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Reduce System Redundancy and Optimize Sensor Disposition for EMG–IMU Multimodal Fusion Human–Machine Interfaces With XAI

IEEE Transactions on Instrumentation and Measurement, 2023
Multimodal sensor fusion can improve the performance of human–machine interfaces (HMIs). However, increased sensing modalities and sensor count often cause excess redundancies, and when applying deep learning approaches, the recognition system can become
Peiqi Kang   +3 more
semanticscholar   +1 more source

Self-Healing Fault-Tolerant Control for High-Order Fully Actuated Systems Against Sensor Faults: A Redundancy Framework

IEEE Transactions on Cybernetics, 2023
This article presents a novel self-healing fault accommodation framework for high-order fully actuated systems (HOFASs) with sensor faults. Starting from the HOFAS model with nonlinear measurements, a $q$ -redundant observation proposition is derived ...
M. Cai, Xiao He, Donghua Zhou
semanticscholar   +1 more source

A novel quantitative measure of redundancy for kinematically redundant manipulators

Proceedings 2001 ICRA. IEEE International Conference on Robotics and Automation (Cat. No.01CH37164), 2002
In this paper, a novel quantitative measure of redundancy, called refined redundancy index (RRI), which is measured in the joint-rate level, is proposed. Based on the concept that a larger solution space of the inverse kinematics problem represents larger redundancy, the RRI is defined as the normalized magnitude of the solution spaces.
null Min-Hsiung Hung   +2 more
openaire   +1 more source

Strategic placements of PMUs for power network observability considering redundancy measurement

Measurement, 2019
This paper proposes a mixed integer nonlinear programming (MINLP) formulation with binary-valued variables for the optimal installation of the phasor measurement units (PMUs) in a power network.
R. Babu, B. Bhattacharyya
semanticscholar   +1 more source

Measures of Structural Redundancy in Reinforced Concrete Buildings. I: Redundancy Indices

Journal of Structural Engineering, 2004
A method based on nonlinear pushover analysis is proposed to quantify the deterministic and probabilistic effects of redundancy on the strength of structural systems. Two indices, the redundancy strength index and the redundancy variation index, are introduced to measure these effects.
Mohamed Husain, Panos Tsopelas
openaire   +1 more source

ETA-rPPGNet: Effective Time-Domain Attention Network for Remote Heart Rate Measurement

IEEE Transactions on Instrumentation and Measurement, 2021
Remote photoplethysmography (rPPG) technology is widely used to measure heart rate (HR) from facial video. However, the accuracy of rPPG signal extraction is affected by the slow content changes in long-range facial videos, and the extraction process is ...
Min Hu   +5 more
semanticscholar   +1 more source

The effect of redundancy on measurement

Proceedings. 2001 IEEE International Symposium on Information Theory (IEEE Cat. No.01CH37252), 2001
Summary: This correspondence demonstrates that increasing the number of measurements made on a system beyond the minimum (i.e., the number of degrees of freedom in the system) can reduce the effect of measurement errors. The correspondence shows that for three broad classes of measurement problems, as the measurement redundancy increases, the residual ...
Collins, Oliver M., Vasudev, N.
openaire   +1 more source

Measuring internal forces of redundant structures

Experimental Mechanics, 1985
Certain guidelines were formulated for conducting mechanical and electronic design, calibration and installation of steel or aluminum transducers, which may be utilized to monitor internal forces in selected elements of a redundant structure, directly and independently, without a need for analysis.
A. E. Aktan, V. V. Bertero
openaire   +1 more source

Measuring redundancy level on the web

Proceedings of the 7th Asian Internet Engineering Conference, 2011
This paper tries to estimate redundancy level on the Web by employing information collected from existent search engines. To make measurements feasible, a representative set of Internet sites was collected using a random sampling of the Internet catalogs DMOZ and Delicious.
Alexander Afanasyev   +3 more
openaire   +1 more source

Synergy, redundancy, and multivariate information measures: an experimentalist’s perspective

Journal of Computational Neuroscience, 2013
Information theory has long been used to quantify interactions between two variables. With the rise of complex systems research, multivariate information measures have been increasingly used to investigate interactions between groups of three or more variables, often with an emphasis on so called synergistic and redundant interactions.
Timme, Nicholas   +3 more
openaire   +3 more sources

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