Spatial–temporal attention fusion for traffic speed prediction
Sign Up to like & getrecommendations! Published in 2022 at "Soft Computing"
DOI: 10.1007/s00500-021-06521-7
Abstract: Accurate vehicle speed prediction is of great significance to the urban traffic intelligent control system. However, in terms of traffic speed prediction, the modules that integrate temporal and spatial features in the existing traffic speed… read more here.
Keywords: speed; traffic speed; prediction; term ... See more keywords
Investigating long-term vehicle speed prediction based on GA-BP algorithms and the road-traffic environment
Sign Up to like & getrecommendations! Published in 2020 at "Science China Information Sciences"
DOI: 10.1007/s11432-019-2792-9
Abstract: Dear editor, Effective and accurate long-term speed prediction is crucial for intelligent transportation and automobile intelligent energy management systems of intelligent connected vehicles. These predictions have important research value and broad application prospects including widespread… read more here.
Keywords: traffic; vehicle; road; speed prediction ... See more keywords
Short-term wind speed prediction using Extended Kalman filter and machine learning
Sign Up to like & getrecommendations! Published in 2020 at "Energy Reports"
DOI: 10.1016/j.egyr.2020.12.020
Abstract: Abstract Wind speed prediction could play an important role in improving the performance of wind turbine control and condition monitoring. For example, by predicting or forecasting the upcoming wind in advance, fluctuations in wind power… read more here.
Keywords: speed prediction; wind speed; extended kalman; using extended ... See more keywords
Wind speed behaviors feather analysis and its utilization on wind speed prediction using 3D-CNN
Sign Up to like & getrecommendations! Published in 2021 at "Energy"
DOI: 10.1016/j.energy.2021.121523
Abstract: Abstract Aiming at the local wind speed prediction of each turbine in the wind farm, a wind speed prediction method based on feature analysis of wind speed behavior coupling the time characteristics and spatial feature… read more here.
Keywords: speed; speed prediction; wind speed; feature ... See more keywords
A novel method based on Weibull distribution for short-term wind speed prediction
Sign Up to like & getrecommendations! Published in 2017 at "International Journal of Hydrogen Energy"
DOI: 10.1016/j.ijhydene.2017.03.006
Abstract: Abstract Wind speed prediction (WSP) is essential in order to predict and analyze efficiency and performance of wind-based electricity generation systems. More accurate WSP may provide better opportunities to design and build more efficient and… read more here.
Keywords: speed prediction; speed; short term; wind speed ... See more keywords
A machine learning model for hub-height short-term wind speed prediction
Sign Up to like & getrecommendations! Published in 2025 at "Nature Communications"
DOI: 10.1038/s41467-025-58456-4
Abstract: Accurate short-term wind speed prediction is crucial for maintaining the safe, stable, and efficient operation of wind power systems. We propose a multivariate meteorological data fusion wind prediction network (MFWPN) to study fine-grid vector wind… read more here.
Keywords: wind; wind speed; speed prediction; prediction ... See more keywords
KAPNet: A physics-informed neural network with physical constraints modeled by Kolmogorov–Arnold network for wind speed prediction
Sign Up to like & getrecommendations! Published in 2025 at "AIP Advances"
DOI: 10.1063/5.0292276
Abstract: Reliable wind speed prediction plays a crucial role in facilitating the efficient dispatch of wind energy, while its potential is limited by the inadequate integration of physical mechanisms in existing data-driven models. Accordingly, this paper… read more here.
Keywords: wind speed; speed prediction; prediction; network ... See more keywords
Hybrid Deep Learning Approach for Traffic Speed Prediction.
Sign Up to like & getrecommendations! Published in 2022 at "Big data"
DOI: 10.1089/big.2021.0251
Abstract: Traffic speed prediction plays a fundamental role in traffic management and driving route planning. However, timely accurate traffic speed prediction is challenging as it is affected by complex spatial and temporal correlations. Most existing works… read more here.
Keywords: traffic; speed prediction; layer; traffic speed ... See more keywords
Truck Traffic Speed Prediction Under Non-Recurrent Congestion: Based on Optimized Deep Learning Algorithms and GPS Data
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2018.2890414
Abstract: Due to the restriction of traffic management measure in large cities, large heavy-haul trucks can only travel on the circuits and expressways around the city, which often causes congestion in these areas. It is necessary… read more here.
Keywords: speed; non recurrent; speed prediction; traffic speed ... See more keywords
Dynamic Optimization of Recurrent Networks for Wind Speed Prediction on Edge Devices
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3581973
Abstract: Accurate wind speed prediction (WSP) remains essential for optimizing energy management in small-scale domestic windmills. Server-dependent machine learning models, commonly deployed in wind farms, prove infeasible for domestic systems due to high costs and energy… read more here.
Keywords: memory; edge devices; wind speed; speed prediction ... See more keywords
Research on Offshore Vessel Speed Prediction Based on TCN-Transformer-CrossAttention
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3602875
Abstract: Accurate speed prediction of maritime vessels is critical for navigation safety, traffic management, and collision avoidance, particularly in busy nearshore areas where complex spatial-temporal dependencies challenge traditional prediction models. To overcome the limitations of conventional… read more here.
Keywords: tcn transformer; speed prediction; prediction; vessel speed ... See more keywords