Deep learning-based networks for automated recognition and classification of awkward working postures in construction using wearable insole sensor data

LSTM Networks Using Smartphone Data for Sensor-Based Human Activity Recognition in Smart Homes

(2021) Sakorn Mekruksavanich et al.   SENSORS

Posture-related data collection methods for construction workers: A review

(2021) Yantao Yu et al.   AUTOMATION IN CONSTRUCTION

Associations between physical or psychosocial risk factors and work-related musculoskeletal disorders in construction workers based on literature in the last 20 years: A systematic review

(2021) Shahnawaz Anwer et al.   INTERNATIONAL JOURNAL OF INDUSTRIAL ERGONOMICS

Automated postural ergonomic risk assessment using vision-based posture classification

(2021) JoonOh Seo et al.   AUTOMATION IN CONSTRUCTION

LSTM and GRU Neural Networks as Models of Dynamical Processes Used in Predictive Control: A Comparison of Models Developed for Two Chemical Reactors

(2021) Krzysztof Zarzycki et al.   SENSORS

Applying incremental Deep Neural Networks-based posture recognition model for ergonomics risk assessment in construction

(2021) Junqi Zhao et al.   ADVANCED ENGINEERING INFORMATICS

Risk assessment for musculoskeletal disorders based on the characteristics of work posture

(2021) Jingluan Wang et al.   AUTOMATION IN CONSTRUCTION

Automatic Classification of Squat Posture Using Inertial Sensors: Deep Learning Approach

(2020) Jaehyun Lee et al.   SENSORS

Physical exertion modeling for construction tasks using combined cardiorespiratory and thermoregulatory measures

(2020) Waleed Umer et al.   AUTOMATION IN CONSTRUCTION

Effective inertial sensor quantity and locations on a body for deep learning-based worker's motion recognition

(2020) Kinam Kim et al.   AUTOMATION IN CONSTRUCTION

Ontology-Based Semantic Modeling of Knowledge in Construction: Classification and Identification of Hazards Implied in Images

(2020) Botao Zhong et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Deep learning-based classification of work-related physical load levels in construction

(2020) Kanghyeok Yang et al.   ADVANCED ENGINEERING INFORMATICS

Construction Activity Recognition and Ergonomic Risk Assessment Using a Wearable Insole Pressure System

(2020) Maxwell Fordjour Antwi-Afari et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Convolutional long short-term memory model for recognizing construction workers’ postures from wearable inertial measurement units

(2020) Junqi Zhao et al.   ADVANCED ENGINEERING INFORMATICS

Detecting excessive load-carrying tasks using a deep learning network with a Gramian Angular Field

(2020) Hoonyong Lee et al.   AUTOMATION IN CONSTRUCTION

Effects of physical fatigue on the induction of mental fatigue of construction workers: A pilot study based on a neurophysiological approach

(2020) Xuejiao Xing et al.   AUTOMATION IN CONSTRUCTION

Joint-Level Vision-Based Ergonomic Assessment Tool for Construction Workers

(2019) Yantao Yu et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Sensing and warning-based technology applications to improve occupational health and safety in the construction industry

(2019) Maxwell Fordjour Antwi-Afari et al.   Engineering Construction and Architectural Management

A novel analysis-prediction approach for geometrically nonlinear problems using group method of data handling

(2019) Tan N. Nguyen et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Times-series data augmentation and deep learning for construction equipment activity recognition

(2019) Khandakar M. Rashid et al.   ADVANCED ENGINEERING INFORMATICS

Deep learning-based extraction of construction procedural constraints from construction regulations

(2019) Botao Zhong et al.   ADVANCED ENGINEERING INFORMATICS

Bi-LSTM Network for Multimodal Continuous Human Activity Recognition and Fall Detection

(2019) Haobo Li et al.   IEEE SENSORS JOURNAL

Detecting non-hardhat-use by a deep learning method from far-field surveillance videos

(2018) Qi Fang et al.   AUTOMATION IN CONSTRUCTION

Falls from heights: A computer vision-based approach for safety harness detection

(2018) Weili Fang et al.   AUTOMATION IN CONSTRUCTION

Ergonomic posture recognition using 3D view-invariant features from single ordinary camera

(2018) Hong Zhang et al.   AUTOMATION IN CONSTRUCTION

The use of machine learning algorithms in recommender systems: A systematic review

(2018) Ivens Portugal et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deep Convolutional Autoencoder for Radar-Based Classification of Similar Aided and Unaided Human Activities

(2018) Mehmet Saygin Seyfioglu et al.   IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS

Towards remote monitoring of Parkinson’s disease tremor using wearable motion capture systems

(2018) Mehdi Delrobaei et al.   JOURNAL OF THE NEUROLOGICAL SCIENCES

Automated ergonomic risk monitoring using body-mounted sensors and machine learning

(2018) Nipun D. Nath et al.   ADVANCED ENGINEERING INFORMATICS

Automated detection and classification of construction workers' loss of balance events using wearable insole pressure sensors

(2018) Maxwell Fordjour Antwi-Afari et al.   AUTOMATION IN CONSTRUCTION

Automatic Pixel-Level Crack Detection and Measurement Using Fully Convolutional Network

(2018) Xincong Yang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Fall risk assessment of construction workers based on biomechanical gait stability parameters using wearable insole pressure system

(2018) Maxwell Fordjour Antwi-Afari et al.   ADVANCED ENGINEERING INFORMATICS

Wearable insole pressure system for automated detection and classification of awkward working postures in construction workers

(2018) Maxwell Fordjour Antwi-Afari et al.   AUTOMATION IN CONSTRUCTION

Automated Action Recognition Using an Accelerometer-Embedded Wristband-Type Activity Tracker

(2018) JuHyeong Ryu et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Detection of construction workers under varying poses and changing background in image sequences via very deep residual networks

(2018) Hyojoo Son et al.   AUTOMATION IN CONSTRUCTION

The prevalence of musculoskeletal symptoms in the construction industry: a systematic review and meta-analysis

(2017) Waleed Umer et al.   INTERNATIONAL ARCHIVES OF OCCUPATIONAL AND ENVIRONMENTAL HEALTH

Experience, Productivity, and Musculoskeletal Injury among Masonry Workers

(2017) Abdullatif Alwasel et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Identification of Biomechanical Risk Factors for the Development of Lower-Back Disorders during Manual Rebar Tying

(2017) Waleed Umer et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Human action recognition in RGB-D videos using motion sequence information and deep learning

(2017) Earnest Paul Ijjina et al.   PATTERN RECOGNITION

Experience, Productivity, and Musculoskeletal Injury among Masonry Workers

(2017) Abdullatif Alwasel et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Identification of Biomechanical Risk Factors for the Development of Lower-Back Disorders during Manual Rebar Tying

(2017) Waleed Umer et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Performance Analysis of Smartphone-Sensor Behavior for Human Activity Recognition

(2017) Yufei Chen et al.   IEEE Access

Smartphone-based construction workers' activity recognition and classification

(2016) Reza Akhavian et al.   AUTOMATION IN CONSTRUCTION

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

(2016) Francisco Ordóñez et al.   SENSORS

Motion Data-Driven Biomechanical Analysis during Construction Tasks on Sites

(2015) JoonOh Seo et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Risk Assessment of Work-Related Musculoskeletal Disorders in Construction: State-of-the-Art Review

(2015) Di Wang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Physical Human Activity Recognition Using Wearable Sensors

(2015) Ferhat Attal et al.   SENSORS

Risk Assessment of Work-Related Musculoskeletal Disorders in Construction: State-of-the-Art Review

(2015) Di Wang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

A vision-based motion capture and recognition framework for behavior-based safety management

(2013) SangUk Han et al.   AUTOMATION IN CONSTRUCTION

Real-time construction worker posture analysis for ergonomics training

(2012) Soumitry J. Ray et al.   ADVANCED ENGINEERING INFORMATICS

Accelerometer-Based Activity Recognition in Construction

(2010) Liju Joshua et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Activity identification using body-mounted sensors—a review of classification techniques

(2009) Stephen J Preece et al.   PHYSIOLOGICAL MEASUREMENT