Browsing by Author "Du, Liang"
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Graph ensemble deep random vector functional link network for traffic forecasting
Du, Liang; Gao, Ruobin; Suganthan, Ponnuthurai Nagaratnam; Wang, David Z.W. (2022 , Article)Traffic forecasting is crucial to achieving a smart city as it facilitates public transportation management, autonomous driving, and the resource relocation of the sharing economy. Traffic forecasting belongs to the ... -
Random vector functional link neural network based ensemble deep learning for short-term load forecasting
Gao, Ruobin; Du, Liang; Suganthan, Ponnuthurai Nagaratnam; Zhou, Qin; Yuen, Kum Fai ( Elsevier Ltd , 2022 , Article)Electric load forecasting is essential for the planning and maintenance of power systems. However, its un-stationary and non-linear properties impose significant difficulties in predicting future demand. This paper proposes ... -
Time Series Forecasting Using Online Performance-based Ensemble Deep Random Vector Functional Link Neural Network
Du, Liang; Gao, Ruobin; Suganthan, Ponnuthurai Nagaratnam; Wang, David Z.W. ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Conference Paper)Time series forecasting remains a challenging task in data science while it is of great relevance to decision-making in various industries such as transportation, finance, electricity resource management, meteorology. ...