial neural network approach for estimating weld bead width and depth of penetration from infrared thermal image of weld pool

Pages 395-401 | Published online: 04 Dec 2013

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (5)

Prashant K. Ambadekar, Sarita Ambadekar, C. M. Choudhari, Satish A. Patil & S.H. Gawande. (2023) Artificial intelligence and its relevance in mechanical engineering from Industry 4.0 perspective. Australian Journal of Mechanical Engineering 0:0, pages 1-21.
Read now
Yongchao Cheng, Shujun Chen, Jun Xiao & YuMing Zhang. (2021) Dynamic estimation of joint penetration by deep learning from weld pool image. Science and Technology of Welding and Joining 26:4, pages 279-285.
Read now
E. Jiménez Macías, A. Sánchez Roca, H. Carvajal Fals, J. Blanco Fernández & M. Pérez de la Parte. (2010) Time–frequency diagram applied to stability analysis in gas metal arc welding based on acoustic emission. Science and Technology of Welding and Joining 15:3, pages 226-232.
Read now
M. Vasudevan, V. Arunkumar, N. Chandrasekhar & V. Maduraimuthu. (2010) Genetic algorithm for optimisation of A-TIG welding process for modified 9Cr–1Mo steel. Science and Technology of Welding and Joining 15:2, pages 117-123.
Read now
A. Sánchez Roca, H. C. Fals, J. B. Fernández, E. J. Macías & M. P. de la Parte. (2009) Artificial neural networks and acoustic emission applied to stability analysis in gas metal arc welding. Science and Technology of Welding and Joining 14:2, pages 117-124.
Read now

Articles from other publishers (53)

V.G. Soloviov, Yu.M. Lankin & I.Yu. Romanova. (2023) Application of neural networks for monitoring and control of the modes of flux-cored wire arc surfacing. Avtomatičeskaâ svarka (Kiev) 2023:10, pages 30-36.
Crossref
Fangzheng Zhou, Xinfeng Liu, Chuanbao Jia, Sen Li, Jie Tian, Weilu Zhou & Chuansong Wu. (2023) Unified CNN-LSTM for Keyhole Status Prediction in PAW based on Spatial-temporal Features. Expert Systems with Applications, pages 121425.
Crossref
Ngoc-Hien Tran, Van-Hung Bui & Van-Thong Hoang. (2023) Development of an Artificial Intelligence-Based System for Predicting Weld Bead Geometry. Applied Sciences 13:7, pages 4232.
Crossref
Giulio Mattera, Luigi Nele & Davide Paolella. (2023) Monitoring and control the Wire Arc Additive Manufacturing process using artificial intelligence techniques: a review. Journal of Intelligent Manufacturing.
Crossref
Kanak Kalita, Dinesh Burande, Ranjan Kumar Ghadai & Shankar Chakraborty. (2022) Finite Element Modelling, Predictive Modelling and Optimization of Metal Inert Gas, Tungsten Inert Gas and Friction Stir Welding Processes: A Comprehensive Review. Archives of Computational Methods in Engineering 30:1, pages 271-299.
Crossref
Fangzheng Zhou, Xinfeng Liu, Xuehua Zhang, Yang Liu, Chuanbao Jia & Chuansong Wu. (2022) Keyhole status prediction based on voting ensemble convolutional neural networks and visualization by Grad-CAM in PAW. Journal of Manufacturing Processes 80, pages 805-815.
Crossref
Xi Chen, Youheng Fu, Fanrong Kong, Runsheng Li, Yu Xiao, Jiannan Hu & Haiou Zhang. (2021) An in-process multi-feature data fusion nondestructive testing approach for wire arc additive manufacturing. Rapid Prototyping Journal 28:3, pages 573-584.
Crossref
Jian Zhou, Dali Wang, Jian Chen, Zhili Feng, Blair Clarson & Amberlee Baselhuhn. (2021) Autonomous nondestructive evaluation of resistance spot welded joints. Robotics and Computer-Integrated Manufacturing 72, pages 102183.
Crossref
Guodong Peng, Baohua Chang, Guoqing Wang, Yanjun Gao, Runshi Hou, Shenghua Wang & Dong Du. (2021) Vision sensing and feedback control of weld penetration in helium arc welding process. Journal of Manufacturing Processes 72, pages 168-178.
Crossref
Rui Jiang, Runquan Xiao & Shanben Chen. (2021) Prediction of penetration based on infrared thermal and visual images during pulsed GTAW process. Journal of Manufacturing Processes 69, pages 261-272.
Crossref
Momchil Vasilev, Charles MacLeod, Yashar Javadi, Gareth Pierce & Anthony Gachagan. (2021) Feed forward control of welding process parameters through on-line ultrasonic thickness measurement. Journal of Manufacturing Processes 64, pages 576-584.
Crossref
Andrea Fernandez, Alvaro Souto, Carlos Gonzalez & Roi Mendez-Rial. (2020) Embedded vision system for monitoring arc welding with thermal imaging and deep learning. Embedded vision system for monitoring arc welding with thermal imaging and deep learning.
Zeqi Hu, Xunpeng Qin, Yifeng Li & Mao Ni. (2020) Welding parameters prediction for arbitrary layer height in robotic wire and arc additive manufacturing. Journal of Mechanical Science and Technology 34:4, pages 1683-1695.
Crossref
Yunhe Feng, Zongyao Chen, Dali Wang, Jian Chen & Zhili Feng. (2020) DeepWelding: A Deep Learning Enhanced Approach to GTAW Using Multisource Sensing Images. IEEE Transactions on Industrial Informatics 16:1, pages 465-474.
Crossref
Ping Yao, Kang Zhou, Hongyan Lin, Zihui Xu & Songchen Yue. (2019) Exploration of Weld Bead Forming Rule during Double-Pulsed GMAW Process Based on Grey Relational Analysis. Materials 12:22, pages 3662.
Crossref
Daniel Bacioiu, Geoff Melton, Mayorkinos Papaelias & Rob Shaw. (2019) Automated defect classification of Aluminium 5083 TIG welding using HDR camera and neural networks. Journal of Manufacturing Processes 45, pages 603-613.
Crossref
Zeqi Hu, Xunpeng Qin, Tan Shao & Huaming Liu. (2017) Understanding and overcoming of abnormity at start and end of the weld bead in additive manufacturing with GMAW. The International Journal of Advanced Manufacturing Technology 95:5-8, pages 2357-2368.
Crossref
Chunkai Li, Yu Shi, Leiming Du, Gu Yufen & Ming Zhu. (2017) Real-time Measurement of Weld Pool Oscillation Frequency in GTAW-P Process. Journal of Manufacturing Processes 29, pages 419-426.
Crossref
Akhilesh Kumar Singh, Tapas Debnath, Vidyut Dey & Ram Naresh Rai. (2016) An Approach to Maximize Weld Penetration During TIG Welding of P91 Steel Plates by Utilizing Image Processing and Taguchi Orthogonal Array. Journal of The Institution of Engineers (India): Series C 98:5, pages 541-551.
Crossref
Peng Yu, Guocheng Xu, Xiaopeng Gu, Guanghao Zhou & Yukuo Tian. (2017) A low-cost infrared sensing system for monitoring the MIG welding process. The International Journal of Advanced Manufacturing Technology 92:9-12, pages 4031-4038.
Crossref
Tomas Font comas, Chenglei Diao, Jialuo Ding, Stewart Williams & Yifan Zhao. (2017) A Passive Imaging System for Geometry Measurement for the Plasma Arc Welding Process. IEEE Transactions on Industrial Electronics 64:9, pages 7201-7209.
Crossref
S. J. Chen, N. Huang, Y. K. Liu & Y. M. Zhang. (2015) Machine assisted manual torch operation: system design, response modeling, and speed control. Journal of Intelligent Manufacturing 28:6, pages 1249-1258.
Crossref
Lei Yang & I. Charles Ume. (2017) Measurement of weld penetration depths in thin structures using transmission coefficients of laser-generated Lamb waves and neural network. Ultrasonics 78, pages 96-109.
Crossref
YuKang Liu & YuMing Zhang. (2017) Fusing machine algorithm with welder intelligence for adaptive welding robots. Journal of Manufacturing Processes 27, pages 18-25.
Crossref
S. Kumar, C.S. Wu, G.K. Padhy & W. Ding. (2017) Application of ultrasonic vibrations in welding and metal processing: A status review. Journal of Manufacturing Processes 26, pages 295-322.
Crossref
Ning Huang, Yukang Liu, Shujun Chen & Yuming Zhang. (2015) Interval model control of human welder’s movement in machine-assisted manual GTAW torch operation. The International Journal of Advanced Manufacturing Technology 86:1-4, pages 397-405.
Crossref
YuKang Liu. (2016) Toward intelligent welding robots: virtualized welding based learning of human welder behaviors. Welding in the World 60:4, pages 719-729.
Crossref
V. V. Narayanareddy, N. Chandrasekhar, M. Vasudevan, S. Muthukumaran & P. Vasantharaja. (2015) Numerical Simulation and Artificial Neural Network Modeling for Predicting Welding-Induced Distortion in Butt-Welded 304L Stainless Steel Plates. Metallurgical and Materials Transactions B 47:1, pages 702-713.
Crossref
Manasa Kesharaju & Romesh Nagarajah. (2015) Feature selection for neural network based defect classification of ceramic components using high frequency ultrasound. Ultrasonics 62, pages 271-277.
Crossref
Sadek C. Absi Alfaro, José Alfredo Ruiz Vargas, Guilherme Caribé de Carvalho & Giuliano Gonçalves de Souza. (2015) Characterization of “Humping” in the GTA welding process using infrared images. Journal of Materials Processing Technology 223, pages 216-224.
Crossref
YuKang Liu & YuMing Zhang. (2015) Adaptive predictive ANFIS based human arm movement modeling and control in machine-human cooperative GTAW process. Adaptive predictive ANFIS based human arm movement modeling and control in machine-human cooperative GTAW process.
Ning Huang, ShuJun Chen & YuMing Zhang. (2015) Interval model based human welder's movement control in machine assisted manual GTAW torch operation. Interval model based human welder's movement control in machine assisted manual GTAW torch operation.
Ning Huang, ShuJun Chen & YuMing Zhang. (2015) Machine assisted manual torch operation in gas tungsten arc welding process. Machine assisted manual torch operation in gas tungsten arc welding process.
YuKang Liu & YuMing Zhang. (2015) Iterative Local ANFIS-Based Human Welder Intelligence Modeling and Control in Pipe GTAW Process: A Data-Driven Approach. IEEE/ASME Transactions on Mechatronics 20:3, pages 1079-1088.
Crossref
YuKang Liu & YuMing Zhang. (2015) Toward Welding Robot With Human Knowledge: A Remotely-Controlled Approach. IEEE Transactions on Automation Science and Engineering 12:2, pages 769-774.
Crossref
N. Chandrasekhar, M. Vasudevan, A. K. Bhaduri & T. Jayakumar. (2013) Intelligent modeling for estimating weld bead width and depth of penetration from infra-red thermal images of the weld pool. Journal of Intelligent Manufacturing 26:1, pages 59-71.
Crossref
S. J. Chen, N. Huang, Y. K. Liu & Y. M. Zhang. (2014) Machine-assisted travel speed control in manual welding torch operation. The International Journal of Advanced Manufacturing Technology 76:5-8, pages 1371-1381.
Crossref
Yu-Kang Liu, Ning Huang & Yu-Ming Zhang. 2015. Robotic Welding, Intelligence and Automation. Robotic Welding, Intelligence and Automation 451 457 .
YuKang Liu & YuMing Zhang. (2014) Control of human arm movement in machine-human cooperative welding process. Control Engineering Practice 32, pages 161-171.
Crossref
YuKang Liu, Zeng Shao, YuMing Zhang, Bo Fu & Ruigang Yang. (2014) Virtualized welding based teleoperation with pipe gas tungsten arc welding applications. Virtualized welding based teleoperation with pipe gas tungsten arc welding applications.
Ning Huang, YuKang Liu, Shujun Chen & YuMing Zhang. (2014) Control of human welder's arm movement in manual gas tungsten arc welding (GTAW) process. Control of human welder's arm movement in manual gas tungsten arc welding (GTAW) process.
Yu Kang Liu & Yu Ming Zhang. (2014) Model-Based Predictive Control of Weld Penetration in Gas Tungsten Arc Welding. IEEE Transactions on Control Systems Technology 22:3, pages 955-966.
Crossref
Manasa Kesharaju, Romesh Nagarajah, Tonzhua Zhang & Ian Crouch. (2014) Ultrasonic sensor based defect detection and characterisation of ceramics. Ultrasonics 54:1, pages 312-317.
Crossref
YuKang Liu & YuMing Zhang. (2013) Weld penetration control in gas tungsten arc welding (GTAW) process. Weld penetration control in gas tungsten arc welding (GTAW) process.
Ö. Karakas & A. Tomasella. (2013) Fatigue life estimation of non‐penetrated butt weldments in ligth metals by artificial neural network approach. Materialwissenschaft und Werkstofftechnik 44:10, pages 847-855.
Crossref
YuKang Liu & YuMing Zhang. (2013) Adaptive modeling of the weld pool geometry in gas tungsten arc welding. Adaptive modeling of the weld pool geometry in gas tungsten arc welding.
Yu Kang Liu, Shu Jun Chen, Wei Jie Zhang & Yu Ming Zhang. (2013) Nonlinear Dynamic Modelling of Weld Penetration in Gas Tungsten Arc Welding Process. Advanced Materials Research 658, pages 292-297.
Crossref
Wei Liu, Feifan Wang, Xiawei Yang & Wenya Li. (2013) Upset Prediction in Friction Welding Using Radial Basis Function Neural Network. Advances in Materials Science and Engineering 2013, pages 1-9.
Crossref
S. Chokkalingham, N. Chandrasekhar & M. Vasudevan. (2011) Predicting the depth of penetration and weld bead width from the infra red thermal image of the weld pool using artificial neural network modeling. Journal of Intelligent Manufacturing 23:5, pages 1995-2001.
Crossref
Xuewu Wang, YuKang Liu, Weijie Zhang & YuMing Zhang. (2012) Estimation of weld penetration using parameterized three-dimensional weld pool surface in gas tungsten arc welding. Estimation of weld penetration using parameterized three-dimensional weld pool surface in gas tungsten arc welding.
L. Subashini & M. Vasudevan. (2011) Adaptive Neuro-Fuzzy Inference System (ANFIS)-Based Models for Predicting the Weld Bead Width and Depth of Penetration from the Infrared Thermal Image of the Weld Pool. Metallurgical and Materials Transactions B 43:1, pages 145-154.
Crossref
M. Vasudevan, N. Chandrasekhar, V. Maduraimuthu, A. K. Bhaduri & B. Raj. (2013) Real-Time Monitoring of Weld Pool during GTAW using Infra-Red Thermography and analysis of Infra-Red thermal images. Welding in the World 55:7-8, pages 83-89.
Crossref
S. Chokkalingham, N. Chandrasekhar & M. Vasudevan. 2010. Simulated Evolution and Learning. Simulated Evolution and Learning 270 278 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.