R.J. van der Kruk , B.H.T. Bindels , H.P.J. Bruyninckx , M.J.G. van de Molengraft
{"title":"Automatic control for swing-free control of suctioned products in robotic pick-and-place operations","authors":"R.J. van der Kruk , B.H.T. Bindels , H.P.J. Bruyninckx , M.J.G. van de Molengraft","doi":"10.1016/j.robot.2024.104863","DOIUrl":null,"url":null,"abstract":"<div><div>This paper introduces a new control method for suctioned products in robotic pick-and-place applications with the aim of significantly reducing the peel-off force and overshooting. A controlled cart-pendulum-mass model approximates the complex dynamics of the robot with the attached load. A design procedure is outlined based on the relationship between relative dynamic placement inaccuracy and the ratio of vibration time to move time. An algorithm is outlined for the implementation of the design method. This procedure enables the determination of the highest acceleration value that maintains accuracy within the desired range. This paper builds on previously published conference work (van der Kruk et al., 2023), incorporating a self-adjusting method, a specialised gripper, validation for significant mass variations, a frequency domain analysis and experimental results using chicken fillets handling. A passive rotational single degree of freedom is incorporated into a standard bellow vacuum gripper to minimise the torque applied to the end effector alongside input shaping. The accelerations allowed in the end effector are increased. Robustness against peel-off at higher accelerations is improved while leveraging the advantages of swing-free controls. Automatic tuning of the control parameters is achieved through a background subtraction method that measures the tracking errors in the joint motion controllers. The effectiveness of the proposed method is validated through a practical use case involving chicken fillet packaging with a fast industrial delta robot. This is a weight and pick-up spread case test. All fillets in the industrial use-case weight distribution range can be consistently picked and handled using the same constant parameters without experiencing peel-off. The Zero Vibration input shaper demonstrates the best overall performance for realistic variations (such as weight and pick-up pose), well within 10% of the variations of the natural frequency.</div></div>","PeriodicalId":49592,"journal":{"name":"Robotics and Autonomous Systems","volume":"184 ","pages":"Article 104863"},"PeriodicalIF":4.3000,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Robotics and Autonomous Systems","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0921889024002471","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
This paper introduces a new control method for suctioned products in robotic pick-and-place applications with the aim of significantly reducing the peel-off force and overshooting. A controlled cart-pendulum-mass model approximates the complex dynamics of the robot with the attached load. A design procedure is outlined based on the relationship between relative dynamic placement inaccuracy and the ratio of vibration time to move time. An algorithm is outlined for the implementation of the design method. This procedure enables the determination of the highest acceleration value that maintains accuracy within the desired range. This paper builds on previously published conference work (van der Kruk et al., 2023), incorporating a self-adjusting method, a specialised gripper, validation for significant mass variations, a frequency domain analysis and experimental results using chicken fillets handling. A passive rotational single degree of freedom is incorporated into a standard bellow vacuum gripper to minimise the torque applied to the end effector alongside input shaping. The accelerations allowed in the end effector are increased. Robustness against peel-off at higher accelerations is improved while leveraging the advantages of swing-free controls. Automatic tuning of the control parameters is achieved through a background subtraction method that measures the tracking errors in the joint motion controllers. The effectiveness of the proposed method is validated through a practical use case involving chicken fillet packaging with a fast industrial delta robot. This is a weight and pick-up spread case test. All fillets in the industrial use-case weight distribution range can be consistently picked and handled using the same constant parameters without experiencing peel-off. The Zero Vibration input shaper demonstrates the best overall performance for realistic variations (such as weight and pick-up pose), well within 10% of the variations of the natural frequency.
期刊介绍:
Robotics and Autonomous Systems will carry articles describing fundamental developments in the field of robotics, with special emphasis on autonomous systems. An important goal of this journal is to extend the state of the art in both symbolic and sensory based robot control and learning in the context of autonomous systems.
Robotics and Autonomous Systems will carry articles on the theoretical, computational and experimental aspects of autonomous systems, or modules of such systems.