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Rationally Inattentive Path-Planning via RRT*
[article]
2020
arXiv
pre-print
We consider a path-planning scenario for a mobile robot traveling in a configuration space with obstacles under the presence of stochastic disturbances. A novel path length metric is proposed on the uncertain configuration space and then integrated with the existing RRT* algorithm. The metric is a weighted sum of two terms which capture both the Euclidean distance traveled by the robot and the perception cost, i.e., the amount of information the robot must perceive about the environment to
arXiv:2002.12494v1
fatcat:lahgbyj6z5h2hhieiwf6r5mwpi
more »
... w the path safely. The continuity of the path length function with respect to the topology of the total variation metric is shown and the optimality of the Rationally Inattentive RRT* algorithm is discussed. Three numerical studies are presented which display the utility of the new algorithm.
Gaussian Belief Space Path Planning for Minimum Sensing Navigation
[article]
2021
arXiv
pre-print
Walker Department of Mechanical Engineering, University of Texas at Austin. apedram@utexas.edu. 2 Department of Systems and Control, Tokyo Institute of Technology. funada@sc.e.titech.ac.jp. ...
arXiv:2109.13976v1
fatcat:77bg2xxtvjclzfvdsleyszsewu
Collision Avoidance for Elliptical Agents with Control Barrier Function Utilizing Supporting Lines
[article]
2022
arXiv
pre-print
This paper presents a collision avoidance method for elliptical agents traveling in a two-dimensional space. We first formulate a separation condition for two elliptical agents utilizing a signed distance from a supporting line of an agent to the other agent, which renders a positive value if two ellipses are separated by the line. Because this signed distance could yield a shorter length than the actual distance between two ellipses, the supporting line is rotated so that the signed distance
arXiv:2204.13287v1
fatcat:oulwy4t3rncmfn26kvdprfjezq
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... om the line to the other ellipse is maximized. We prove that this maximization problem renders the signed distance equivalent to the actual distance between two ellipses, hence not causing the conservative evasive motion. Then, we propose the collision avoidance method utilizing novel control barrier functions incorporating a gradient-based update law of a supporting line. The validity of the proposed methods is evaluated in the simulations.
3-D Visual Coverage Based on Gradient Descent Techniques on Matrix Manifold and Its Application to Moving Objects Monitoring
[article]
2013
arXiv
pre-print
By calculation, we havẽ Rp il )(p T il R T W Ξp il ) − Rp il Ξp il ) + o(t) e T 3 (R + Ξt)p il 2 (e T 3 Rp il )
Hatanaka, Riku Funada and Masayuki Fujita are with the Department of Mechanical and Control ...
Engineering, Tokyo
Institute
of
Technology,
Tokyo
152-8552,
JAPAN
hatanaka,funada,fujita@ctrl.titech.ac.jp
leads R wi to the set of critical points of H i . ...
arXiv:1309.5702v1
fatcat:6o4pbamavbaetdpkghl7i7zkjm
Passivity-based Distributed 3-D Visual Human Localization Algorithm
2018
Transactions of the Society of Instrument and Control Engineers
In this paper, we address distributed 3-D visual human localization for a visual sensor network and present a passivity-based solution. We first formulate the intended problem as a distributed optimization problem. A passivity-based distributed optimization algorithm is then applied to the problem, and it is pointed out that it ensures asymptotic optimality but the convergence speed is considerably slow. To accelerate the convergence, we present a novel algorithm based on a loop shaping
doi:10.9746/sicetr.54.547
fatcat:wyrvlxh5ojgczb476hlumuw5dy
more »
... e and it is shown to maintain convergence to the optimal solution based on passivity. The present algorithm is finally demonstrated through simulation, wherein not only convergence acceleration but also robustness against disturbances are confirmed.
Cooperative Visual Environmental Monitoring: A Gradient Descent Approach on SO(3)
SO(3)上の勾配法に基づく協調視覚環境モニタリング
2015
Transactions of the Society of Instrument and Control Engineers
SO(3)上の勾配法に基づく協調視覚環境モニタリング
Funada and M. ...
doi:10.9746/sicetr.51.139
fatcat:rypzqn5cgjdovljqmh5hdb2z5u
Distributed Dynamic Reference Governor for Constrained Semi-Autonomous Robotic Swarms with Communication Delays and Experimental Verification
2019
SICE Journal of Control Measurement and System Integration
This paper investigates constrained semi-autonomous robotic swarms in the presence of inter-robot communication delays. The objective is that all robots converge to the optimal point related to the reference given by a human operator without violating the constraints. In the presence of constraints, directly applying the human reference may make the system violate constraints. We thus apply a reference governor which suitably modifies the reference to avoid constraint violations. Due to the
doi:10.9746/jcmsi.12.237
fatcat:buyhqjoes5hdnm6gzpq5x7e5ei