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Towards an End-to-End Analysis and Prediction System for Weather, Climate, and Marine Applications in the Red Sea
The Red Sea, home to the second-longest coral reef system in the world, is a vital resource for the Kingdom of Saudi Arabia. The Red Sea provides 90% of the Kingdom’s potable water by desalinization, supporting tourism, shipping, aquaculture, and fishing industries, which together contribute about 1...
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Published in: | Bulletin of the American Meteorological Society 2021-01, Vol.102 (1), p.E99-E122 |
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creator | Hoteit, Ibrahim Abualnaja, Yasser Afzal, Shehzad Ait-El-Fquih, Boujemaa Akylas, Triantaphyllos Antony, Charls Dawson, Clint Asfahani, Khaled Brewin, Robert J. Cavaleri, Luigi Cerovecki, Ivana Cornuelle, Bruce Desamsetti, Srinivas Attada, Raju Dasari, Hari Sanchez-Garrido, Jose Genevier, Lily El Gharamti, Mohamad Gittings, John A. Gokul, Elamurugu Gopalakrishnan, Ganesh Guo, Daquan Hadri, Bilel Hadwiger, Markus Hammoud, Mohammed Abed Hendershott, Myrl Hittawe, Mohamad Karumuri, Ashok Knio, Omar Köhl, Armin Kortas, Samuel Krokos, George Kunchala, Ravi Issa, Leila Lakkis, Issam Langodan, Sabique Lermusiaux, Pierre Luong, Thang Ma, Jingyi Le Maitre, Olivier Mazloff, Matthew El Mohtar, Samah Papadopoulos, Vassilis P. Platt, Trevor Pratt, Larry Raboudi, Naila Racault, Marie-Fanny Raitsos, Dionysios E. Razak, Shanas Sanikommu, Sivareddy Sathyendranath, Shubha Sofianos, Sarantis Subramanian, Aneesh Sun, Rui Titi, Edriss Toye, Habib Triantafyllou, George Tsiaras, Kostas Vasou, Panagiotis Viswanadhapalli, Yesubabu Wang, Yixin Yao, Fengchao Zhan, Peng Zodiatis, George |
description | The Red Sea, home to the second-longest coral reef system in the world, is a vital resource for the Kingdom of Saudi Arabia. The Red Sea provides 90% of the Kingdom’s potable water by desalinization, supporting tourism, shipping, aquaculture, and fishing industries, which together contribute about 10%–20% of the country’s GDP. All these activities, and those elsewhere in the Red Sea region, critically depend on oceanic and atmospheric conditions. At a time of mega-development projects along the Red Sea coast, and global warming, authorities are working on optimizing the harnessing of environmental resources, including renewable energy and rainwater harvesting. All these require high-resolution weather and climate information. Toward this end, we have undertaken a multipronged research and development activity in which we are developing an integrated data-driven regional coupled modeling system. The telescopically nested components include 5-km- to 600-m-resolution atmospheric models to address weather and climate challenges, 4-km- to 50-m-resolution ocean models with regional and coastal configurations to simulate and predict the general and mesoscale circulation, 4-km- to 100-m-resolution ecosystem models to simulate the biogeochemistry, and 1-km- to 50-m-resolution wave models. In addition, a complementary probabilistic transport modeling system predicts dispersion of contaminant plumes, oil spill, and marine ecosystem connectivity. Advanced ensemble data assimilation capabilities have also been implemented for accurate forecasting. Resulting achievements include significant advancement in our understanding of the regional circulation and its connection to the global climate, development, and validation of long-term Red Sea regional atmospheric–oceanic–wave reanalyses and forecasting capacities. These products are being extensively used by academia, government, and industry in various weather and marine studies and operations, environmental policies, renewable energy applications, impact assessment, flood forecasting, and more. |
doi_str_mv | 10.1175/BAMS-D-19-0005.1 |
format | article |
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The Red Sea provides 90% of the Kingdom’s potable water by desalinization, supporting tourism, shipping, aquaculture, and fishing industries, which together contribute about 10%–20% of the country’s GDP. All these activities, and those elsewhere in the Red Sea region, critically depend on oceanic and atmospheric conditions. At a time of mega-development projects along the Red Sea coast, and global warming, authorities are working on optimizing the harnessing of environmental resources, including renewable energy and rainwater harvesting. All these require high-resolution weather and climate information. Toward this end, we have undertaken a multipronged research and development activity in which we are developing an integrated data-driven regional coupled modeling system. The telescopically nested components include 5-km- to 600-m-resolution atmospheric models to address weather and climate challenges, 4-km- to 50-m-resolution ocean models with regional and coastal configurations to simulate and predict the general and mesoscale circulation, 4-km- to 100-m-resolution ecosystem models to simulate the biogeochemistry, and 1-km- to 50-m-resolution wave models. In addition, a complementary probabilistic transport modeling system predicts dispersion of contaminant plumes, oil spill, and marine ecosystem connectivity. Advanced ensemble data assimilation capabilities have also been implemented for accurate forecasting. Resulting achievements include significant advancement in our understanding of the regional circulation and its connection to the global climate, development, and validation of long-term Red Sea regional atmospheric–oceanic–wave reanalyses and forecasting capacities. These products are being extensively used by academia, government, and industry in various weather and marine studies and operations, environmental policies, renewable energy applications, impact assessment, flood forecasting, and more.</description><identifier>ISSN: 0003-0007</identifier><identifier>EISSN: 1520-0477</identifier><identifier>DOI: 10.1175/BAMS-D-19-0005.1</identifier><language>eng</language><publisher>Boston: American Meteorological Society</publisher><subject>Aquaculture ; Atmospheric conditions ; Atmospheric models ; Biodiversity ; Biogeochemistry ; Climate ; Climate change ; Climate models ; Coastal zone ; Coasts ; Contaminant dispersion ; Contaminants ; Coral reefs ; Data assimilation ; Data collection ; Desalination ; Development projects ; Drinking water ; Earth Sciences ; Ecosystem models ; Energy harvesting ; Environment models ; Environmental economics ; Environmental management ; Environmental policy ; Fisheries ; Fishing ; Flood forecasting ; Global climate ; Global warming ; Industry ; International organizations ; Marine ecosystems ; Marine invertebrates ; Marine pollution ; Marine sciences ; Mesoscale circulation ; Meteorology ; Ocean models ; Ocean, Atmosphere ; Oceanography ; Oil pollution ; Oil spills ; Plumes ; Precipitation ; R&D ; Rain ; Rain water ; Rainwater recovery systems ; Regional development ; Renewable energy ; Renewable resources ; Research & development ; Resolution ; Resource management ; Sciences of the Universe ; Shipping ; Tourism ; Water harvesting ; Wave models ; Weather</subject><ispartof>Bulletin of the American Meteorological Society, 2021-01, Vol.102 (1), p.E99-E122</ispartof><rights>2020 American Meteorological Society</rights><rights>Copyright American Meteorological Society Jan 2021</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c369t-d8ee55f8afb50cccf2e5bbc2c80200edae611e0330c243be3ce971862b8129613</citedby><cites>FETCH-LOGICAL-c369t-d8ee55f8afb50cccf2e5bbc2c80200edae611e0330c243be3ce971862b8129613</cites><orcidid>0000-0002-3811-7787</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.jstor.org/stable/pdf/27207241$$EPDF$$P50$$Gjstor$$H</linktopdf><linktohtml>$$Uhttps://www.jstor.org/stable/27207241$$EHTML$$P50$$Gjstor$$H</linktohtml><link.rule.ids>230,314,780,784,885,27923,27924,58237,58470</link.rule.ids><backlink>$$Uhttps://hal.science/hal-03010422$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Hoteit, Ibrahim</creatorcontrib><creatorcontrib>Abualnaja, Yasser</creatorcontrib><creatorcontrib>Afzal, Shehzad</creatorcontrib><creatorcontrib>Ait-El-Fquih, Boujemaa</creatorcontrib><creatorcontrib>Akylas, Triantaphyllos</creatorcontrib><creatorcontrib>Antony, Charls</creatorcontrib><creatorcontrib>Dawson, Clint</creatorcontrib><creatorcontrib>Asfahani, Khaled</creatorcontrib><creatorcontrib>Brewin, Robert J.</creatorcontrib><creatorcontrib>Cavaleri, Luigi</creatorcontrib><creatorcontrib>Cerovecki, Ivana</creatorcontrib><creatorcontrib>Cornuelle, Bruce</creatorcontrib><creatorcontrib>Desamsetti, Srinivas</creatorcontrib><creatorcontrib>Attada, Raju</creatorcontrib><creatorcontrib>Dasari, Hari</creatorcontrib><creatorcontrib>Sanchez-Garrido, Jose</creatorcontrib><creatorcontrib>Genevier, Lily</creatorcontrib><creatorcontrib>El Gharamti, Mohamad</creatorcontrib><creatorcontrib>Gittings, John A.</creatorcontrib><creatorcontrib>Gokul, Elamurugu</creatorcontrib><creatorcontrib>Gopalakrishnan, Ganesh</creatorcontrib><creatorcontrib>Guo, Daquan</creatorcontrib><creatorcontrib>Hadri, Bilel</creatorcontrib><creatorcontrib>Hadwiger, Markus</creatorcontrib><creatorcontrib>Hammoud, Mohammed Abed</creatorcontrib><creatorcontrib>Hendershott, Myrl</creatorcontrib><creatorcontrib>Hittawe, Mohamad</creatorcontrib><creatorcontrib>Karumuri, Ashok</creatorcontrib><creatorcontrib>Knio, Omar</creatorcontrib><creatorcontrib>Köhl, Armin</creatorcontrib><creatorcontrib>Kortas, Samuel</creatorcontrib><creatorcontrib>Krokos, George</creatorcontrib><creatorcontrib>Kunchala, Ravi</creatorcontrib><creatorcontrib>Issa, Leila</creatorcontrib><creatorcontrib>Lakkis, Issam</creatorcontrib><creatorcontrib>Langodan, Sabique</creatorcontrib><creatorcontrib>Lermusiaux, Pierre</creatorcontrib><creatorcontrib>Luong, Thang</creatorcontrib><creatorcontrib>Ma, Jingyi</creatorcontrib><creatorcontrib>Le Maitre, Olivier</creatorcontrib><creatorcontrib>Mazloff, Matthew</creatorcontrib><creatorcontrib>El Mohtar, Samah</creatorcontrib><creatorcontrib>Papadopoulos, Vassilis P.</creatorcontrib><creatorcontrib>Platt, Trevor</creatorcontrib><creatorcontrib>Pratt, Larry</creatorcontrib><creatorcontrib>Raboudi, Naila</creatorcontrib><creatorcontrib>Racault, Marie-Fanny</creatorcontrib><creatorcontrib>Raitsos, Dionysios E.</creatorcontrib><creatorcontrib>Razak, Shanas</creatorcontrib><creatorcontrib>Sanikommu, Sivareddy</creatorcontrib><creatorcontrib>Sathyendranath, Shubha</creatorcontrib><creatorcontrib>Sofianos, Sarantis</creatorcontrib><creatorcontrib>Subramanian, Aneesh</creatorcontrib><creatorcontrib>Sun, Rui</creatorcontrib><creatorcontrib>Titi, Edriss</creatorcontrib><creatorcontrib>Toye, Habib</creatorcontrib><creatorcontrib>Triantafyllou, George</creatorcontrib><creatorcontrib>Tsiaras, Kostas</creatorcontrib><creatorcontrib>Vasou, Panagiotis</creatorcontrib><creatorcontrib>Viswanadhapalli, Yesubabu</creatorcontrib><creatorcontrib>Wang, Yixin</creatorcontrib><creatorcontrib>Yao, Fengchao</creatorcontrib><creatorcontrib>Zhan, Peng</creatorcontrib><creatorcontrib>Zodiatis, George</creatorcontrib><title>Towards an End-to-End Analysis and Prediction System for Weather, Climate, and Marine Applications in the Red Sea</title><title>Bulletin of the American Meteorological Society</title><description>The Red Sea, home to the second-longest coral reef system in the world, is a vital resource for the Kingdom of Saudi Arabia. The Red Sea provides 90% of the Kingdom’s potable water by desalinization, supporting tourism, shipping, aquaculture, and fishing industries, which together contribute about 10%–20% of the country’s GDP. All these activities, and those elsewhere in the Red Sea region, critically depend on oceanic and atmospheric conditions. At a time of mega-development projects along the Red Sea coast, and global warming, authorities are working on optimizing the harnessing of environmental resources, including renewable energy and rainwater harvesting. All these require high-resolution weather and climate information. Toward this end, we have undertaken a multipronged research and development activity in which we are developing an integrated data-driven regional coupled modeling system. The telescopically nested components include 5-km- to 600-m-resolution atmospheric models to address weather and climate challenges, 4-km- to 50-m-resolution ocean models with regional and coastal configurations to simulate and predict the general and mesoscale circulation, 4-km- to 100-m-resolution ecosystem models to simulate the biogeochemistry, and 1-km- to 50-m-resolution wave models. In addition, a complementary probabilistic transport modeling system predicts dispersion of contaminant plumes, oil spill, and marine ecosystem connectivity. Advanced ensemble data assimilation capabilities have also been implemented for accurate forecasting. Resulting achievements include significant advancement in our understanding of the regional circulation and its connection to the global climate, development, and validation of long-term Red Sea regional atmospheric–oceanic–wave reanalyses and forecasting capacities. These products are being extensively used by academia, government, and industry in various weather and marine studies and operations, environmental policies, renewable energy applications, impact assessment, flood forecasting, and more.</description><subject>Aquaculture</subject><subject>Atmospheric conditions</subject><subject>Atmospheric models</subject><subject>Biodiversity</subject><subject>Biogeochemistry</subject><subject>Climate</subject><subject>Climate change</subject><subject>Climate models</subject><subject>Coastal zone</subject><subject>Coasts</subject><subject>Contaminant dispersion</subject><subject>Contaminants</subject><subject>Coral reefs</subject><subject>Data assimilation</subject><subject>Data collection</subject><subject>Desalination</subject><subject>Development projects</subject><subject>Drinking water</subject><subject>Earth Sciences</subject><subject>Ecosystem models</subject><subject>Energy harvesting</subject><subject>Environment models</subject><subject>Environmental economics</subject><subject>Environmental management</subject><subject>Environmental policy</subject><subject>Fisheries</subject><subject>Fishing</subject><subject>Flood forecasting</subject><subject>Global climate</subject><subject>Global warming</subject><subject>Industry</subject><subject>International organizations</subject><subject>Marine ecosystems</subject><subject>Marine invertebrates</subject><subject>Marine pollution</subject><subject>Marine sciences</subject><subject>Mesoscale circulation</subject><subject>Meteorology</subject><subject>Ocean models</subject><subject>Ocean, Atmosphere</subject><subject>Oceanography</subject><subject>Oil pollution</subject><subject>Oil spills</subject><subject>Plumes</subject><subject>Precipitation</subject><subject>R&D</subject><subject>Rain</subject><subject>Rain water</subject><subject>Rainwater recovery systems</subject><subject>Regional development</subject><subject>Renewable energy</subject><subject>Renewable resources</subject><subject>Research & development</subject><subject>Resolution</subject><subject>Resource management</subject><subject>Sciences of the Universe</subject><subject>Shipping</subject><subject>Tourism</subject><subject>Water harvesting</subject><subject>Wave 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an End-to-End Analysis and Prediction System for Weather, Climate, and Marine Applications in the Red Sea</title><author>Hoteit, Ibrahim ; Abualnaja, Yasser ; Afzal, Shehzad ; Ait-El-Fquih, Boujemaa ; Akylas, Triantaphyllos ; Antony, Charls ; Dawson, Clint ; Asfahani, Khaled ; Brewin, Robert J. ; Cavaleri, Luigi ; Cerovecki, Ivana ; Cornuelle, Bruce ; Desamsetti, Srinivas ; Attada, Raju ; Dasari, Hari ; Sanchez-Garrido, Jose ; Genevier, Lily ; El Gharamti, Mohamad ; Gittings, John A. ; Gokul, Elamurugu ; Gopalakrishnan, Ganesh ; Guo, Daquan ; Hadri, Bilel ; Hadwiger, Markus ; Hammoud, Mohammed Abed ; Hendershott, Myrl ; Hittawe, Mohamad ; Karumuri, Ashok ; Knio, Omar ; Köhl, Armin ; Kortas, Samuel ; Krokos, George ; Kunchala, Ravi ; Issa, Leila ; Lakkis, Issam ; Langodan, Sabique ; Lermusiaux, Pierre ; Luong, Thang ; Ma, Jingyi ; Le Maitre, Olivier ; Mazloff, Matthew ; El Mohtar, Samah ; Papadopoulos, Vassilis P. ; Platt, Trevor ; Pratt, Larry ; Raboudi, Naila ; Racault, Marie-Fanny ; Raitsos, Dionysios E. ; Razak, Shanas ; Sanikommu, Sivareddy ; Sathyendranath, Shubha ; Sofianos, Sarantis ; Subramanian, Aneesh ; Sun, Rui ; Titi, Edriss ; Toye, Habib ; Triantafyllou, George ; Tsiaras, Kostas ; Vasou, Panagiotis ; Viswanadhapalli, Yesubabu ; Wang, Yixin ; Yao, Fengchao ; Zhan, Peng ; Zodiatis, George</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c369t-d8ee55f8afb50cccf2e5bbc2c80200edae611e0330c243be3ce971862b8129613</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Aquaculture</topic><topic>Atmospheric conditions</topic><topic>Atmospheric models</topic><topic>Biodiversity</topic><topic>Biogeochemistry</topic><topic>Climate</topic><topic>Climate change</topic><topic>Climate models</topic><topic>Coastal zone</topic><topic>Coasts</topic><topic>Contaminant dispersion</topic><topic>Contaminants</topic><topic>Coral reefs</topic><topic>Data assimilation</topic><topic>Data collection</topic><topic>Desalination</topic><topic>Development projects</topic><topic>Drinking water</topic><topic>Earth Sciences</topic><topic>Ecosystem models</topic><topic>Energy harvesting</topic><topic>Environment models</topic><topic>Environmental economics</topic><topic>Environmental management</topic><topic>Environmental policy</topic><topic>Fisheries</topic><topic>Fishing</topic><topic>Flood forecasting</topic><topic>Global climate</topic><topic>Global warming</topic><topic>Industry</topic><topic>International organizations</topic><topic>Marine ecosystems</topic><topic>Marine invertebrates</topic><topic>Marine pollution</topic><topic>Marine sciences</topic><topic>Mesoscale circulation</topic><topic>Meteorology</topic><topic>Ocean models</topic><topic>Ocean, Atmosphere</topic><topic>Oceanography</topic><topic>Oil pollution</topic><topic>Oil spills</topic><topic>Plumes</topic><topic>Precipitation</topic><topic>R&D</topic><topic>Rain</topic><topic>Rain water</topic><topic>Rainwater recovery systems</topic><topic>Regional development</topic><topic>Renewable energy</topic><topic>Renewable resources</topic><topic>Research & development</topic><topic>Resolution</topic><topic>Resource management</topic><topic>Sciences of the Universe</topic><topic>Shipping</topic><topic>Tourism</topic><topic>Water harvesting</topic><topic>Wave models</topic><topic>Weather</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hoteit, Ibrahim</creatorcontrib><creatorcontrib>Abualnaja, Yasser</creatorcontrib><creatorcontrib>Afzal, Shehzad</creatorcontrib><creatorcontrib>Ait-El-Fquih, Boujemaa</creatorcontrib><creatorcontrib>Akylas, Triantaphyllos</creatorcontrib><creatorcontrib>Antony, Charls</creatorcontrib><creatorcontrib>Dawson, Clint</creatorcontrib><creatorcontrib>Asfahani, Khaled</creatorcontrib><creatorcontrib>Brewin, Robert J.</creatorcontrib><creatorcontrib>Cavaleri, Luigi</creatorcontrib><creatorcontrib>Cerovecki, Ivana</creatorcontrib><creatorcontrib>Cornuelle, Bruce</creatorcontrib><creatorcontrib>Desamsetti, Srinivas</creatorcontrib><creatorcontrib>Attada, Raju</creatorcontrib><creatorcontrib>Dasari, Hari</creatorcontrib><creatorcontrib>Sanchez-Garrido, Jose</creatorcontrib><creatorcontrib>Genevier, Lily</creatorcontrib><creatorcontrib>El Gharamti, Mohamad</creatorcontrib><creatorcontrib>Gittings, John A.</creatorcontrib><creatorcontrib>Gokul, Elamurugu</creatorcontrib><creatorcontrib>Gopalakrishnan, Ganesh</creatorcontrib><creatorcontrib>Guo, Daquan</creatorcontrib><creatorcontrib>Hadri, Bilel</creatorcontrib><creatorcontrib>Hadwiger, Markus</creatorcontrib><creatorcontrib>Hammoud, Mohammed Abed</creatorcontrib><creatorcontrib>Hendershott, Myrl</creatorcontrib><creatorcontrib>Hittawe, Mohamad</creatorcontrib><creatorcontrib>Karumuri, 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E.</creatorcontrib><creatorcontrib>Razak, Shanas</creatorcontrib><creatorcontrib>Sanikommu, Sivareddy</creatorcontrib><creatorcontrib>Sathyendranath, Shubha</creatorcontrib><creatorcontrib>Sofianos, Sarantis</creatorcontrib><creatorcontrib>Subramanian, Aneesh</creatorcontrib><creatorcontrib>Sun, Rui</creatorcontrib><creatorcontrib>Titi, Edriss</creatorcontrib><creatorcontrib>Toye, Habib</creatorcontrib><creatorcontrib>Triantafyllou, George</creatorcontrib><creatorcontrib>Tsiaras, Kostas</creatorcontrib><creatorcontrib>Vasou, Panagiotis</creatorcontrib><creatorcontrib>Viswanadhapalli, Yesubabu</creatorcontrib><creatorcontrib>Wang, Yixin</creatorcontrib><creatorcontrib>Yao, Fengchao</creatorcontrib><creatorcontrib>Zhan, Peng</creatorcontrib><creatorcontrib>Zodiatis, George</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Aqualine</collection><collection>Meteorological & Geoastrophysical 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Ibrahim</au><au>Abualnaja, Yasser</au><au>Afzal, Shehzad</au><au>Ait-El-Fquih, Boujemaa</au><au>Akylas, Triantaphyllos</au><au>Antony, Charls</au><au>Dawson, Clint</au><au>Asfahani, Khaled</au><au>Brewin, Robert J.</au><au>Cavaleri, Luigi</au><au>Cerovecki, Ivana</au><au>Cornuelle, Bruce</au><au>Desamsetti, Srinivas</au><au>Attada, Raju</au><au>Dasari, Hari</au><au>Sanchez-Garrido, Jose</au><au>Genevier, Lily</au><au>El Gharamti, Mohamad</au><au>Gittings, John A.</au><au>Gokul, Elamurugu</au><au>Gopalakrishnan, Ganesh</au><au>Guo, Daquan</au><au>Hadri, Bilel</au><au>Hadwiger, Markus</au><au>Hammoud, Mohammed Abed</au><au>Hendershott, Myrl</au><au>Hittawe, Mohamad</au><au>Karumuri, Ashok</au><au>Knio, Omar</au><au>Köhl, Armin</au><au>Kortas, Samuel</au><au>Krokos, George</au><au>Kunchala, Ravi</au><au>Issa, Leila</au><au>Lakkis, Issam</au><au>Langodan, Sabique</au><au>Lermusiaux, Pierre</au><au>Luong, Thang</au><au>Ma, Jingyi</au><au>Le Maitre, Olivier</au><au>Mazloff, Matthew</au><au>El Mohtar, Samah</au><au>Papadopoulos, Vassilis P.</au><au>Platt, Trevor</au><au>Pratt, Larry</au><au>Raboudi, Naila</au><au>Racault, Marie-Fanny</au><au>Raitsos, Dionysios E.</au><au>Razak, Shanas</au><au>Sanikommu, Sivareddy</au><au>Sathyendranath, Shubha</au><au>Sofianos, Sarantis</au><au>Subramanian, Aneesh</au><au>Sun, Rui</au><au>Titi, Edriss</au><au>Toye, Habib</au><au>Triantafyllou, George</au><au>Tsiaras, Kostas</au><au>Vasou, Panagiotis</au><au>Viswanadhapalli, Yesubabu</au><au>Wang, Yixin</au><au>Yao, Fengchao</au><au>Zhan, Peng</au><au>Zodiatis, George</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Towards an End-to-End Analysis and Prediction System for Weather, Climate, and Marine Applications in the Red Sea</atitle><jtitle>Bulletin of the American Meteorological Society</jtitle><date>2021-01-01</date><risdate>2021</risdate><volume>102</volume><issue>1</issue><spage>E99</spage><epage>E122</epage><pages>E99-E122</pages><issn>0003-0007</issn><eissn>1520-0477</eissn><abstract>The Red Sea, home to the second-longest coral reef system in the world, is a vital resource for the Kingdom of Saudi Arabia. The Red Sea provides 90% of the Kingdom’s potable water by desalinization, supporting tourism, shipping, aquaculture, and fishing industries, which together contribute about 10%–20% of the country’s GDP. All these activities, and those elsewhere in the Red Sea region, critically depend on oceanic and atmospheric conditions. At a time of mega-development projects along the Red Sea coast, and global warming, authorities are working on optimizing the harnessing of environmental resources, including renewable energy and rainwater harvesting. All these require high-resolution weather and climate information. Toward this end, we have undertaken a multipronged research and development activity in which we are developing an integrated data-driven regional coupled modeling system. The telescopically nested components include 5-km- to 600-m-resolution atmospheric models to address weather and climate challenges, 4-km- to 50-m-resolution ocean models with regional and coastal configurations to simulate and predict the general and mesoscale circulation, 4-km- to 100-m-resolution ecosystem models to simulate the biogeochemistry, and 1-km- to 50-m-resolution wave models. In addition, a complementary probabilistic transport modeling system predicts dispersion of contaminant plumes, oil spill, and marine ecosystem connectivity. Advanced ensemble data assimilation capabilities have also been implemented for accurate forecasting. Resulting achievements include significant advancement in our understanding of the regional circulation and its connection to the global climate, development, and validation of long-term Red Sea regional atmospheric–oceanic–wave reanalyses and forecasting capacities. These products are being extensively used by academia, government, and industry in various weather and marine studies and operations, environmental policies, renewable energy applications, impact assessment, flood forecasting, and more.</abstract><cop>Boston</cop><pub>American Meteorological Society</pub><doi>10.1175/BAMS-D-19-0005.1</doi><tpages>61</tpages><orcidid>https://orcid.org/0000-0002-3811-7787</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0003-0007 |
ispartof | Bulletin of the American Meteorological Society, 2021-01, Vol.102 (1), p.E99-E122 |
issn | 0003-0007 1520-0477 |
language | eng |
recordid | cdi_hal_primary_oai_HAL_hal_03010422v1 |
source | JSTOR Archival Journals and Primary Sources Collection |
subjects | Aquaculture Atmospheric conditions Atmospheric models Biodiversity Biogeochemistry Climate Climate change Climate models Coastal zone Coasts Contaminant dispersion Contaminants Coral reefs Data assimilation Data collection Desalination Development projects Drinking water Earth Sciences Ecosystem models Energy harvesting Environment models Environmental economics Environmental management Environmental policy Fisheries Fishing Flood forecasting Global climate Global warming Industry International organizations Marine ecosystems Marine invertebrates Marine pollution Marine sciences Mesoscale circulation Meteorology Ocean models Ocean, Atmosphere Oceanography Oil pollution Oil spills Plumes Precipitation R&D Rain Rain water Rainwater recovery systems Regional development Renewable energy Renewable resources Research & development Resolution Resource management Sciences of the Universe Shipping Tourism Water harvesting Wave models Weather |
title | Towards an End-to-End Analysis and Prediction System for Weather, Climate, and Marine Applications in the Red Sea |
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