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Wong DCY, Li M, Kang S, Luo L, Yu H. Reconfigurable, Transformable Soft Pneumatic Actuator with Tunable Three-Dimensional Deformations for Dexterous Soft Robotics Applications. Soft Robot 2025; 12:228-241. [PMID: 39288069 DOI: 10.1089/soro.2023.0072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/19/2024] Open
Abstract
Numerous soft actuators based on pneumatic network (PneuNet) design have already been proposed and extensively employed across various soft robotics applications in recent years. Despite their widespread use, a common limitation of most existing designs is that their action is predetermined during the fabrication process, thereby restricting the ability to modify or alter their function during operation. To address this shortcoming, in this article the design of a Reconfigurable, Transformable Soft Pneumatic Actuator (RT-SPA) is proposed. The working principle of the RT-SPA is analogous to the conventional PneuNet. The key distinction between the two lies in the ability of the RT-SPA to undergo controlled transformations, allowing for more versatile bending and twisting motions in various directions. Furthermore, the unique reconfigurable design of the RT-SPA enables the selection of actuation units with different sizes to achieve a diverse range of three-dimensional deformations. This versatility enhances the RT-SPA's potential for adaptation to a multitude of tasks and environments, setting it apart from traditional PneuNet. The article begins with a detailed description of the design and fabrication of the RT-SPA. Following this, a series of experiments are conducted to evaluate the performance of the RT-SPA. Finally, the abilities of the RT-SPA for locomotion, gripping, and object manipulation are demonstrated to illustrate the versatility of the RT-SPA across different aspects.
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Affiliation(s)
- Dickson Chiu Yu Wong
- Department of Mechanical and Aerospace Engineering, Hong Kong University of Science and Technology, Hong Kong, Hong Kong
| | - Mingtan Li
- Department of Mechanical and Aerospace Engineering, Hong Kong University of Science and Technology, Hong Kong, Hong Kong
| | - Shijie Kang
- Department of Mechanical and Aerospace Engineering, Hong Kong University of Science and Technology, Hong Kong, Hong Kong
| | - Lifan Luo
- Department of Mechanical and Aerospace Engineering, Hong Kong University of Science and Technology, Hong Kong, Hong Kong
| | - Hongyu Yu
- Department of Mechanical and Aerospace Engineering, Hong Kong University of Science and Technology, Hong Kong, Hong Kong
- HKUST Shenzhen-Hong Kong Collaborative Innovation Research Institute, Futian, China
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2
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Białek M, Rybarczyk D. Research on the operational properties of the soft gripper pads. Sci Rep 2024; 14:32133. [PMID: 39738574 DOI: 10.1038/s41598-024-83956-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 12/18/2024] [Indexed: 01/02/2025] Open
Abstract
Grippers are commonly used as a technological tooling for manipulators. They enable robots to interact with objects in their work area. Grippers have a wide range of differentiation focused on the operation performed and the properties (e.g. shape) of the object being gripped. Their design and functionality are constantly being modified, tuned and developed by both academic and industrial units. Consequently, this paper presents a proposal for a lightweight jaw using MR fluid, which can be implemented in a jaw gripper (e.g. Robotiq 2F-140) to form a hybrid soft-rigid structure. In addition, methods are presented for studying the use of soft structures in a jaw gripper. As part of the work carried out, a model of the cushion and jaw of the gripper was developed, the FEM was used to obtain the character of the deformation when the object is axially plunged into it. Experimental plunging tests as well as dynamic tests of object transfer were also carried out. The work carried out allowed to demonstrate several key aspects of the grippers area. The soft structures of the grippers should be studied in terms of the force required to deform them. This determines their applicability to fragile and deformable objects. Dynamic measurements of the handling of objects of different shapes, with simultaneous measurement of force, allow the effectiveness of the use of soft structures in the gripper to be determined. Such experiments will make it possible to determine the measurable stability and repeatability of the grasp. The results of the research and experiments will be particularly applicable to robotic arms with relatively low lifting capacity.
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Affiliation(s)
- Marcin Białek
- Division of Mechatronic Devices, Institute of Mechanical Technology, Poznan University of Technology, 60-965, Poznan, Poland.
| | - Dominik Rybarczyk
- Division of Mechatronic Devices, Institute of Mechanical Technology, Poznan University of Technology, 60-965, Poznan, Poland
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3
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García-Samartín JF, Molina-Gómez R, Barrientos A. Model-Free Control of a Soft Pneumatic Segment. Biomimetics (Basel) 2024; 9:127. [PMID: 38534812 DOI: 10.3390/biomimetics9030127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2024] [Revised: 02/08/2024] [Accepted: 02/19/2024] [Indexed: 03/28/2024] Open
Abstract
Soft robotics faces challenges in attaining control methods that ensure precision from hard-to-model actuators and sensors. This study focuses on closed-chain control of a segment of PAUL, a modular pneumatic soft arm, using elastomeric-based resistive sensors with negative piezoresistive behaviour irrespective of ambient temperature. PAUL's performance relies on bladder inflation and deflation times. The control approach employs two neural networks: the first translates position references into valve inflation times, and the second acts as a state observer to estimate bladder inflation times using sensor data. Following training, the system achieves position errors of 4.59 mm, surpassing the results of other soft robots presented in the literature. The study also explores system modularity by assessing performance under external loads from non-actuated segments.
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Affiliation(s)
- Jorge Francisco García-Samartín
- Centro de Automática y Robótica (UPM-CSIC), Universidad Politécnica de Madrid-Consejo Superior de Investigaciones Científicas, José Gutiérrez Abascal 2, 28006 Madrid, Spain
| | - Raúl Molina-Gómez
- Centro de Automática y Robótica (UPM-CSIC), Universidad Politécnica de Madrid-Consejo Superior de Investigaciones Científicas, José Gutiérrez Abascal 2, 28006 Madrid, Spain
| | - Antonio Barrientos
- Centro de Automática y Robótica (UPM-CSIC), Universidad Politécnica de Madrid-Consejo Superior de Investigaciones Científicas, José Gutiérrez Abascal 2, 28006 Madrid, Spain
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4
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Ivanov V, Andrusyshyn V, Pavlenko I, Pitel' J, Bulej V. New classification of industrial robotic gripping systems for sustainable production. Sci Rep 2024; 14:295. [PMID: 38167572 PMCID: PMC10762192 DOI: 10.1038/s41598-023-50673-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 12/22/2023] [Indexed: 01/05/2024] Open
Abstract
Robotics is an overarching trend in modern high-tech production, contributing significantly to automation. They are used in various industries to perform multiple tasks, and their number is constantly growing. Robots interact with the production object with the help of gripping systems, which are an essential component of industrial robots and manipulators designed for reliable grasping. Therefore, the process of design and rational selection of grippers for considering production conditions receives considerable attention worldwide. The article offers a comprehensive approach to the design of gripper systems as an integral element of the "gripping system - part - environment - production equipment" system to ensure further rational selection considering specific production conditions. A scientific approach to assessing the design of gripping systems was proposed to systematize knowledge in designing gripping systems. In the paper, the principal structural scheme of the robotic gripping system was developed, and the purpose of elements and design requirements were determined. Also, the sequence of stages in the process of selecting the elements of the gripping system has been proposed. The comprehensive system "gripping system - part - environment - production equipment" has been identified considering the mutual influence of structural elements. This work may be helpful to engineers and researchers while designing new gripping systems or selecting the most suitable one from the database. It can improve the rational selection of the element base and the structure of the gripping system by systematizing the experience in the gripper system design. Moreover, due to modern trends in automation and digitalization, the presented classification and coding system for gripping systems can be used in Computer Aided Process Planning and Computer Aided Gripping Systems Design systems. It can help to realize the approach "from the part geometry to the gripping systems design". Also, it will ensure the production planning stage's effectiveness due to reducing the time for robotic gripping systems' design and increasing production safety, flexibility, autonomy, and performance.
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Grants
- VEGA 1/0700/20 Ministerstvo školstva, vedy, v ýskumu a športu Slovenskej republiky (Ministry of Education, Science, Research and Sport of the Slovak Republic)
- KEGA 055TUKE-4/2020 Ministerstvo školstva, vedy, v ýskumu a športu Slovenskej republiky (Ministry of Education, Science, Research and Sport of the Slovak Republic)
- APVV-19-0590 Agent úra na Podporu V ýskumu a V ývoja (Slovak Research and Development Agency)
- Ministerstvo školstva, vedy, v ýskumu a športu Slovenskej republiky (Ministry of Education, Science, Research and Sport of the Slovak Republic)
- Agent úra na Podporu V ýskumu a V ývoja (Slovak Research and Development Agency)
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Affiliation(s)
- Vitalii Ivanov
- Department of Manufacturing Engineering, Machines and Tools, Sumy State University, 2, Rymskogo-Korsakova St., 40007, Sumy, Ukraine.
- Department of Automobile and Manufacturing Technologies, Technical University of Kosice, 1, Bayerova St., 080 01, Presov, Slovak Republic.
| | - Vladyslav Andrusyshyn
- Department of Manufacturing Engineering, Machines and Tools, Sumy State University, 2, Rymskogo-Korsakova St., 40007, Sumy, Ukraine
- Department of Industrial Engineering and Informatics, Technical University of Kosice, 1, Bayerova St., 080 01, Presov, Slovak Republic
| | - Ivan Pavlenko
- Department of Industrial Engineering and Informatics, Technical University of Kosice, 1, Bayerova St., 080 01, Presov, Slovak Republic
- Department of Computational Mechanics named after V. Martsynkovskyy, Sumy State University, 2, Rymskogo-Korsakova St., 40007, Sumy, Ukraine
| | - Jan Pitel'
- Department of Industrial Engineering and Informatics, Technical University of Kosice, 1, Bayerova St., 080 01, Presov, Slovak Republic
| | - Vladimir Bulej
- Department of Automation and Production Systems, University of Zilina, 8215/1, Univerzitna St., 010 08, Zilina, Slovak Republic
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Ganguly S, Margel S. Fabrication and Applications of Magnetic Polymer Composites for Soft Robotics. MICROMACHINES 2023; 14:2173. [PMID: 38138344 PMCID: PMC10745923 DOI: 10.3390/mi14122173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 11/26/2023] [Accepted: 11/28/2023] [Indexed: 12/24/2023]
Abstract
The emergence of magnetic polymer composites has had a transformative impact on the field of soft robotics. This overview will examine the various methods by which innovative materials can be synthesized and utilized. The advancement of soft robotic systems has been significantly enhanced by the utilization of magnetic polymer composites, which amalgamate the pliability of polymers with the reactivity of magnetic materials. This study extensively examines the production methodologies involved in dispersing magnetic particles within polymer matrices and controlling their spatial distribution. The objective is to gain insights into the strategies required to attain the desired mechanical and magnetic properties. Additionally, this study delves into the potential applications of these composites in the field of soft robotics, encompassing various devices such as soft actuators, grippers, and wearable gadgets. The study emphasizes the transformative capabilities of magnetic polymer composites, which offer a novel framework for the advancement of biocompatible, versatile soft robotic systems that utilize magnetic actuation.
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Affiliation(s)
- Sayan Ganguly
- Department of Chemistry, Bar-Ilan Institute for Nanotechnology and Advanced Materials (BINA), Bar-Ilan University, Ramat-Gan 5290002, Israel
| | - Shlomo Margel
- Department of Chemistry, Bar-Ilan Institute for Nanotechnology and Advanced Materials (BINA), Bar-Ilan University, Ramat-Gan 5290002, Israel
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6
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Nguyen VP, Dhyan SB, Han BS, Chow WT. Universally Grasping Objects with Granular-Tendon Finger: Principle and Design. MICROMACHINES 2023; 14:1471. [PMID: 37512781 PMCID: PMC10383294 DOI: 10.3390/mi14071471] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 06/07/2023] [Accepted: 06/13/2023] [Indexed: 07/30/2023]
Abstract
Nowadays, achieving the stable grasping of objects in robotics requires an increased emphasis on soft interactions. This research introduces a novel gripper design to achieve a more universal object grasping. The key feature of this gripper design was a hybrid mechanism that leveraged the soft structure provided by multiple granular pouches attached to the finger skeletons. To evaluate the performance of the gripper, a series of experiments were conducted using fifteen distinct types of objects, including cylinders, U-shaped brackets, M3 bolts, tape, pyramids, big pyramids, oranges, cakes, coffee sachets, spheres, drink sachets, shelves, pulley gears, aluminium profiles, and flat brackets. Our experimental results demonstrated that our gripper design achieved high success rates in gripping objects weighing less than 210 g. One notable advantage of the granular-tendon gripper was its ability to generate soft interactions during the grasping process while having a skeleton support to provide strength. This characteristic enabled the gripper to adapt effectively to various objects, regardless of their shape and material properties. Consequently, this work presented a promising solution for manipulating a wide range of objects with both stability and soft interaction capabilities, regardless of their individual characteristics.
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Affiliation(s)
- Van Pho Nguyen
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore
- Schaeffler Hub for Advanced Research at NTU, Singapore 637460, Singapore
| | - Sunil Bohra Dhyan
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore
- Schaeffler Hub for Advanced Research at NTU, Singapore 637460, Singapore
| | - Boon Siew Han
- Schaeffler Hub for Advanced Research at NTU, Singapore 637460, Singapore
| | - Wai Tuck Chow
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore
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7
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Wang Y, Wang Z, Ma J, Luo C, Fang G, Peng X. A 3D Anisotropic Thermomechanical Model for Thermally Induced Woven-Fabric-Reinforced Shape Memory Polymer Composites. SENSORS (BASEL, SWITZERLAND) 2023; 23:6455. [PMID: 37514748 PMCID: PMC10383039 DOI: 10.3390/s23146455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 07/05/2023] [Accepted: 07/13/2023] [Indexed: 07/30/2023]
Abstract
Soft robotic grippers offer great advantages over traditional rigid grippers with respect to grabbing objects with irregular or fragile shapes. Shape memory polymer composites are widely used as actuators and holding elements in soft robotic grippers owing to their finite strain, high specific strength, and high driving force. In this paper, a general 3D anisotropic thermomechanical model for woven fabric-reinforced shape memory polymer composites (SMPCs) is proposed based on Helmholtz free energy decomposition and the second law of thermodynamics. Furthermore, the rule of mixtures is modified to describe the stress distribution in the SMPCs, and stress concentration factors are introduced to account for the shearing interaction between the fabric and matrix and warp yarns and weft yarns. The developed model is implemented with a user material subroutine (UMAT) to simulate the shape memory behaivors of SMPCs. The good consistency between the simulation results and experimental validated the proposed model. Furthermore, a numerical investigation of the effects of yarn orientation on the shape memory behavior of the SMPC soft gripper was also performed.
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Affiliation(s)
- Yingyu Wang
- Institute of Aerospace System Engineering Shanghai, Shanghai 201108, China
- Space Structure and Mechanism Technology Laboratory of China Aerospace Science and Technology Group Co., Ltd., Shanghai 201108, China
| | - Zhiyi Wang
- Institute of Aerospace System Engineering Shanghai, Shanghai 201108, China
- Space Structure and Mechanism Technology Laboratory of China Aerospace Science and Technology Group Co., Ltd., Shanghai 201108, China
| | - Jia Ma
- Institute of Aerospace System Engineering Shanghai, Shanghai 201108, China
| | - Chao Luo
- Space Structure and Mechanism Technology Laboratory of China Aerospace Science and Technology Group Co., Ltd., Shanghai 201108, China
| | - Guangqiang Fang
- Institute of Aerospace System Engineering Shanghai, Shanghai 201108, China
- Space Structure and Mechanism Technology Laboratory of China Aerospace Science and Technology Group Co., Ltd., Shanghai 201108, China
| | - Xiongqi Peng
- School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai 200030, China
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8
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Esteves DS, Pereira MFC, Ribeiro A, Durães N, Paiva MC, Sequeiros EW. Development of MWCNT/Magnetite Flexible Triboelectric Sensors by Magnetic Patterning. Polymers (Basel) 2023; 15:2870. [PMID: 37447515 DOI: 10.3390/polym15132870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 06/26/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023] Open
Abstract
The fabrication of low-electrical-percolation-threshold polymer composites aims to reduce the weight fraction of the conductive nanomaterial necessary to achieve a given level of electrical resistivity of the composite. The present work aimed at preparing composites based on multiwalled carbon nanotubes (MWCNTs) and magnetite particles in a polyurethane (PU) matrix to study the effect on the electrical resistance of electrodes produced under magnetic fields. Composites with 1 wt.% of MWCNT, 1 wt.% of magnetite and combinations of both were prepared and analysed. The hybrid composites combined MWCNTs and magnetite at the weight ratios of 1:1; 1:1/6; 1:1/12; and 1:1/24. The results showed that MWCNTs were responsible for the electrical conductivity of the composites since the composites with 1 wt.% magnetite were non-conductive. Combining magnetite particles with MWCNTs reduces the electrical resistance of the composite. SQUID analysis showed that MWCNTs simultaneously exhibit ferromagnetism and diamagnetism, ferromagnetism being dominant at lower magnetic fields and diamagnetism being dominant at higher fields. Conversely, magnetite particles present a ferromagnetic response much stronger than MWCNTs. Finally, optical microscopy (OM) and X-ray micro computed tomography (micro CT) identified the interaction between particles and their location inside the composite. In conclusion, the combination of magnetite and MWCNTs in a polymer composite allows for the control of the location of these particles using an external magnetic field, decreasing the electrical resistance of the electrodes produced. By adding 1 wt.% of magnetite to 1 wt.% of MWCNT (1:1), the electric resistance of the composites decreased from 9 × 104 to 5 × 103 Ω. This approach significantly improved the reproducibility of the electrode's fabrication process, enabling the development of a triboelectric sensor using a polyurethane (PU) composite and silicone rubber (SR). Finally, the method's bearing was demonstrated by developing an automated robotic soft grip with tendon-driven actuation controlled by the triboelectric sensor. The results indicate that magnetic patterning is a versatile and low-cost approach to manufacturing sensors for soft robotics.
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Affiliation(s)
- David Seixas Esteves
- Department of Metallurgical and Materials Engineering, Faculty of Engineering, University of Porto, 4200-465 Porto, Portugal
- CENTI, Centre for Nanotechnology and Smart Materials, 4760-034 Vila Nova de Famalicão, Portugal
| | - Manuel F C Pereira
- CERENA, Center for Natural Resources and Environment, IST, University of Lisbon, 1049-001 Lisboa, Portugal
| | - Ana Ribeiro
- CENTI, Centre for Nanotechnology and Smart Materials, 4760-034 Vila Nova de Famalicão, Portugal
| | - Nelson Durães
- CENTI, Centre for Nanotechnology and Smart Materials, 4760-034 Vila Nova de Famalicão, Portugal
| | - Maria C Paiva
- Department of Polymer Engineering, Institute for Polymers and Composites, University of Minho, 4800-058 Guimarães, Portugal
| | - Elsa W Sequeiros
- Department of Metallurgical and Materials Engineering, Faculty of Engineering, University of Porto, 4200-465 Porto, Portugal
- INEGI-Institute of Science and Innovation in Mechanical and Industrial Engineering, 4200-465 Porto, Portugal
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9
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Tanzini A, Ruggeri M, Bianchi E, Valentino C, Vigani B, Ferrari F, Rossi S, Giberti H, Sandri G. Robotics and Aseptic Processing in View of Regulatory Requirements. Pharmaceutics 2023; 15:1581. [PMID: 37376030 DOI: 10.3390/pharmaceutics15061581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 05/19/2023] [Accepted: 05/20/2023] [Indexed: 06/29/2023] Open
Abstract
Several nanomedicine based medicinal products recently reached the market thanks to the drive of the COVID-19 pandemic. These products are characterized by criticality in scalability and reproducibility of the batches, and the manufacturing processes are now being pushed towards continuous production to face these challenges. Although the pharmaceutical industry, because of its deep regulation, is characterized by slow adoption of new technologies, recently, the European Medicines Agency (EMA) took the lead in pushing for process improvements using technologies already established in other manufacturing sectors. Foremost among these technologies, robotics is a technological driver, and its implementation in the pharma field should cause a big change, probably within the next 5 years. This paper aims at describing the regulation changes mainly in aseptic manufacturing and the use of robotics in the pharmaceutical environment to fulfill GMP (good manufacturing practice). Special attention is therefore paid at first to the regulatory aspect, explaining the reasons behind the current changes, and then to the use of robotics that will characterize the future of manufacturing especially in aseptic environments, moving from a clear overview of robotics to the use of automated systems to design more efficient processes, with reduced risk of contamination. This review should clarify the regulation and technological scenario and provide pharmaceutical technologists with basic knowledge in robotics and automation, as well as engineers with regulatory knowledge to define a common background and language, and enable the cultural shift of the pharmaceutical industry.
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Affiliation(s)
- Andrea Tanzini
- Staubli Robotics, Staubli Italia S.p.A, Via Rivera 55, 20841 Carate Brianza, Italy
| | - Marco Ruggeri
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Eleonora Bianchi
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Caterina Valentino
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Barbara Vigani
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Franca Ferrari
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Silvia Rossi
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Hermes Giberti
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Via Ferrata, 27100 Pavia, Italy
| | - Giuseppina Sandri
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
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10
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Mohammed MQ, Kwek LC, Chua SC, Al-Dhaqm A, Nahavandi S, Eisa TAE, Miskon MF, Al-Mhiqani MN, Ali A, Abaker M, Alandoli EA. Review of Learning-Based Robotic Manipulation in Cluttered Environments. SENSORS (BASEL, SWITZERLAND) 2022; 22:7938. [PMID: 36298284 PMCID: PMC9607868 DOI: 10.3390/s22207938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 09/28/2022] [Accepted: 10/13/2022] [Indexed: 06/16/2023]
Abstract
Robotic manipulation refers to how robots intelligently interact with the objects in their surroundings, such as grasping and carrying an object from one place to another. Dexterous manipulating skills enable robots to assist humans in accomplishing various tasks that might be too dangerous or difficult to do. This requires robots to intelligently plan and control the actions of their hands and arms. Object manipulation is a vital skill in several robotic tasks. However, it poses a challenge to robotics. The motivation behind this review paper is to review and analyze the most relevant studies on learning-based object manipulation in clutter. Unlike other reviews, this review paper provides valuable insights into the manipulation of objects using deep reinforcement learning (deep RL) in dense clutter. Various studies are examined by surveying existing literature and investigating various aspects, namely, the intended applications, the techniques applied, the challenges faced by researchers, and the recommendations adopted to overcome these obstacles. In this review, we divide deep RL-based robotic manipulation tasks in cluttered environments into three categories, namely, object removal, assembly and rearrangement, and object retrieval and singulation tasks. We then discuss the challenges and potential prospects of object manipulation in clutter. The findings of this review are intended to assist in establishing important guidelines and directions for academics and researchers in the future.
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Affiliation(s)
- Marwan Qaid Mohammed
- Faculty of Engineering and Technology, Multimedia University (MMU), Ayer Keroh, Melaka 75450, Malaysia
| | - Lee Chung Kwek
- Faculty of Engineering and Technology, Multimedia University (MMU), Ayer Keroh, Melaka 75450, Malaysia
| | - Shing Chyi Chua
- Faculty of Engineering and Technology, Multimedia University (MMU), Ayer Keroh, Melaka 75450, Malaysia
| | - Arafat Al-Dhaqm
- School of Computing, Faculty of Engineering, Universiti Teknologi Malaysia, Skudai, Johor Bahru 81310, Malaysia
| | - Saeid Nahavandi
- Institute for Intelligent Systems, Research and Innovation, (IISRI), Deakin University, Geelong, VIC 3216, Australia
| | | | - Muhammad Fahmi Miskon
- Faculty of Electrical Engineering, Universiti Teknikal Malaysia Melaka (UTeM), Melaka 76100, Malaysia
| | - Mohammed Nasser Al-Mhiqani
- Faculty of Information Communication Technology, Universiti Teknikal Malaysia Melaka (UTeM), Melaka 76100, Malaysia
| | - Abdulalem Ali
- School of Computing, Faculty of Engineering, Universiti Teknologi Malaysia, Skudai, Johor Bahru 81310, Malaysia
| | - Mohammed Abaker
- Department Computer Science of Community College, King Khalid University, Muhayel Aseer 61913, Saudi Arabia
| | - Esmail Ali Alandoli
- Faculty of Engineering and Technology, Multimedia University (MMU), Ayer Keroh, Melaka 75450, Malaysia
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11
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Wire Harness Assembly Process Supported by Collaborative Robots: Literature Review and Call for R&D. ROBOTICS 2022. [DOI: 10.3390/robotics11030065] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The wire harness assembly process is a complicated manufacturing activity, which is becoming more complex because of the evolving nature of mechatronic and electronic products that require more connectors, sensors, controllers, communication networking, etc. Furthermore, the demand for wire harnesses continues to grow in all industries worldwide as the majority of equipment, appliances, machinery, vehicles, etc., are becoming “smart” (i.e., more mechatronic or electronic). Moreover, most of the wire harness assembly process tasks are done manually, and most of these are considered non-ergonomic for human assembly workers. Hence, the wire harness manufacturing industry is faced with the challenge of increasing productivity while improving the occupational health of its human assembly workers. The purpose of this paper is to conduct a literature review exploring the state of the use of collaborative robots in the wire harness assembly process due to their potential to reduce current occupational health problems for human assembly workers and increase the throughput of wire harness assembly lines, and to provide main findings, discussion, and further research directions for collaborative robotics in this application domain. Eleven papers were found in the scientific literature. All papers demonstrated the potential of collaborative robots to improve the productivity of wire harness assembly lines, and two of these in particular on the ergonomics of the wire harness assembly process. None of the papers reviewed presented a cost–benefit or a cycle time analysis to qualitatively and/or quantitatively measure the impact of the incorporation of collaborative robots in the wire harness assembly process. This represents an important area of opportunity for research with relevance to industry. Three papers remark on the importance of the integration of computer vision systems into a collaborative wire harness assembly process to make this more versatile as many types of wire harnesses exist. The literature review findings call for further research and technological developments in support of the wire harness manufacturing industry and its workers in four main categories: (i) Collaborative Robotics and Grippers, (ii) Ergonomics, (iii) Computer Vision Systems, and (iv) Implementation Methodologies.
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