Deep Learning-Based Activity-Aware 3D Human Motion Trajectory Prediction in Construction

Application of deep learning approaches to predict monthly stream flows

(2023) H. Yildirim Dalkilic et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

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

(2022) Maxwell Fordjour Antwi-Afari et al.   AUTOMATION IN CONSTRUCTION

3D human motion prediction: A survey

(2022) Kedi Lyu et al.   NEUROCOMPUTING

Construction Robot Teleoperation Safeguard Based on Real-Time Human Hand Motion Prediction

(2022) Tianyu Zhou et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Spatial-Temporal Attentive LSTM for Vehicle-Trajectory Prediction

(2022) Rui Jiang et al.   ISPRS International Journal of Geo-Information

Human motion prediction for intelligent construction: A review

(2022) Xiaolu Xia et al.   AUTOMATION IN CONSTRUCTION

Improved anti-noise adaptive long short-term memory neural network modeling for the robust remaining useful life prediction of lithium-ion batteries

(2022) Shunli Wang et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Identifying impact of variables in deep learning models on bankruptcy prediction of construction contractors

(2021) Youjin Jang et al.   Engineering Construction and Architectural Management

Brainwave-driven human-robot collaboration in construction

(2021) Yizhi Liu et al.   AUTOMATION IN CONSTRUCTION

Motion Planning of Mobile Robots for Autonomous Navigation on Uneven Ground Surfaces

(2021) Inbae Jeong et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Computer vision and long short-term memory: Learning to predict unsafe behaviour in construction

(2021) Ting Kong et al.   ADVANCED ENGINEERING INFORMATICS

Identifying the Perception Differences of Emerging Construction-Related Technologies between Industry and Academia to Enable High Levels of Collaboration

(2021) Youjin Jang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Human–Robot Collaboration in Construction: Classification and Research Trends

(2021) Ci-Jyun Liang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

3D pose estimation and future motion prediction from 2D images

(2021) Ji Yang et al.   PATTERN RECOGNITION

Human trajectory prediction and generation using LSTM models and GANs

(2021) Luca Rossi et al.   PATTERN RECOGNITION

Spatiotemporal Co-Attention Recurrent Neural Networks for Human-Skeleton Motion Prediction

(2021) Xiangbo Shu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

“How many images do I need?” Understanding how sample size per class affects deep learning model performance metrics for balanced designs in autonomous wildlife monitoring

(2020) Saleh Shahinfar et al.   Ecological Informatics

Human motion trajectory prediction: a survey

(2020) Andrey Rudenko et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Predicting groundwater depth fluctuations using deep learning, extreme learning machine and Gaussian process: a comparative study

(2020) Deepak Kumar et al.   Earth Science Informatics

Sensor-based and vision-based human activity recognition: A comprehensive survey

(2020) L. Minh Dang et al.   PATTERN RECOGNITION

Pre-service fatigue screening for construction workers through wearable EEG-based signal spectral analysis

(2019) Heng Li et al.   AUTOMATION IN CONSTRUCTION

Predicting Business Failure of Construction Contractors Using Long Short-Term Memory Recurrent Neural Network

(2019) Youjin Jang et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Automated excavators activity recognition and productivity analysis from construction site surveillance videos

(2019) Chen Chen et al.   AUTOMATION IN CONSTRUCTION

Dynamic Modeling for Analyzing Impacts of Skilled Labor Shortage on Construction Project Management

(2019) Sungjin Kim et al.   JOURNAL OF MANAGEMENT IN ENGINEERING

Business Failure Prediction of Construction Contractors Using a LSTM RNN with Accounting, Construction Market, and Macroeconomic Variables

(2019) Youjin Jang et al.   JOURNAL OF MANAGEMENT IN ENGINEERING

Human activity recognition from UAV-captured video sequences

(2019) Hazar Mliki et al.   PATTERN RECOGNITION

Deep learning algorithms for human activity recognition using mobile and wearable sensor networks: State of the art and research challenges

(2018) Henry Friday Nweke et al.   EXPERT SYSTEMS WITH APPLICATIONS

Survey on human–robot collaboration in industrial settings: Safety, intuitive interfaces and applications

(2018) Valeria Villani et al.   MECHATRONICS

Trajectory generation algorithm for safe human-robot collaboration based on multiple depth sensor measurements

(2018) Matteo Ragaglia et al.   MECHATRONICS

Human Daily and Sport Activity Recognition Using a Wearable Inertial Sensor Network

(2018) Yu-Liang Hsu et al.   IEEE Access

Robust human activity recognition from depth video using spatiotemporal multi-fused features

(2017) Ahmad Jalal et al.   PATTERN RECOGNITION

A Comprehensive Review on Handcrafted and Learning-Based Action Representation Approaches for Human Activity Recognition

(2017) Allah Sargano et al.   Applied Sciences-Basel

Depth Images-based Human Detection, Tracking and Activity Recognition Using Spatiotemporal Features and Modified HMM

(2016) Shaharyar Kamal et al.   Journal of Electrical Engineering & Technology

Human Activity Recognition Process Using 3-D Posture Data

(2015) Salvatore Gaglio et al.   IEEE Transactions on Human-Machine Systems

A survey on activity recognition and behavior understanding in video surveillance

(2012) Sarvesh Vishwakarma et al.   VISUAL COMPUTER