Cover Image
Read Now

Sensors for Human Activity Recognition

Human activity recognition (HAR) and human behavior recognition (HBR) play increasingly important roles in the digital age. High-quality sensory observations applicable to recognizing users' activities and behaviors, including electrical, magnetic, mechanical (kinetic), optical, acoustic, therm...

Full description

Bibliographic Details
Main Author: Liu, Hui
Other Authors: Gamboa, Hugo, Schultz, Tanja
Format: eBook
Language:English
Published: Basel MDPI - Multidisciplinary Digital Publishing Institute 2023
Subjects:
Psychological Stress
Gps
Machine Learning
In-store Camera
Medical Equipment And Techniques / Bicssc
Heart Rate Variability
Vision-based Human Activity Recognition
Multi-location
Syn-lstm
N/a
Functional Electrical Stimulation
Har
Shapley Additive Explanations
Smart Home
Energy Consumption
Deep Learning
Point-to-point Camera Distortion Calibration
Vr High-altitude Experiment
Gated Recurrent Unit
Adversarial Learning
Wearable Devices
Explainable Methods
Sensing Technique
Deep Complex Network
Wi-fi Sensing
Pedestrian Dead Reckoning
Ankle-foot Orthoses
Human In The Loop
Accelerometer
Smart Retail
Domain Generalization
Indoor Localization
Validation Methodology
Customer Behavior Recognition
Leave-one-subject-out Cross-validation
Semi-supervised Learning
Camera Calibration
Behavior Reconstruction
Digital Image Correlation
Electrocardiogram
Speckle Pattern
Human Activity Recognition
Online Access:
Collection: Directory of Open Access Books - Collection details see MPG.ReNa
Description
Summary:Human activity recognition (HAR) and human behavior recognition (HBR) play increasingly important roles in the digital age. High-quality sensory observations applicable to recognizing users' activities and behaviors, including electrical, magnetic, mechanical (kinetic), optical, acoustic, thermal, and chemical biosignals, are inseparable from sensors' sophisticated design and appropriate application. Traditional sensors suitable for HAR and HBR, including external sensors for smart homes, optical sensors such as cameras for capturing video signals, and bioelectrical, biomagnetic, and biomechanical sensors for wearable applications, have been studied and verified adequately. They continue to be researched in depth for more effective and efficient usage, and brand-new areas facilitated by sensor-based HAR/HBR are emerging, such as interactive edutainment, single-motion duration analysis, time series information retrieval, handcrafted and high-level feature design, and fall detection. Meanwhile, innovative sensor research for HAR or HBR is also very active in the academic community, including new sensors appropriate for HAR/HBR, new designs and applications of the above-mentioned traditional sensors, and the usage of non-traditional HAR-/HBR-related sensor types, among others.
Item Description:Creative Commons (cc), https://creativecommons.org/licenses/by/4.0/
Physical Description:1 electronic resource (216 p.)
ISBN:9783036575551
books978-3-0365-7555-1
9783036575544

Similar Items