Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0006
Keiji Yamada, N. Kushida, Shota Wada, E. Sentoku, Ryutaro Tanaka, K. Sekiya
{"title":"A machine learning approach for simulation of multi-stage laser forming process","authors":"Keiji Yamada, N. Kushida, Shota Wada, E. Sentoku, Ryutaro Tanaka, K. Sekiya","doi":"10.1299/jamdsm.2023jamdsm0006","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0006","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66255023","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0013
E. Morinaga, Kenta Teramoto, H. Wakamatsu
{"title":"Method of job shop scheduling considering reworking and reprocessing based on proactive approach","authors":"E. Morinaga, Kenta Teramoto, H. Wakamatsu","doi":"10.1299/jamdsm.2023jamdsm0013","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0013","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66255307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0011
Yushi Ikeda, Toshihiro Takeuchi, Ryo Koike, Y. Kakinuma, M. Kondo, Y. Oda, Takanori Mori
{"title":"Evaluation of fabrication parameters for foam stainless steel in directed energy deposition","authors":"Yushi Ikeda, Toshihiro Takeuchi, Ryo Koike, Y. Kakinuma, M. Kondo, Y. Oda, Takanori Mori","doi":"10.1299/jamdsm.2023jamdsm0011","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0011","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66255519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0012
Lin Zhang, Y. Sato, Jiwang Yan
{"title":"Optimization of fast tool servo diamond turning for enhancing geometrical accuracy and surface quality of freeform optics","authors":"Lin Zhang, Y. Sato, Jiwang Yan","doi":"10.1299/jamdsm.2023jamdsm0012","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0012","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66255673","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0056
Jiaheng Ma, Shengfang Zhang, F. Ma, Ziguang Wang, Ziyuan Liu, Z. Sha
{"title":"Research on prediction model of slot milling forces for hollow thin-walled welded structural parts","authors":"Jiaheng Ma, Shengfang Zhang, F. Ma, Ziguang Wang, Ziyuan Liu, Z. Sha","doi":"10.1299/jamdsm.2023jamdsm0056","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0056","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66257909","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0036
Wataru Yamazaki, Nomin Buyanbaatar
{"title":"Comparative study of dimension reduction methods for efficient design optimization","authors":"Wataru Yamazaki, Nomin Buyanbaatar","doi":"10.1299/jamdsm.2023jamdsm0036","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0036","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66256829","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0043
K. Yoshida, Shoma Takeda
{"title":"Lateral motion of a flat belt in an open-end belt system with in-plane misalignment","authors":"K. Yoshida, Shoma Takeda","doi":"10.1299/jamdsm.2023jamdsm0043","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0043","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66257439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0060
M. Murata, Yutaro Koga, A. Gouarir, S. Kurokawa
{"title":"In-process tool flank wear identification in face milling using Holm's contacts theory","authors":"M. Murata, Yutaro Koga, A. Gouarir, S. Kurokawa","doi":"10.1299/jamdsm.2023jamdsm0060","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0060","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66258031","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0003
Yuto Kasuga, X. Su, Takumi Masuda, Keisuke Kanada, A. Kaneko
{"title":"Transfer and inkjet printing of gold thin film and graphene oxide nanoparticles for micro-oscillators","authors":"Yuto Kasuga, X. Su, Takumi Masuda, Keisuke Kanada, A. Kaneko","doi":"10.1299/jamdsm.2023jamdsm0003","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0003","url":null,"abstract":"","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"1 1","pages":""},"PeriodicalIF":0.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66254908","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1299/jamdsm.2023jamdsm0070
Chuanjiang LI, Bin GAO, Ya GU, Yanfei ZHU, Ziming QI
Aiming at the phenomenon that the glue output of the time-pressure pneumatic dispensing system decreases with the decrease of the glue allowance in the glue storage tube, this paper presents method of a glue allowance prediction for time-pressure dispensing systems. This method takes the gas pressure data sequence and the dispensing pressure value at the outlet of the solenoid valve of the time-pressure dispensing system during dispensing, and uses the deep neural network to predict the glue remaining value in the glue storage tube of the current dispensing system. Moreover, according to the nature of different input data, a network architecture combining Gated Recurrent Unit (GRU) and Fully Connected Neural Network (FCNN) is proposed, and two different neural networks are used to process temporal input data and non-temporal input data. This method solves the problem that the traditional glue dispensing system model and control method cannot obtain the glue residual value in real time. And through the measured data experiments, the algorithm is better than the traditional machine learning model in terms of root mean square error and mean absolute error performance indicators.
{"title":"A novel modelling of glue allowance prediction for time-pressure dispensing system based on gated recurrent unit and fully connected neural network","authors":"Chuanjiang LI, Bin GAO, Ya GU, Yanfei ZHU, Ziming QI","doi":"10.1299/jamdsm.2023jamdsm0070","DOIUrl":"https://doi.org/10.1299/jamdsm.2023jamdsm0070","url":null,"abstract":"Aiming at the phenomenon that the glue output of the time-pressure pneumatic dispensing system decreases with the decrease of the glue allowance in the glue storage tube, this paper presents method of a glue allowance prediction for time-pressure dispensing systems. This method takes the gas pressure data sequence and the dispensing pressure value at the outlet of the solenoid valve of the time-pressure dispensing system during dispensing, and uses the deep neural network to predict the glue remaining value in the glue storage tube of the current dispensing system. Moreover, according to the nature of different input data, a network architecture combining Gated Recurrent Unit (GRU) and Fully Connected Neural Network (FCNN) is proposed, and two different neural networks are used to process temporal input data and non-temporal input data. This method solves the problem that the traditional glue dispensing system model and control method cannot obtain the glue residual value in real time. And through the measured data experiments, the algorithm is better than the traditional machine learning model in terms of root mean square error and mean absolute error performance indicators.","PeriodicalId":51070,"journal":{"name":"Journal of Advanced Mechanical Design Systems and Manufacturing","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135562952","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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