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This paper presents a computationally efficient robust model predictive control law for discrete linear time invariant systems subject to additive disturbances that may depend on the state and/or input norms. Despite the dependency being…

最优化与控制 · 数学 2019-08-12 Danylo Malyuta , Behcet Acikmese , Martin Cacan

Finite element methods have been successfully used to develop physics-based models of soft robots that capture the nonlinear dynamic behavior induced by continuous deformation. These high-fidelity models are therefore ideal for designing…

机器人学 · 计算机科学 2021-03-29 Sander Tonkens , Joseph Lorenzetti , Marco Pavone

With the increase in data availability, it has been widely demonstrated that neural networks (NN) can capture complex system dynamics precisely in a data-driven manner. However, the architectural complexity and nonlinearity of the NNs make…

系统与控制 · 电气工程与系统科学 2023-08-29 Shaoru Chen , Kong Yao Chee , Nikolai Matni , M. Ani Hsieh , George J. Pappas

Due to recent advances, the numerical analysis of submarine three-core armored cables can nowadays be developed through the finite element method (FEM) in a small slice of the cable. This strongly reduces the computational burden and…

系统与控制 · 电气工程与系统科学 2024-01-26 Juan Carlos del-Pino-López , Pedro Cruz-Romero

One of the most pressing challenges prevalent in the steel manufacturing industry is the identification of surface defects. Early identification of casting defects can help boost performance, including streamlining production processes.…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Rohit Lal , Bharath Kumar Bolla , Sabeesh Ethiraj

The design process and complexity of existing safety controls are heavily determined by the geometrical properties of the environment, which affects the proof of convergence, design scalability, performance robustness, and numerical…

机器人学 · 计算机科学 2021-04-30 Azad Ghaffari , Seyed Amir Hosseini Dastja

Abrupt transitions in ecosystems can be interconnected, raising challenges for science and management in identifying sufficient interventions to prevent them or recover from undesirable shifts. Here we use principles of network…

适应与自组织系统 · 物理学 2025-01-03 Juan Carlos Rocha , Anne-Sophie Crépin

Deformable linear objects (DLOs), such as rods, cables, and ropes, play important roles in daily life. However, manipulation of DLOs is challenging as large geometrically nonlinear deformations may occur during the manipulation process.…

机器人学 · 计算机科学 2023-12-12 Dezhong Tong , Andrew Choi , Longhui Qin , Weicheng Huang , Jungseock Joo , M. Khalid Jawed

This paper presents a sample-efficient data-driven method to design model predictive control (MPC) for cable-actuated soft robotics using Bayesian optimization. Instead of modeling the complex dynamics of the soft robots, the proposed…

机器人学 · 计算机科学 2022-10-18 Anuj Pal , Tianyi He , Wenpeng Wei

Maintaining an acceptable level of quality of service in modern complex systems is challenging, particularly in the presence of various forms of uncertainty caused by changing execution context, unpredicted events, etc. Although…

软件工程 · 计算机科学 2020-12-04 Fatma Kachi , Chafia Bouanaka , Souheir Merkouche

Each element in tensioned structural networks -- such as tensegrity, architectural fabrics, or medical braces/meshes -- requires a specific tension level to achieve and maintain the desired shape, stability, and compliance. These structures…

图形学 · 计算机科学 2025-09-09 Thijs Masmeijer , Caleb Swain , Jeff Hill , Ed Habtour

Adaptive methods are popular within the control literature due to the flexibility and forgiveness they offer in the area of modelling. Neural network adaptive control is favorable specifically for the powerful nature of the machine learning…

系统与控制 · 电气工程与系统科学 2021-07-23 Nathan Lutes , K. Krishnamurthy , Venkata Sriram Siddhardh Nadendla , S. N. Balakrishnan

We introduce a versatile framework to model and study networked control systems (NCSs). An NCS is described as a feedback interconnection of a plant and a controller communicating through a bidirectional channel modelled by cascaded…

系统与控制 · 电气工程与系统科学 2020-08-06 Di Zhao , Sei Zhen Khong , Li Qiu

Materials that change their shape in response to external stimuli opens up new prospects for efficient and versatile design and shaping of three-dimensional objects. Here, we present a novel class of micro-structures exhibiting an…

应用物理 · 物理学 2024-03-04 Filippo Agnelli , Michele Tricarico , Andrei Constantinescu

Our ability to manipulate the behavior of complex networks depends on the design of efficient control algorithms and, critically, on the availability of an accurate and tractable model of the network dynamics. While the design of control…

系统与控制 · 电气工程与系统科学 2021-04-28 Giacomo Baggio , Danielle S. Bassett , Fabio Pasqualetti

This work provides a complete framework for the simulation, co-optimization, and sim-to-real transfer of the design and control of soft legged robots. The compliance of soft robots provides a form of "mechanical intelligence" -- the ability…

机器人学 · 计算机科学 2022-02-10 Charles Schaff , Audrey Sedal , Matthew R. Walter

This paper studies the controllability backbone problem in dynamical networks defined over graphs. The main idea of the controllability backbone is to identify a small subset of edges in a given network such that any subnetwork containing…

系统与控制 · 电气工程与系统科学 2023-09-07 Obaid Ullah Ahmad , Waseem Abbas , Mudassir Shabbir

We consider the optimal distributed controller design problem subject to two structural requirements: locality, i.e. available measurements and sub-controllers' interactions are governed by a graph structure, and relative feedback, i.e.…

系统与控制 · 电气工程与系统科学 2022-01-11 Emily Jensen , Bassam Bamieh

It is proved that network realizability of controllers can be enforced without conservatism using convex constraints on the closed loop transfer function. Once a network realizable closed loop transfer matrix has been found, a corresponding…

最优化与控制 · 数学 2019-04-02 Anders Rantzer

This paper presents a controller design and optimization framework for nonlinear dynamic systems to track a given reference signal in the presence of disturbances when the task is repeated over a finite-time interval. This novel framework…

系统与控制 · 电气工程与系统科学 2023-04-04 Jiapeng Xu , Ying Tan , Xiang Chen