{"title":"机械臂物理可行动力学模型辨识与约束控制——以ViperX-300六自由度机械臂为例","authors":"Mu’taz A. Momani, Mehdi Hosseinzadeh","doi":"10.1016/j.mechatronics.2025.103419","DOIUrl":null,"url":null,"abstract":"<div><div>The demand for novel robotic applications continues to grow, driven by the need for advanced solutions to complex tasks. These tasks often require the incorporation of dynamic models into the development of control schemes. Consequently, model identification has become a critical step in creating accurate dynamic models for robotic arms. However, the identification process can yield parameters that lack physical significance, resulting in feasibility issues that lead to unrealistic and potentially unstable dynamic models. This challenge is particularly pronounced in small robotic arms, where the dynamics are highly sensitive to parameter variations. To address these challenges, this article presents a systematic and comprehensive approach to the model identification of robotic arms while strictly enforcing physical feasibility. The proposed approach is validated on the ViperX-300 6DoF robotic manipulator, which lacks a pre-existing dynamic model, making it an ideal candidate for testing our method. To further validate the proposed model identification approach and assess the suitability of the obtained model for the ViperX-300 6DoF robotic manipulator in safety-critical applications, we design an explicit reference governor, which is a model-based constrained control strategy. Experimental results show that the identified model achieves sufficient accuracy for safety-critical applications, showcasing the effectiveness of the proposed model identification approach and the reliability of the identified model for the ViperX-300 6DoF robotic manipulator.</div></div>","PeriodicalId":49842,"journal":{"name":"Mechatronics","volume":"112 ","pages":"Article 103419"},"PeriodicalIF":3.1000,"publicationDate":"2025-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Physically feasible dynamic model identification and constrained control of robotic arms: A case study on the ViperX-300 6-DoF robotic manipulator\",\"authors\":\"Mu’taz A. Momani, Mehdi Hosseinzadeh\",\"doi\":\"10.1016/j.mechatronics.2025.103419\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The demand for novel robotic applications continues to grow, driven by the need for advanced solutions to complex tasks. These tasks often require the incorporation of dynamic models into the development of control schemes. Consequently, model identification has become a critical step in creating accurate dynamic models for robotic arms. However, the identification process can yield parameters that lack physical significance, resulting in feasibility issues that lead to unrealistic and potentially unstable dynamic models. This challenge is particularly pronounced in small robotic arms, where the dynamics are highly sensitive to parameter variations. To address these challenges, this article presents a systematic and comprehensive approach to the model identification of robotic arms while strictly enforcing physical feasibility. The proposed approach is validated on the ViperX-300 6DoF robotic manipulator, which lacks a pre-existing dynamic model, making it an ideal candidate for testing our method. To further validate the proposed model identification approach and assess the suitability of the obtained model for the ViperX-300 6DoF robotic manipulator in safety-critical applications, we design an explicit reference governor, which is a model-based constrained control strategy. Experimental results show that the identified model achieves sufficient accuracy for safety-critical applications, showcasing the effectiveness of the proposed model identification approach and the reliability of the identified model for the ViperX-300 6DoF robotic manipulator.</div></div>\",\"PeriodicalId\":49842,\"journal\":{\"name\":\"Mechatronics\",\"volume\":\"112 \",\"pages\":\"Article 103419\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-10-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Mechatronics\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S095741582500128X\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"AUTOMATION & CONTROL SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Mechatronics","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S095741582500128X","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
Physically feasible dynamic model identification and constrained control of robotic arms: A case study on the ViperX-300 6-DoF robotic manipulator
The demand for novel robotic applications continues to grow, driven by the need for advanced solutions to complex tasks. These tasks often require the incorporation of dynamic models into the development of control schemes. Consequently, model identification has become a critical step in creating accurate dynamic models for robotic arms. However, the identification process can yield parameters that lack physical significance, resulting in feasibility issues that lead to unrealistic and potentially unstable dynamic models. This challenge is particularly pronounced in small robotic arms, where the dynamics are highly sensitive to parameter variations. To address these challenges, this article presents a systematic and comprehensive approach to the model identification of robotic arms while strictly enforcing physical feasibility. The proposed approach is validated on the ViperX-300 6DoF robotic manipulator, which lacks a pre-existing dynamic model, making it an ideal candidate for testing our method. To further validate the proposed model identification approach and assess the suitability of the obtained model for the ViperX-300 6DoF robotic manipulator in safety-critical applications, we design an explicit reference governor, which is a model-based constrained control strategy. Experimental results show that the identified model achieves sufficient accuracy for safety-critical applications, showcasing the effectiveness of the proposed model identification approach and the reliability of the identified model for the ViperX-300 6DoF robotic manipulator.
期刊介绍:
Mechatronics is the synergistic combination of precision mechanical engineering, electronic control and systems thinking in the design of products and manufacturing processes. It relates to the design of systems, devices and products aimed at achieving an optimal balance between basic mechanical structure and its overall control. The purpose of this journal is to provide rapid publication of topical papers featuring practical developments in mechatronics. It will cover a wide range of application areas including consumer product design, instrumentation, manufacturing methods, computer integration and process and device control, and will attract a readership from across the industrial and academic research spectrum. Particular importance will be attached to aspects of innovation in mechatronics design philosophy which illustrate the benefits obtainable by an a priori integration of functionality with embedded microprocessor control. A major item will be the design of machines, devices and systems possessing a degree of computer based intelligence. The journal seeks to publish research progress in this field with an emphasis on the applied rather than the theoretical. It will also serve the dual role of bringing greater recognition to this important area of engineering.