Cargando…

Human Activity Prediction Based on Forecasted IMU Activity Signals by Sequence-to-Sequence Deep Neural Networks

Human Activity Recognition (HAR) has gained significant attention due to its broad range of applications, such as healthcare, industrial work safety, activity assistance, and driver monitoring. Most prior HAR systems are based on recorded sensor data (i.e., past information) recognizing human activi...

Descripción completa

Detalles Bibliográficos
Autores principales:	Jaramillo, Ismael Espinoza, Chola, Channabasava, Jeong, Jin-Gyun, Oh, Ji-Heon, Jung, Hwanseok, Lee, Jin-Hyuk, Lee, Won Hee, Kim, Tae-Seong
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10385571/ https://www.ncbi.nlm.nih.gov/pubmed/37514789 http://dx.doi.org/10.3390/s23146491

Ejemplares similares

Real-Time Human Activity Recognition with IMU and Encoder Sensors in Wearable Exoskeleton Robot via Deep Learning Networks
por: Jaramillo, Ismael Espinoza, et al.
Publicado: (2022)

Explainable sequence-to-sequence GRU neural network for pollution forecasting
por: Mirzavand Borujeni, Sara, et al.
Publicado: (2023)

2D Convolutional Neural Markov Models for Spatiotemporal Sequence Forecasting
por: Halim, Calvin Janitra, et al.
Publicado: (2020)

Performance Analysis of Deep Learning Algorithms in Diagnosis of Malaria Disease
por: Hemachandran, K., et al.
Publicado: (2023)

Complex Deep Neural Networks from Large Scale Virtual IMU Data for Effective Human Activity Recognition Using Wearables
por: Kwon, Hyeokhyen, et al.
Publicado: (2021)

Calib-Net: Calibrating the Low-Cost IMU via Deep Convolutional Neural Network
por: Li , Ruihao, et al.
Publicado: (2022)

Effect of IMU Design on IMU-Derived Stride Metrics for Running
por: Potter, Michael V, et al.
Publicado: (2019)

Hybrid Deep Recurrent Neural Networks for Noise Reduction of MEMS-IMU with Static and Dynamic Conditions
por: Han, Shipeng, et al.
Publicado: (2021)

IMU-Based Movement Trajectory Heatmaps for Human Activity Recognition
por: Konak, Orhan, et al.
Publicado: (2020)

Validity of patient-derived xenograft mouse models for lung cancer based on exome sequencing data
por: Kim, Jaewon, et al.
Publicado: (2020)

Feature Representation and Data Augmentation for Human Activity Classification Based on Wearable IMU Sensor Data Using a Deep LSTM Neural Network
por: Steven Eyobu, Odongo, et al.
Publicado: (2018)

Forecasting of Patient-Specific Kidney Transplant Function With a Sequence-to-Sequence Deep Learning Model
por: Van Loon, Elisabet, et al.
Publicado: (2021)

Error Overboundings of KF-Based IMU/GNSS Integrated System Against IMU Faults
por: Liu, Wei, et al.
Publicado: (2019)

Effect of Strapdown Integration Order and Sampling Rate on IMU-Based Attitude Estimation Accuracy
por: Lee, Jung Keun, et al.
Publicado: (2018)

Effects of Data Augmentation on the Nine-Axis IMU-Based Orientation Estimation Accuracy of a Recurrent Neural Network
por: Choi, Ji Seok, et al.
Publicado: (2023)

Joint Constraints Based Dynamic Calibration of IMU Position on Lower Limbs in IMU-MoCap
por: Hu, Qian, et al.
Publicado: (2021)

Investigating the composition and recruitment of the mycobacterial ImuA′–ImuB–DnaE2 mutasome
por: Gessner, Sophia, et al.
Publicado: (2023)

BCNet: A Deep Learning Computer-Aided Diagnosis Framework for Human Peripheral Blood Cell Identification
por: Chola, Channabasava, et al.
Publicado: (2022)

IMU-based human activity recognition and payload classification for low-back exoskeletons
por: Pesenti, Mattia, et al.
Publicado: (2023)

Bayesian Forecasting of Extreme Values in an Exchangeable Sequence
por: Hill, Bruce M.
Publicado: (1994)

IMU-Based Gait Recognition Using Convolutional Neural Networks and Multi-Sensor Fusion
por: Dehzangi, Omid, et al.
Publicado: (2017)

Roadside Air Quality Forecasting in Shanghai with a Novel Sequence-to-Sequence Model
por: Wang, Dongsheng, et al.
Publicado: (2020)

NGSpop: A desktop software that supports population studies by identifying sequence variations from next-generation sequencing data
por: Lee, Dong-Jun, et al.
Publicado: (2022)

Clip-On IMU System for Assessing Age-Related Changes in Hand Functions
por: Lee, Seungjae, et al.
Publicado: (2020)

Data Quality and Reliability Assessment of Wearable EMG and IMU Sensor for Construction Activity Recognition
por: Bangaru, Srikanth Sagar, et al.
Publicado: (2020)

Ultra-Wideband Indoor Positioning and IMU-Based Activity Recognition for Ice Hockey Analytics
por: Vleugels, Robbe, et al.
Publicado: (2021)

Multimodal video and IMU kinematic dataset on daily life activities using affordable devices
por: Martínez-Zarzuela, Mario, et al.
Publicado: (2023)

Cross-Contamination versus Outbreak: Pre-XDR Mycobacterial Strains Confirmed by Whole-Genome Sequencing
por: Oh, Jee Youn, et al.
Publicado: (2021)

GNSS/IMU/ODO/LiDAR-SLAM Integrated Navigation System Using IMU/ODO Pre-Integration
por: Chang, Le, et al.
Publicado: (2020)

Automatic Swimming Activity Recognition and Lap Time Assessment Based on a Single IMU: A Deep Learning Approach
por: Delhaye, Erwan, et al.
Publicado: (2022)

Potential of IMU Sensors in Performance Analysis of Professional Alpine Skiers
por: Yu, Gwangjae, et al.
Publicado: (2016)

Shared Investment Projects and Forecasting Errors: Setting Framework Conditions for Coordination and Sequencing Data Quality Activities
por: Leitner, Stephan, et al.
Publicado: (2015)

Estimation of Gait Mechanics Based on Simulated and Measured IMU Data Using an Artificial Neural Network
por: Mundt, Marion, et al.
Publicado: (2020)

IMU-Based Classification of Locomotion Modes, Transitions, and Gait Phases with Convolutional Recurrent Neural Networks
por: Marcos Mazon, Daniel, et al.
Publicado: (2022)

PADB : Published Association Database
por: Rhee, Hwanseok, et al.
Publicado: (2007)

Acupuncture Regulates Symptoms of Parkinson’s Disease via Brain Neural Activity and Functional Connectivity in Mice
por: Oh, Ju-Young, et al.
Publicado: (2022)

How We Found Our IMU: Guidelines to IMU Selection and a Comparison of Seven IMUs for Pervasive Healthcare Applications
por: Zhou, Lin, et al.
Publicado: (2020)

High-density EMG, IMU, kinetic, and kinematic open-source data for comprehensive locomotion activities
por: Dimitrov, Hristo, et al.
Publicado: (2023)

IMU Sensor-Based Hand Gesture Recognition for Human-Machine Interfaces
por: Kim, Minwoo, et al.
Publicado: (2019)

Artificial Neural Networks, Sequence-to-Sequence LSTMs, and Exogenous Variables as Analytical Tools for NO(2) (Air Pollution) Forecasting: A Case Study in the Bay of Algeciras (Spain)
por: González-Enrique, Javier, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_avnlpij46336ht6m644toccbp1