Suchergebnisse - spatio-temporal forecasting algorithm

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    A decomposable multi-fusion spatio-temporal marine traffic flow forecasting algorithm: Taking the North Sea and Baltic Sea region as an example von Yuan, Yi, Guo, Hetian, Fan, Zipei, Peng, Yingzhi, Zhang, Jiaqi, Song, Xuan, Shibasaki, Ryosuke

    ISSN: 1366-5545
    Veröffentlicht: Elsevier Ltd 01.11.2025
    “… Maritime transportation, which is responsible for handling over 80% of global trade, is integral to the international supply chain. As global trade continues …”
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    Journal Article
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    Spatio-temporal Crime Analysis and Forecasting on Twitter Data Using Machine Learning Algorithms von Vivek, Meghashyam, Prathap, Boppuru Rudra

    ISSN: 2661-8907, 2662-995X, 2661-8907
    Veröffentlicht: Singapore Springer Nature Singapore 01.01.2023
    Veröffentlicht in SN computer science (01.01.2023)
    “… The concept of social media began to gain popularity in the late 1990s and has played a significant role in connecting people across the globe. The constant …”
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    Journal Article
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    Enhancing green hydrogen forecasting with a spatio-temporal graph convolutional network optimized by the Ninja algorithm von Yassen, Mona Ahmed, Alhussan, Amel Ali, Abdel-Fattah, Mohamed Gamal, Ismael, Islam, El.Deen Salah Mostafa, Hossam, El-kenawy, El-Sayed M.

    ISSN: 2045-2322, 2045-2322
    Veröffentlicht: London Nature Publishing Group UK 07.11.2025
    Veröffentlicht in Scientific reports (07.11.2025)
    “… We introduce a new system that utilizes a Spatio-Temporal Graph Convolutional Network (STGCN) and a novel algorithm, the Ninja Optimization Algorithm …”
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    Journal Article
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    Spatio-temporal analysis of drought in Southern Italy: a combined clustering-forecasting approach based on SPEI index and artificial intelligence algorithms von Di Nunno, Fabio, Granata, Francesco

    ISSN: 1436-3240, 1436-3259
    Veröffentlicht: Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2023
    “… A reliable prediction of the spatio-temporal drought variation can lead to a reduction in vulnerability and an improvement in the management of drought-dependent businesses …”
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    Multi-Step-Ahead Electricity Price Forecasting Based on Temporal Graph Convolutional Network von Su, Haokun, Peng, Xiangang, Liu, Hanyu, Quan, Huan, Wu, Kaitong, Chen, Zhiwen

    ISSN: 2227-7390, 2227-7390
    Veröffentlicht: Basel MDPI AG 01.07.2022
    Veröffentlicht in Mathematics (Basel) (01.07.2022)
    “… In order to improve the accuracy of electricity price forecasting, this paper proposes a novel spatio-temporal prediction model, which is combined with the graph convolutional network (GCN …”
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    A Hybrid Mud Ring Algorithm and Continual Spatio-Temporal Graph Convolutional Networks for Short-Term Residential Load Forecasting in Smart Grids von Babu, B. Suresh, Rajagopalan, T., Srinivasan, P. Santhosh, Reddy, Chinthalacheruvu Venkata Krishna

    ISSN: 2731-8087, 2731-8087
    Veröffentlicht: Singapore Springer Nature Singapore 23.04.2025
    Veröffentlicht in Smart grids and sustainable energy (23.04.2025)
    “… The proposed framework uses Mud Ring Algorithm (MRA) to optimize Continual Spatio-Temporal Graph Convolutional Networks (CSTGCN …”
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    Journal Article
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    Multi-objective evolutionary spatio-temporal forecasting of air pollution von Espinosa, Raquel, Jiménez, Fernando, Palma, José

    ISSN: 0167-739X, 1872-7115
    Veröffentlicht: Elsevier B.V 01.11.2022
    Veröffentlicht in Future generation computer systems (01.11.2022)
    “… In the current literature, there are a large number of proposals for spatio-temporal air pollution forecasting …”
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    Journal Article
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    CSAN: A neural network benchmark model for crime forecasting in spatio-temporal scale von Wang, Qi, Jin, Guangyin, Zhao, Xia, Feng, Yanghe, Huang, Jincai

    ISSN: 0950-7051, 1872-7409
    Veröffentlicht: Amsterdam Elsevier B.V 15.02.2020
    Veröffentlicht in Knowledge-based systems (15.02.2020)
    “… , the intractable correlations as well as information redundancies in spatio-temporal dataset. To achieve efficient information processing and disentangle relationships …”
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    Spatio-temporal feature amplified forecasting framework for uncertain power tracking of multitype renewable energy and loads von Liu, Yanli, Jia, Ziwen, Liu, Liqi

    ISSN: 0306-2619
    Veröffentlicht: Elsevier Ltd 01.12.2025
    Veröffentlicht in Applied energy (01.12.2025)
    “… Therefore, this paper proposes a spatio-temporal feature amplified (STFA) forecasting framework, which can be seamlessly incorporated into state-of-the-art deep learning algorithms …”
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    Ultra-fast preselection in lasso-type spatio-temporal solar forecasting problems von Yang, Dazhi

    ISSN: 0038-092X, 1471-1257
    Veröffentlicht: New York Elsevier Ltd 01.12.2018
    Veröffentlicht in Solar energy (01.12.2018)
    “… •A preselection algorithm is proposed for lasso-type spatio-temporal solar forecasting …”
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    Journal Article
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    A novel spatial electric load forecasting method based on LDTW and GCN von Wei, Minjie, wen, Mi, Zhang, Yi

    ISSN: 1751-8687, 1751-8695
    Veröffentlicht: Wiley 01.02.2024
    Veröffentlicht in IET generation, transmission & distribution (01.02.2024)
    “… Spatial power load forecasting is crucial for power grid planning, generation planning, dispatching, efficient power utilization, and sustainable development …”
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    Spatio-temporal landslide forecasting using process-based and data-driven approaches: A case study from Western Ghats, India von Abraham, Minu Treesa, Vaddapally, Manjunath, Satyam, Neelima, Pradhan, Biswajeet

    ISSN: 0341-8162, 1872-6887
    Veröffentlicht: Elsevier B.V 01.04.2023
    Veröffentlicht in Catena (Giessen) (01.04.2023)
    “… A new data-driven approach for spatio-temporal landslide forecasting on a regional scale is proposed, integrating Landslide Susceptibility Maps (LSMs …”
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    Journal Article
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    Neighbourhood level real-time forecasting of dengue cases in tropical urban Singapore von Chen, Yirong, Ong, Janet Hui Yi, Rajarethinam, Jayanthi, Yap, Grace, Ng, Lee Ching, Cook, Alex R.

    ISSN: 1741-7015, 1741-7015
    Veröffentlicht: London BioMed Central 06.08.2018
    Veröffentlicht in BMC medicine (06.08.2018)
    “… The objective of this study is to develop a novel framework for producing a spatio-temporal dengue forecast at a neighbourhood …”
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    Journal Article
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    Spatio-temporal crime predictions in smart cities: A data-driven approach and experiments von Catlett, Charlie, Cesario, Eugenio, Talia, Domenico, Vinci, Andrea

    ISSN: 1574-1192, 1873-1589
    Veröffentlicht: Elsevier B.V 01.02.2019
    Veröffentlicht in Pervasive and mobile computing (01.02.2019)
    “… Steadily increasing urbanization is causing significant economic and social transformations in urban areas, posing several challenges related to city …”
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    MicroSTNet: a spatio-temporal graph-based framework for time-series microbiome analysis von Gao, Shichen, Li, Li, Wang, Jiajia, Wang, Yadong, Dong, Yan

    ISSN: 2057-5858, 2057-5858
    Veröffentlicht: England 01.10.2025
    Veröffentlicht in Microbial genomics (01.10.2025)
    “… While existing machine learning algorithms are extensively used for phenotype prediction based on microbial communities, particularly for disease forecasting, they fail to fully utilize the spatio …”
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    Electric Vehicle Charging Load Prediction Considering Spatio-Temporal Node Importance Information von Hou, Sizu, Zhang, Xinyu, Yu, Haiqing

    ISSN: 1996-1073, 1996-1073
    Veröffentlicht: Basel MDPI AG 01.10.2024
    Veröffentlicht in Energies (Basel) (01.10.2024)
    “… spatio-temporal node importance information. The improved PageRank algorithm is used to carry out the importance degree calculation of the load nodes based on the historical load information and the geographic location information …”
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    Monthly stream flow forecasting via dynamic spatio-temporal models von Dehghani, Majid, Saghafian, Bahram, Rivaz, Firoozeh, Khodadadi, Ahmad

    ISSN: 1436-3240, 1436-3259
    Veröffentlicht: Berlin/Heidelberg Springer Berlin Heidelberg 01.03.2015
    “… In this research, a dynamic linear spatio-temporal model (DLSTM) was developed and evaluated for monthly streamflow forecasting …”
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    Spacecraft relative guidance via spatio-temporal resolution in atmospheric density forecasting von Guglielmo, David, Pérez, David, Bevilacqua, Riccardo, Mazal, Leonel

    ISSN: 0094-5765, 1879-2030
    Veröffentlicht: Elmsford Elsevier Ltd 01.12.2016
    Veröffentlicht in Acta astronautica (01.12.2016)
    “… Spatio-temporal resolution, or the mapping of density information to altitude and time, is shown in this work to improve atmospheric density estimation from forecasted density for spacecraft in LEO …”
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    Low-dimensional models in spatio-temporal wind speed forecasting von Sanandaji, Borhan M., Tascikaraoglu, Akin, Poolla, Kameshwar, Varaiya, Pravin

    ISSN: 0743-1619
    Veröffentlicht: American Automatic Control Council 01.07.2015
    Veröffentlicht in 2015 American Control Conference (ACC) (01.07.2015)
    “… Integration is facilitated with accurate short-term forecasts of wind power. The paper presents a spatio-temporal wind speed forecasting algorithm that incorporates the time series data of a target station and data of surrounding stations …”
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