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Options for digital twin application in developing country river basin management: a review by Botai, Joel O., Ghosh, Surajit, Matheswaran, Karthikeyan, Dickens, Chris, Langa, Nkateko, Garcia Andarcia, Mariangel

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Development of the conceptual framework (version 2.0) of the Multidimensional Digital Inclusiveness Index by Martins, Carolina Iglésias, Opola, Felix Ouko, Jacobs-Mata, Inga, Garcia Andarcia, Mariangel, Nortje, Karen, Joshi, Deepa, Singaraju, N., Muller, A., Christen, R., Malhotra, A.

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Digital Twin for management of water resources in the Limpopo River Basin: a concept by Garcia Andarcia, Mariangel, Dickens, Chris, Silva, Paulo, Matheswaran, Karthikeyan, Koo, Jawoo

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Co-designing a Digital Twin for water resource management in the Limpopo River Basin: outcomes from the Ideation and Stakeholder Workshop by Garcia Andarcia, Mariangel, Silva, Paulo, Dickens, Chris

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Operational SWAT+ model: advancing seasonal forecasting in the Limpopo River Basin by Chambel-Leitão, P., Santos, F., Barreiros, D., Santos, H., Silva, Paulo, Madushanka, Thilina, Matheswaran, Karthikeyan, Muthuwatta, Lal P., Vickneswaran, Keerththanan, Retief, H., Dickens, Chris, Garcia Andarcia, Mariangel

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A description of recent drought prevalence in the Limpopo River Basin by Ghosh, Surajit, Vigneswaran, Kayathri, Dickens, Chris, Retief, H., Garcia Andarcia, Mariangel

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Performance evaluation of ECMWF monthly rainfall forecasts in the Limpopo River Basin by Vigneswaran, Kayathri, Ghosh, Surajit, Retief, H., Garcia Andarcia, Mariangel, Dickens, Chris

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Experimental drought forecast for Limpopo River Basin by Vigneswaran, Kayathri, Ghosh, Surajit, Dickens, Chris, Garcia Andarcia, Mariangel

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Limpopo River Basin Digital Twin Open Data Cube Catalog by Afham, Abdul, Silva, Paulo, Ghosh, Surajit, Kiala, Zolo, Retief, H., Dickens, Chris, Garcia Andarcia, Mariangel

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MDII Scoring Dashboard (version 1.00): a tool for visualizing digital inclusiveness and innovation performance by Nisansa, Vinuri, Martins, Carolina Iglésias, Opola, Felix Ouko, Roberto, C., Garcia Andarcia, Mariangel

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Fostering inclusive water use and productivity in South Africa and Malawi through VIA’s Chameleon Water Sensor by Opola, Felix Ouko, Dyer, S., Garcia Andarcia, Mariangel

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Multidimensional Digital Inclusiveness Index: dimensionality reduction for improved applicability in Digital Agri-solutions by Martins, Carolina Iglésias, Opola, Felix Ouko, Garcia Andarcia, Mariangel, Joshi, Deepa, Muller, A., Christen, R.

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WaterCopilot: a water management AI virtual assistant for the Limpopo River Basin Digital Twin - technical guide by Vickneswaran, Keerththanan, Retief, H., Padilha, R., Dickens, Chris, Silva, Paulo, Garcia Andarcia, Mariangel

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WaterCopilot: a water management AI virtual assistant for the Limpopo River Basin Digital Twin - user guide V0 202410 by Vickneswaran, Keerththanan, Retief, H., Padilha, R., Dickens, Chris, Silva, Paulo, Ghosh, Surajit, Garcia Andarcia, Mariangel

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Real-time application of the PROBFLO framework risk approach as a part of the digital twin towards the implementation of environmental flows in the Limpopo Basin, southern Africa by O’Brien, G. C., Wade, M., Bembe, M. J., Dickens, Christopher, McNiel, T., Retief, H., Silva, Paulo, Garcia Andarcia, Mariangel

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Development and application of the FISHTRAC real-time remote monitoring tool for digital twinning of river basins in southern Africa by Kaiser-Reichel, A., Burnett, M., Dickens, Christopher, McNiel, T., Retief, H., Süßle, V., Garcia Andarcia, Mariangel, O’Brien, G. C.

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Recent drought prevalence in the Limpopo River Basin: insights from the digital twin platform by Ghosh, Surajit, Vigneswaran, Kayathri, Dickens, Chris, Retief, H., Garcia Andarcia, Mariangel

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Digital solutions for Africa’s water management by Velpuri, Naga Manohar, Seid, Abdulkarim, Leh, Mansoor, Mekonnen, Kirubel, Haile, Alemseged Tamiru, Garcia Andarcia, Mariangel, Owusu, Afua, Akpoti, Komlavi, Storr, Samuel, Greatrix, Emma, Wamba, Elizabeth

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Technology and partnerships to strengthen flood resilience in Ethiopia’s fragile environment by Tafesse, Y., Haile, Alemseged Tamiru, Wamba, Elizabeth, Garcia Andarcia, Mariangel, Seid, Abdulkarim

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From YOLO to VLMs: advancing zero-shot and few-shot detection of wastewater treatment plants using satellite imagery in MENA Region by Premarathna, Akila, Hewageegana, Kanishka, Garcia Andarcia, Mariangel

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