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This paper presents a deep learning-based framework for enhancing radar systems in the presence of interference, leveraging Reconfigurable Intelligent Surfaces (RIS). The proposed technique uses a modified MUSIC algorithm to estimate the…

信号处理 · 电气工程与系统科学 2025-04-08 Ali Parchekani , Milad Johnny , Shahrokh Valaee

Video processing solutions for motion analysis are key tasks in many computer vision applications, ranging from human activity recognition to object detection. In particular, speed estimation algorithms may be relevant in contexts such as…

图像与视频处理 · 电气工程与系统科学 2022-11-29 Veronica Mattioli , Davide Alinovi , Riccardo Raheli

Rehabilitation assessment is critical to determine an adequate intervention for a patient. However, the current practices of assessment mainly rely on therapist's experience, and assessment is infrequently executed due to the limited…

Fault detection at rotating machinery with the help of vibration sensors offers the possibility to detect damage to machines at an early stage and to prevent production downtimes by taking appropriate measures. The analysis of the vibration…

信号处理 · 电气工程与系统科学 2020-08-03 Oliver Mey , Willi Neudeck , André Schneider , Olaf Enge-Rosenblatt

Along with the practical success of the discovery of dynamics using deep learning, the theoretical analysis of this approach has attracted increasing attention. Prior works have established the grid error estimation with auxiliary…

数值分析 · 数学 2023-05-23 Aiqing Zhu , Sidi Wu , Yifa Tang

Positioning is a prominent field of study, notably focusing on Visual Inertial Odometry (VIO) and Simultaneous Localization and Mapping (SLAM) methods. Despite their advancements, these methods often encounter dead-reckoning errors that…

机器人学 · 计算机科学 2024-08-13 Pouyan Navard , Alper Yilmaz

Compared to in-clinic balance training, in-home training is not as effective. This is, in part, due to the lack of feedback from physical therapists (PTs). Here, we analyze the feasibility of using trunk sway data and machine learning (ML)…

计算机与社会 · 计算机科学 2019-06-14 Tian Bao , Brooke N. Klatt , Susan L. Whitney , Kathleen H. Sienko , Jenna Wiens

This paper introduces a new approach to 3-D position estimation from acceleration data, i.e., a 3-D motion tracking system having a small size and low-cost magnetic and inertial measurement unit (MIMU) composed by both a digital compass and…

机器人学 · 计算机科学 2013-11-20 P. Neto , J. N. Pires , A. P Moreira

Impact-aware robotic manipulation benefits from an accurate map from ante-impact to post-impact velocity signals to support, e.g., motion planning and control. This work proposes an approach to generate and experimentally validate such…

机器人学 · 计算机科学 2024-11-12 Jari van Steen , Daan Stokbroekx , Nathan van de Wouw , Alessandro Saccon

Traditional automated crash analysis systems heavily rely on static statistical models and historical data, requiring significant manual interpretation and lacking real-time predictive capabilities. This research presents an innovative…

机器学习 · 计算机科学 2025-02-11 Karthik Sivakoti

Extreme Learning Machines (ELM) provide a fast alternative to traditional gradient-based learning in neural networks, offering rapid training and robust generalization capabilities. Its theoretical basis shows its universal approximation…

机器学习 · 计算机科学 2024-06-27 Ergun Biçici

To improve the control of wearable robotics for gait assistance, we present an approach for continuous locomotion mode recognition as well as gait phase and stair slope estimation based on artificial neural networks that include time…

机器人学 · 计算机科学 2022-08-02 Florian Weigand , Andreas Höhl , Julian Zeiss , Ulrich Konigorski , Martin Grimmer

This paper develops a novel slip estimator using the invariant observer design theory and Disturbance Observer (DOB). The proposed state estimator for mobile robots is fully proprioceptive and combines data from an inertial measurement unit…

This paper proposes a highly accurate trajectory estimation method for outdoor mobile robots using global navigation satellite system (GNSS) time differences of carrier phase (TDCP) measurements. By using GNSS TDCP, the relative 3D position…

机器人学 · 计算机科学 2023-12-06 Taro Suzuki

Trajectory planning is challenging for autonomous cars since they operate in unpredictable environments with limited sensor horizons. To incorporate new information as it is sensed, planning is done in a loop, with the next plan being…

系统与控制 · 计算机科学 2019-02-07 Sean Vaskov , Utkarsh Sharma , Shreyas Kousik , Matthew Johnson-Roberson , Ramanarayan Vasudevan

Slip is a very common phenomena present in wheeled mobile robotic systems. It has undesirable consequences such as wasting energy and impeding system stability. To tackle the challenge of mobile robot trajectory tracking under slippery…

机器人学 · 计算机科学 2023-02-01 Huidong Gao , Rui Zhou , Masayoshi Tomizuka , Zhuo Xu

Reliable estimation (or measurement) of vehicle states has always been an active topic of research in the automotive industry and academia. Among the vehicle states, vehicle speed has a priority due to its critical importance in traction…

最优化与控制 · 数学 2017-06-30 Mohammad Pirani , Ehsan Hashemi , Amir Khajepour , Baris Fidan , Bakhtiar Litkouhi , Shih-Ken Chen

This paper presents the development of a new collaborative road profile estimation and active suspension control framework in connected vehicles, where participating vehicles iteratively refine the road profile estimation and enhance…

系统与控制 · 电气工程与系统科学 2025-01-28 Harsh Modi , Mohammad R Hajidavalloo , Zhaojian Li , Minghui Zheng

Stochastic gradient algorithms are the main focus of large-scale optimization problems and led to important successes in the recent advancement of the deep learning algorithms. The convergence of SGD depends on the careful choice of…

机器学习 · 计算机科学 2017-03-03 Caglar Gulcehre , Jose Sotelo , Marcin Moczulski , Yoshua Bengio

Autonomous space rovers face significant challenges when navigating deformable and heterogeneous terrains due to variability in soil properties, which can lead to severe wheel slip, compromising navigation efficiency and increasing the risk…

机器人学 · 计算机科学 2024-09-24 Mubarak Yakubu , Yahya Zweiri , Ahmad Abubakar , Rana Azzam , Ruqayya Alhammadi , Lakmal Seneviratne