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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
Main Authors: 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
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cited_by cdi_FETCH-LOGICAL-c369t-d8ee55f8afb50cccf2e5bbc2c80200edae611e0330c243be3ce971862b8129613
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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
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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&amp;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 &amp; 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 models</subject><subject>Weather</subject><issn>0003-0007</issn><issn>1520-0477</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNo9kc1PGzEQxa2qlUgpdy6VLHGqFMOMnf06LgktSEEgAuJoeb2zykabdbA3VPnvuyYVp9E8_-ZpPI-xc4RLxCy5ui7vV2IhsBAAkFziFzbBRIKAWZZ9ZZNRVPElO2HfQ9jEVuU4YW_P7q_xdeCm5zd9LQYnxsLL3nSH0Ea55o-e6tYOrev56hAG2vLGef5KZliTn_J5127NQNMP9t74tide7nZda02cCbzt-UjyJ6r5iswP9q0xXaCz__WUvfy-eZ7fiuXDn7t5uRRWpcUg6pwoSZrcNFUC1tpGUlJVVtocJADVhlJEGn8BVs5URcpSkWGeyipHWaSoTtmvo-_adHrnxx39QTvT6ttyqaMGChBmUr5H9uLI7rx721MY9Mbt_XiDoGWCiKnCVI4UHCnrXQiemk9bBB1D0DEEvdBY6BiCjsY_jyObMDj_yctMQiZnqP4B2cKCQQ</recordid><startdate>20210101</startdate><enddate>20210101</enddate><creator>Hoteit, Ibrahim</creator><creator>Abualnaja, Yasser</creator><creator>Afzal, Shehzad</creator><creator>Ait-El-Fquih, Boujemaa</creator><creator>Akylas, Triantaphyllos</creator><creator>Antony, Charls</creator><creator>Dawson, Clint</creator><creator>Asfahani, Khaled</creator><creator>Brewin, Robert J.</creator><creator>Cavaleri, Luigi</creator><creator>Cerovecki, Ivana</creator><creator>Cornuelle, Bruce</creator><creator>Desamsetti, Srinivas</creator><creator>Attada, Raju</creator><creator>Dasari, Hari</creator><creator>Sanchez-Garrido, Jose</creator><creator>Genevier, Lily</creator><creator>El Gharamti, Mohamad</creator><creator>Gittings, John A.</creator><creator>Gokul, Elamurugu</creator><creator>Gopalakrishnan, Ganesh</creator><creator>Guo, Daquan</creator><creator>Hadri, Bilel</creator><creator>Hadwiger, Markus</creator><creator>Hammoud, Mohammed Abed</creator><creator>Hendershott, Myrl</creator><creator>Hittawe, Mohamad</creator><creator>Karumuri, Ashok</creator><creator>Knio, Omar</creator><creator>Köhl, Armin</creator><creator>Kortas, Samuel</creator><creator>Krokos, George</creator><creator>Kunchala, Ravi</creator><creator>Issa, Leila</creator><creator>Lakkis, Issam</creator><creator>Langodan, Sabique</creator><creator>Lermusiaux, Pierre</creator><creator>Luong, Thang</creator><creator>Ma, Jingyi</creator><creator>Le Maitre, Olivier</creator><creator>Mazloff, Matthew</creator><creator>El Mohtar, Samah</creator><creator>Papadopoulos, Vassilis P.</creator><creator>Platt, Trevor</creator><creator>Pratt, Larry</creator><creator>Raboudi, Naila</creator><creator>Racault, Marie-Fanny</creator><creator>Raitsos, Dionysios E.</creator><creator>Razak, Shanas</creator><creator>Sanikommu, Sivareddy</creator><creator>Sathyendranath, Shubha</creator><creator>Sofianos, Sarantis</creator><creator>Subramanian, Aneesh</creator><creator>Sun, Rui</creator><creator>Titi, Edriss</creator><creator>Toye, Habib</creator><creator>Triantafyllou, George</creator><creator>Tsiaras, Kostas</creator><creator>Vasou, Panagiotis</creator><creator>Viswanadhapalli, Yesubabu</creator><creator>Wang, Yixin</creator><creator>Yao, Fengchao</creator><creator>Zhan, Peng</creator><creator>Zodiatis, George</creator><general>American Meteorological Society</general><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QH</scope><scope>7TG</scope><scope>7TN</scope><scope>7UA</scope><scope>7XB</scope><scope>88I</scope><scope>8AF</scope><scope>8FE</scope><scope>8FG</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>BKSAR</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>F1W</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>H96</scope><scope>HCIFZ</scope><scope>KL.</scope><scope>L.G</scope><scope>M2O</scope><scope>M2P</scope><scope>MBDVC</scope><scope>P5Z</scope><scope>P62</scope><scope>PATMY</scope><scope>PCBAR</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PYCSY</scope><scope>Q9U</scope><scope>R05</scope><scope>S0X</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0002-3811-7787</orcidid></search><sort><creationdate>20210101</creationdate><title>Towards 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&amp;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 &amp; 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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.</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>
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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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