1
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Gurtner M, Zemánek J, Hurák Z. Alternating direction method of multipliers-based distributed control for distributed manipulation by shaping physical force fields. Int J Rob Res 2023. [DOI: 10.1177/02783649231153958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
This paper proposes an algorithm for decomposing and possibly distributing an optimization problem that naturally emerges in distributed manipulation by shaping physical force fields through actuators distributed in space (arrays of actuators). One or several manipulated objects located in this field can “feel the force” and move simultaneously and independently. The control system has to produce commands for all actuators so that desired forces are developed at several prescribed places. This can be formulated as an optimization problem that has to be solved in every sampling period. Exploiting the structure of the optimization problem is crucial for platforms with many actuators and many manipulated objects, hence the goal of decomposing the huge optimization problem into several subproblems. Furthermore, if the platform is composed of interconnected actuator modules with computational capabilities, the decomposition can give guidance for the distribution of the computation to the modules. We propose an algorithm for decomposing/distributing the optimization problem using Alternating Direction Method of Multipliers (ADMM). The proposed algorithm is shown to converge to modest accuracy for various distributed platforms in a few iterations. We demonstrate our algorithm through numerical experiments corresponding to three physical experimental platforms for distributed manipulation using electric, magnetic, and pressure fields. Furthermore, we deploy and test it on real experimental platforms for distributed manipulation using an array of solenoids and ultrasonic transducers.
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Affiliation(s)
- Martin Gurtner
- Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
| | - Jiří Zemánek
- Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
| | - Zdeněk Hurák
- Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
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2
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Konara M, Mudugamuwa A, Dodampegama S, Roshan U, Amarasinghe R, Dao DV. Formation Techniques Used in Shape-Forming Microrobotic Systems with Multiple Microrobots: A Review. MICROMACHINES 2022; 13:mi13111987. [PMID: 36422416 PMCID: PMC9699214 DOI: 10.3390/mi13111987] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 09/21/2022] [Accepted: 09/22/2022] [Indexed: 05/19/2023]
Abstract
Multiple robots are used in robotic applications to achieve tasks that are impossible to perform as individual robotic modules. At the microscale/nanoscale, controlling multiple robots is difficult due to the limitations of fabrication technologies and the availability of on-board controllers. This highlights the requirement of different approaches compared to macro systems for a group of microrobotic systems. Current microrobotic systems have the capability to form different configurations, either as a collectively actuated swarm or a selectively actuated group of agents. Magnetic, acoustic, electric, optical, and hybrid methods are reviewed under collective formation methods, and surface anchoring, heterogeneous design, and non-uniform control input are significant in the selective formation of microrobotic systems. In addition, actuation principles play an important role in designing microrobotic systems with multiple microrobots, and the various control systems are also reviewed because they affect the development of such systems at the microscale. Reconfigurability, self-adaptable motion, and enhanced imaging due to the aggregation of modules have shown potential applications specifically in the biomedical sector. This review presents the current state of shape formation using microrobots with regard to forming techniques, actuation principles, and control systems. Finally, the future developments of these systems are presented.
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Affiliation(s)
- Menaka Konara
- Centre for Advanced Mechatronics Systems, University of Moratuwa, Katubedda 10400, Sri Lanka
- Correspondence:
| | - Amith Mudugamuwa
- Centre for Advanced Mechatronics Systems, University of Moratuwa, Katubedda 10400, Sri Lanka
| | - Shanuka Dodampegama
- Centre for Advanced Mechatronics Systems, University of Moratuwa, Katubedda 10400, Sri Lanka
| | - Uditha Roshan
- Department of Mechanical Engineering, University of Moratuwa, Katubedda 10400, Sri Lanka
| | - Ranjith Amarasinghe
- Centre for Advanced Mechatronics Systems, University of Moratuwa, Katubedda 10400, Sri Lanka
- Department of Mechanical Engineering, University of Moratuwa, Katubedda 10400, Sri Lanka
| | - Dzung Viet Dao
- Queensland Micro- and Nanotechnology Centre (QMNC), Griffith University, Brisbane, QLD 4111, Australia
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3
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Zhu Y, Qi M, Liu Z, Huang J, Huang D, Yan X, Lin L. A 5-mm Untethered Crawling Robot via Self-Excited Electrostatic Vibration. IEEE T ROBOT 2022. [DOI: 10.1109/tro.2021.3088053] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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4
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Du X, Yu J, Jin D, Chiu PWY, Zhang L. Independent Pattern Formation of Nanorod and Nanoparticle Swarms under an Oscillating Field. ACS NANO 2021; 15:4429-4439. [PMID: 33599480 DOI: 10.1021/acsnano.0c08284] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Natural swarms can be formed by various creatures. The swarms can conduct demanded behaviors to adapt to their living environments, such as passing through harsh terrains and protecting each other from predators. At micrometer and nanometer scales, formation of a swarm pattern relies on the physical or chemical interactions between the agents owing to the absence of an on-board device. Independent pattern formation of different swarms, especially under the same input, is a more challenging task. In this work, a swarm of nickel nanorods is proposed and by exploiting its different behavior with the nanoparticle swarm, independent pattern formation of diverse microrobotic swarms under the same environment can be conducted. A mathematical model for the nanorod swarm is constructed, and the mechanism is illustrated. Two-region pattern changing of the nanorod swarm is discovered and compared with the one-region property of the nanoparticle swarm. Experimental characterization of the nanorod swarm pattern is conducted to prove the concept and validate the effectiveness of the theoretical analysis. Furthermore, independent pattern formation of different microrobotic swarms was demonstrated. The pattern of the nanorod swarm could be adjusted while the other swarm was kept unchanged. Simultaneous pattern changing of two swarms was achieved as well. As a fundamental research on the microrobotic swarm, this work presents how the nanoscale magnetic anisotropy of building agents affects their macroscopic swarm behaviors and promotes further development on the independent control of microrobotic swarms under a global field input.
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Affiliation(s)
- Xingzhou Du
- Department of Biomedical Engineering, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
- Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
- Chow Yuk Ho Technology Centre for Innovative Medicine, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
| | - Jiangfan Yu
- School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, 518172, China
- Shenzhen Institute of Artificial Intelligence and Robotics for Society (AIRS), Shenzhen, 518172, China
| | - Dongdong Jin
- Department of Biomedical Engineering, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
| | - Philip Wai Yan Chiu
- Chow Yuk Ho Technology Centre for Innovative Medicine, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
- Department of Surgery, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
- CUHK T Stone Robotics Institute, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
| | - Li Zhang
- Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
- Chow Yuk Ho Technology Centre for Innovative Medicine, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
- CUHK T Stone Robotics Institute, The Chinese University of Hong Kong, Shatin NT, Hong Kong, China
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5
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Sikorski J, Mohanty S, Misra S. MILiMAC: Flexible Catheter With Miniaturized Electromagnets as a Small-Footprint System for Microrobotic Tasks. IEEE Robot Autom Lett 2020. [DOI: 10.1109/lra.2020.3004323] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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6
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Feemster M, Piepmeier JA, Biggs H, Yee S, ElBidweihy H, Firebaugh SL. Autonomous Microrobotic Manipulation Using Visual Servo Control. MICROMACHINES 2020; 11:mi11020132. [PMID: 31991607 PMCID: PMC7074596 DOI: 10.3390/mi11020132] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Revised: 01/21/2020] [Accepted: 01/22/2020] [Indexed: 12/20/2022]
Abstract
This describes the application of a visual servo control method to the microrobotic manipulation of polymer beads on a two-dimensional fluid interface. A microrobot, actuated through magnetic fields, is utilized to manipulate a non-magnetic polymer bead into a desired position. The controller utilizes multiple modes of robot actuation to address the different stages of the task. A filtering strategy employed in separation mode allows the robot to spiral from the manipuland in a fashion that promotes the manipulation positioning objective. Experiments demonstrate that our multiphase controller can be used to direct a microrobot to position a manipuland to within an average positional error of approximately 8 pixels (64 µm) over numerous trials.
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Affiliation(s)
- Matthew Feemster
- Weapons, Robotics, and Control Engineering Department, United States Naval Academy, Annapolis, MD 21402, USA; (M.F.); (J.A.P.)
| | - Jenelle A. Piepmeier
- Weapons, Robotics, and Control Engineering Department, United States Naval Academy, Annapolis, MD 21402, USA; (M.F.); (J.A.P.)
| | - Harrison Biggs
- Electrical and Computer Engineering Department, United States Naval Academy, Annapolis, MD 21402, USA; (H.B.); (S.Y.); (H.E.)
| | - Steven Yee
- Electrical and Computer Engineering Department, United States Naval Academy, Annapolis, MD 21402, USA; (H.B.); (S.Y.); (H.E.)
| | - Hatem ElBidweihy
- Electrical and Computer Engineering Department, United States Naval Academy, Annapolis, MD 21402, USA; (H.B.); (S.Y.); (H.E.)
| | - Samara L. Firebaugh
- Electrical and Computer Engineering Department, United States Naval Academy, Annapolis, MD 21402, USA; (H.B.); (S.Y.); (H.E.)
- Correspondence: ; Tel.: +1-410-293-6152
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Shahrokhi S, Shi J, Isichei B, Becker AT. Exploiting Nonslip Wall Contacts to Position Two Particles Using the Same Control Input. IEEE T ROBOT 2019. [DOI: 10.1109/tro.2019.2891487] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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8
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Yu J, Yang L, Zhang L. Pattern generation and motion control of a vortex-like paramagnetic nanoparticle swarm. Int J Rob Res 2018. [DOI: 10.1177/0278364918784366] [Citation(s) in RCA: 87] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Controlling a swarm of microrobots with external fields is one of the major challenges for untethered microrobots. In this work, we present a new method to generate a vortex-like paramagnetic nanoparticle swarm (VPNS) from dispersed nanoparticles with a diameter of 500 nm, using rotating magnetic fields. The VPNS exhibits a dynamic-equilibrium structure, in which the nanoparticles perform synchronized motions. The mechanisms of the pattern-generation process are analyzed, simulated, and validated by experiments. By tuning the rotating frequency of the input magnetic field, the pattern of a VPNS changes accordingly. Analytical models for estimating the areal change of the pattern are proposed, and they have good agreement with the experimental data. Moreover, reversible merging and splitting of vortex-like swarms are demonstrated and investigated. Serving as a mobile robotic end-effector, a VPNS is capable of making locomotion by tuning the pitch angle of the actuating rotating field. With a small pitch angle, e.g. 2°, the whole swarm moves as an entity, and the shape of the pattern remains intact. In addition, the trapping forces of VPNSs are verified, showing the critical input parameters of the magnetic field that affect the morphology of the swarm. Finally, we demonstrate that VPNSs pass through curved and branched channels with high positioning precision, and the access rates for targeted delivery are over 90%, which are significantly higher than those in the cases of particle swarms moving with tumbling motions.
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Affiliation(s)
- Jiangfan Yu
- Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Lidong Yang
- Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
| | - Li Zhang
- Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
- Chow Yuk Ho Technology Centre for Innovative Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong
- T-Stone Robotics Institute, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong
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Rahman MA, Cheng J, Wang Z, Ohta AT. Cooperative Micromanipulation Using the Independent Actuation of Fifty Microrobots in Parallel. Sci Rep 2017; 7:3278. [PMID: 28607359 PMCID: PMC5468299 DOI: 10.1038/s41598-017-03525-y] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2017] [Accepted: 04/28/2017] [Indexed: 12/17/2022] Open
Abstract
Micromanipulation for applications in areas such as tissue engineering can require mesoscale structures to be assembled with microscale resolution. One method for achieving such manipulation is the parallel actuation of many microrobots in parallel. However, current microrobot systems lack the independent actuation of many entities in parallel. Here, the independent actuation of fifty opto-thermocapillary flow-addressed bubble (OFB) microrobots in parallel is demonstrated. Individual microrobots and groups of microrobots were moved along linear, circular, and arbitrary 2D trajectories. The independent addressing of many microrobots enables higher-throughput microassembly of micro-objects, and cooperative manipulation using multiple microrobots. Demonstrations of manipulation with multiple OFB microrobots include the transportation of microstructures using a pair or team of microrobots, and the cooperative manipulation of multiple micro-objects. The results presented here represent an order of magnitude increase in the number of independently actuated microrobots in parallel as compared to other magnetically or electrostatically actuated microrobots, and a factor of two increase as compared to previous demonstrations of OFB microrobots.
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Affiliation(s)
- M Arifur Rahman
- Dept. of Electrical Engineering, University of Hawaii at Manoa, Honolulu, Hawaii, USA
| | - Julian Cheng
- Dept. of Electrical Engineering, University of Hawaii at Manoa, Honolulu, Hawaii, USA
| | - Zhidong Wang
- Dept. of Advanced Robotics, Chiba Institute of Technology, Narashino, Chiba, Japan
| | - Aaron T Ohta
- Dept. of Electrical Engineering, University of Hawaii at Manoa, Honolulu, Hawaii, USA.
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Manzoor S, Sheckman S, Lonsford J, Kim H, Kim M, Becker A. Parallel Self-Assembly of Polyominoes under Uniform Control Inputs. IEEE Robot Autom Lett 2017. [DOI: 10.1109/lra.2017.2715402] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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11
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Study on Payload Effects on the Joint Motion Accuracy of Serial Mechanical Mechanisms. MACHINES 2016. [DOI: 10.3390/machines4040021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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12
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Fluid-Mediated Stochastic Self-Assembly at Centimetric and Sub-Millimetric Scales: Design, Modeling, and Control. MICROMACHINES 2016; 7:mi7080138. [PMID: 30404309 PMCID: PMC6190313 DOI: 10.3390/mi7080138] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/01/2016] [Revised: 07/28/2016] [Accepted: 07/29/2016] [Indexed: 11/17/2022]
Abstract
Stochastic self-assembly provides promising means for building micro-/nano-structures with a variety of properties and functionalities. Numerous studies have been conducted on the control and modeling of the process in engineered self-assembling systems constituted of modules with varied capabilities ranging from completely reactive nano-/micro-particles to intelligent miniaturized robots. Depending on the capabilities of the constituting modules, different approaches have been utilized for controlling and modeling these systems. In the quest of a unifying control and modeling framework and within the broader perspective of investigating how stochastic control strategies can be adapted from the centimeter-scale down to the (sub-)millimeter-scale, as well as from mechatronic to MEMS-based technology, this work presents the outcomes of our research on self-assembly during the past few years. As the first step, we leverage an experimental platform to study self-assembly of water-floating passive modules at the centimeter scale. A dedicated computational framework is developed for real-time tracking, modeling and control of the formation of specific structures. Using a similar approach, we then demonstrate controlled self-assembly of microparticles into clusters of a preset dimension in a microfluidic chamber, where the control loop is closed again through real-time tracking customized for a much faster system dynamics. Finally, with the aim of distributing the intelligence and realizing programmable self-assembly, we present a novel experimental system for fluid-mediated programmable stochastic self-assembly of active modules at the centimeter scale. The system is built around the water-floating 3-cm-sized Lily robots specifically designed to be operative in large swarms and allows for exploring the whole range of fully-centralized to fully-distributed control strategies. The outcomes of our research efforts extend the state-of-the-art methodologies for designing, modeling and controlling massively-distributed, stochastic self-assembling systems at different length scales, constituted of modules from centimetric down to sub-millimetric size. As a result, our work provides a solid milestone in structure formation through controlled self-assembly.
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13
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Feng L, Di P, Arai F. High-precision motion of magnetic microrobot with ultrasonic levitation for 3-D rotation of single oocyte. Int J Rob Res 2016. [DOI: 10.1177/0278364916631414] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In this study, we propose an innovative driving method for a microrobot. By using acoustic levitation, the microrobot can be levitated from the glass substrate. We are able to achieve positioning accuracy of less than 1 μm, and the response speed and output force are also significantly improved. Silicon-based microrobots can be made into diverse shapes using deep reactive-ion etching (DRIE). Using custom-designed microrobots allows for the 3-D rotational control of a single bovine oocyte. Orientation with an accuracy of 1° and an average rotation velocity of 3 rad/s are achieved. This study contributes to the biotechnology. In the study of oocytes/embryos, manipulation is used for the enucleation, microinjection, and investigation of the characteristics of oocytes, such as the meiotic spindle and zona pellucida using PolScope. These studies and their clinical applications involve the three-dimensional (3-D) rotation of mammalian oocytes. The overall out-of-plane and in-plane rotations of the oocyte are demonstrated by using an acoustically levitated microrobot. In addition, by using this approach, it becomes much easier to manipulate the cell to investigate the characteristics of the single cell and analyze its mechanical properties.
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Affiliation(s)
- Lin Feng
- Department of Micro-Nano Systems Engineering,
Graduate School of Engineering, Nagoya University, Japan
| | - Pei Di
- Department of Micro-Nano Systems Engineering,
Graduate School of Engineering, Nagoya University, Japan
- Institute of Innovation for Future Society,
Nagoya University, Japan
| | - Fumihito Arai
- Department of Micro-Nano Systems Engineering,
Graduate School of Engineering, Nagoya University, Japan
- Institute of Innovation for Future Society,
Nagoya University, Japan
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14
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Zhang D, Wei B. Study on Payload Effects on the Joint Motion Accuracy of Serial Mechanical Mechanisms. MATEC WEB OF CONFERENCES 2016; 77:01005. [DOI: 10.1051/matecconf/20167701005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
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15
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Becker A, Onyuksel C, Bretl T, McLurkin J. Controlling many differential-drive robots with uniform control inputs. Int J Rob Res 2014. [DOI: 10.1177/0278364914543481] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
This paper derives both open-loop and closed-loop control policies that steer a finite set of differential-drive robots to desired positions in a two-dimensional workspace, when all robots receive the same control inputs but each robot turns at a slightly different rate. In the absence of perturbation, the open-loop policy achieves zero error in finite time. In the presence of perturbation, the closed-loop policy is globally asymptotically stabilizing with state feedback. Both policies were validated with hardware experiments using up to 15 robots. These experimental results suggest that similar policies might be applied to control micro- and nanoscale robotic systems, which are often subject to similar constraints.
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Affiliation(s)
- Aaron Becker
- Department of Cardiovascular Surgery, Boston Children’s Hospital and Harvard Medical School, Boston, MA, USA
| | | | - Timothy Bretl
- Department of Aerospace Engineering, University of Illinois at Urbana–Champaign, Urbana, IL, USA
| | - James McLurkin
- Computer Science Department, Rice University, Houston, TX, USA
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16
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Boyvat M, Hafner C, Leuthold J. Wireless control and selection of forces and torques--towards wireless engines. Sci Rep 2014; 4:5681. [PMID: 25034467 PMCID: PMC4102905 DOI: 10.1038/srep05681] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2014] [Accepted: 06/19/2014] [Indexed: 11/29/2022] Open
Abstract
Powering and manipulating translational and rotational motions of objects wirelessly, and controlling several objects independently is of significant importance in numerous fields such as robotics, medicine, biology, fluid dynamics, optics. We propose a method based on coupled LC resonators, to control objects selectively by steering the frequency of an external magnetic field. This concept does not need any magnetic materials and it brings a rich variety of features concerning forces and torques. We theoretically and experimentally show that the forces can be enhanced by the interaction of resonators and that both direction and magnitude of forces can be controlled by the frequency of the applied external magnetic field. Moreover, we demonstrate interesting rotational effects, such as bi-directionally controllable torques, controllable stable orientations, and spinning, which leads to a wirelessly powered motor.
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Affiliation(s)
- M. Boyvat
- Institute of Electromagnetic Fields (IEF), ETH Zurich, Switzerland
| | - C. Hafner
- Institute of Electromagnetic Fields (IEF), ETH Zurich, Switzerland
| | - J. Leuthold
- Institute of Electromagnetic Fields (IEF), ETH Zurich, Switzerland
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17
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Becker A, Demaine ED, Fekete SP, Habibi G, McLurkin J. Reconfiguring Massive Particle Swarms with Limited, Global Control. ACTA ACUST UNITED AC 2013. [DOI: 10.1007/978-3-642-45346-5_5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
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18
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Diller E, Zhang N, Sitti M. Modular micro-robotic assembly through magnetic actuation and thermal bonding. JOURNAL OF MICRO-BIO ROBOTICS 2013. [DOI: 10.1007/s12213-013-0071-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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