[{"data":1,"prerenderedAt":352},["ShallowReactive",2],{"header":3,"footer":26,"footer-cities":54,"content-\u002Fnews\u002Fuc-merced-researchers-publish-book-on-ai-drought-forecasting-for-california":235},{"id":4,"title":5,"body":6,"description":10,"extension":13,"links":14,"meta":20,"navigation":21,"path":22,"seo":23,"stem":24,"__hash__":25},"header\u002Fheader.md","Central Valley AI",{"type":7,"value":8,"toc":9},"minimark",[],{"title":10,"searchDepth":11,"depth":11,"links":12},"",2,[],"md",[15],{"label":16,"to":17,"icon":19},"News",{"path":18},"\u002Fnews\u002F","mdi-newspaper-variant-outline",{},true,"\u002Fheader",{"title":5,"description":10},"header","ceT4J-WxxOBdbhRC-UD3fo0Npu7vWt2o2B9b_LURPmE",{"id":27,"title":28,"body":29,"copyright":33,"description":10,"developedBy":34,"extension":13,"links":41,"meta":49,"navigation":21,"path":50,"seo":51,"stem":52,"__hash__":53},"footer\u002Ffooter.md","Footer",{"type":7,"value":30,"toc":31},[],{"title":10,"searchDepth":11,"depth":11,"links":32},[],"© {year} All rights reserved.",{"label":35,"link":36},"Developed by",{"label":37,"to":38,"target":39,"logo":40},"Kaweah Tech","https:\u002F\u002Fkaweah.tech","_blank","https:\u002F\u002Fassets.kaweah.tech\u002Flogo-black-on-transparent-tight.svg",[42,43,46],{"label":16,"to":18},{"label":44,"to":45},"About","\u002Fabout\u002F",{"label":47,"to":48},"Privacy Policy","\u002Fprivacy-policy\u002F",{},"\u002Ffooter",{"description":10},"footer","Ras2AGS8Wuda4aBPrbAbOivaxIsAoDbo9SNCA0w554g",[55,85,123,154,181,208],{"id":56,"title":57,"body":58,"county":77,"description":10,"extension":13,"intro":78,"meta":79,"navigation":21,"path":80,"seo":81,"stem":82,"tag":83,"__hash__":84},"cities\u002Fcities\u002Fbakersfield.md","Bakersfield",{"type":7,"value":59,"toc":74},[60,65],[61,62,64],"h2",{"id":63},"ai-in-bakersfield","AI in Bakersfield",[66,67,68,69,73],"p",{},"Bakersfield's AI conversation sits at the intersection of municipal government, the ",[70,71,72],"strong",{},"California State University Bakersfield"," community, and the energy and ag operators that drive Kern County's economy. The city was an early mover on AI-assisted permitting and has been a recurring backdrop for parent- and teacher-led debates about classroom AI use. Articles below follow specific Bakersfield initiatives, public-meeting decisions, and Kern County workforce stories — and how they reflect national AI trends from a regional vantage point.",{"title":10,"searchDepth":11,"depth":11,"links":75},[76],{"id":63,"depth":11,"text":64},"Kern County","Bakersfield and the surrounding Kern County are home to some of the most concrete AI-in-government experiments in the Central Valley, from instant municipal permitting to school-district debates about classroom AI. Coverage on this page tracks how AI is reshaping public services, education, and the energy and agriculture economies that dominate the region.",{},"\u002Fcities\u002Fbakersfield",{"title":57,"description":10},"cities\u002Fbakersfield","bakersfield","ozFL4HvDA_g7UrRE1mHbKqcS-vDLwbiH9JWVh3rB2Ac",{"id":86,"title":87,"body":88,"county":115,"description":10,"extension":13,"intro":116,"meta":117,"navigation":21,"path":118,"seo":119,"stem":120,"tag":121,"__hash__":122},"cities\u002Fcities\u002Ffresno.md","Fresno",{"type":7,"value":89,"toc":112},[90,94,109],[61,91,93],{"id":92},"ai-in-fresno","AI in Fresno",[66,95,96,97,100,101,104,105,108],{},"Fresno's AI story spans several distinct ecosystems. ",[70,98,99],{},"Fresno State"," and the ",[70,102,103],{},"California State University"," system anchor a workforce-readiness push, while local ",[70,106,107],{},"Fresno Unified School District"," debates around responsible use have made the city a recurring reference point in California's K-12 AI conversation. The city's economic base in agriculture, healthcare, and public services means most AI adoption stories here are about applied uses rather than model development — a different posture than coastal tech hubs but arguably more consequential for the people living here.",[66,110,111],{},"Use the articles below to follow how AI is showing up in Fresno-area institutions and businesses.",{"title":10,"searchDepth":11,"depth":11,"links":113},[114],{"id":92,"depth":11,"text":93},"Fresno County","Fresno is the largest city in California's Central Valley and the regional center for AI adoption across agriculture, healthcare, higher education, and small business. Coverage on this page tracks how AI is being applied — and contested — in and around the city of Fresno and Fresno County.",{},"\u002Fcities\u002Ffresno",{"title":87,"description":10},"cities\u002Ffresno","fresno","gOL2xk8y9t9OV6PPxP02OjYhZFHC_Cg-VGijh_V93dI",{"id":124,"title":125,"body":126,"county":146,"description":10,"extension":13,"intro":147,"meta":148,"navigation":21,"path":149,"seo":150,"stem":151,"tag":152,"__hash__":153},"cities\u002Fcities\u002Fmerced.md","Merced",{"type":7,"value":127,"toc":143},[128,132],[61,129,131],{"id":130},"ai-in-merced","AI in Merced",[66,133,134,135,138,139,142],{},"Merced is a research-heavy node in the Central Valley AI ecosystem. ",[70,136,137],{},"UC Merced"," faculty appear in national conversations about AI safety, autonomous vehicles, climate modeling, and pediatric health applications, while the ",[70,140,141],{},"Merced Unified School District"," and surrounding county institutions navigate the same K-12 and workforce questions the rest of the Valley faces. The articles below cover both the campus research story and the broader applied uses around the city and county.",{"title":10,"searchDepth":11,"depth":11,"links":144},[145],{"id":130,"depth":11,"text":131},"Merced County","Merced punches above its weight in AI research, anchored by UC Merced — a leading West Coast hub for AI in agriculture, climate, autonomous systems, and health. Coverage on this page tracks both academic research coming out of the campus and how AI is showing up across Merced's schools, businesses, and county institutions.",{},"\u002Fcities\u002Fmerced",{"title":125,"description":10},"cities\u002Fmerced","merced","pSWWlEzMdcv2_RZrUKdkEHU3bixNboePGdHbSdd1m34",{"id":155,"title":156,"body":157,"county":173,"description":10,"extension":13,"intro":174,"meta":175,"navigation":21,"path":176,"seo":177,"stem":178,"tag":179,"__hash__":180},"cities\u002Fcities\u002Fmodesto.md","Modesto",{"type":7,"value":158,"toc":170},[159,163],[61,160,162],{"id":161},"ai-in-modesto","AI in Modesto",[66,164,165,166,169],{},"Modesto's AI conversation tends to combine ag-tech adoption stories with workforce-readiness questions for the city's small and mid-sized employers. ",[70,167,168],{},"CSU Stanislaus"," and the regional community college network shape the higher-ed angle. Coverage below follows Modesto-area AI announcements and the wider Stanislaus County context.",{"title":10,"searchDepth":11,"depth":11,"links":171},[172],{"id":161,"depth":11,"text":162},"Stanislaus County","Modesto and Stanislaus County sit between the Bay Area and the southern Valley, and their AI story reflects that bridging role — from agriculture and food processing to the **California State University Stanislaus** community to small businesses adapting to AI-driven changes in marketing, hiring, and operations.",{},"\u002Fcities\u002Fmodesto",{"title":156,"description":10},"cities\u002Fmodesto","modesto","l75Dc40MX8wTb4lD088Yx9we4ypuDwmcvE-uEdqqREc",{"id":182,"title":183,"body":184,"county":200,"description":10,"extension":13,"intro":201,"meta":202,"navigation":21,"path":203,"seo":204,"stem":205,"tag":206,"__hash__":207},"cities\u002Fcities\u002Fstockton.md","Stockton",{"type":7,"value":185,"toc":197},[186,190],[61,187,189],{"id":188},"ai-in-stockton","AI in Stockton",[66,191,192,193,196],{},"Stockton's economic base in logistics, healthcare, and higher education gives the city a different AI profile than the southern Valley. ",[70,194,195],{},"University of the Pacific"," anchors the academic conversation, while San Joaquin County government, hospitals, and warehouse operators are navigating practical adoption questions: cost, training, security, workforce impact. The articles below track Stockton-area AI announcements and the broader San Joaquin County context.",{"title":10,"searchDepth":11,"depth":11,"links":198},[199],{"id":188,"depth":11,"text":189},"San Joaquin County","Stockton and San Joaquin County sit at the northern edge of the Central Valley, where logistics, healthcare, and the University of the Pacific shape the local AI adoption story. Coverage on this page follows how AI is being put to work — and questioned — across San Joaquin County's institutions, employers, and public services.",{},"\u002Fcities\u002Fstockton",{"title":183,"description":10},"cities\u002Fstockton","stockton","TYEBK9akp2HbpAFmYY67FeKt7Rs7L8tvtYeQBtgJAHw",{"id":209,"title":210,"body":211,"county":227,"description":10,"extension":13,"intro":228,"meta":229,"navigation":21,"path":230,"seo":231,"stem":232,"tag":233,"__hash__":234},"cities\u002Fcities\u002Fvisalia.md","Visalia",{"type":7,"value":212,"toc":224},[213,217],[61,214,216],{"id":215},"ai-in-visalia","AI in Visalia",[66,218,219,220,223],{},"Visalia's AI footprint is grounded in the practical adoption stories that come with a Tulare County economy built around agriculture, food processing, and rural healthcare. ",[70,221,222],{},"College of the Sequoias"," and the surrounding K-12 districts anchor the education conversation. The articles below cover Visalia-area AI developments and the Tulare County context, with a focus on applied uses rather than research or model development.",{"title":10,"searchDepth":11,"depth":11,"links":225},[226],{"id":215,"depth":11,"text":216},"Tulare County","Visalia is the largest city in Tulare County and a center for agriculture, healthcare, and county-government services in the southern Central Valley. Coverage on this page tracks how AI is being adopted across Tulare County's schools, hospitals, ag operations, and small business community.",{},"\u002Fcities\u002Fvisalia",{"title":210,"description":10},"cities\u002Fvisalia","visalia","gN4g7aAl-cqD4FfSTgtTAarltUoKLh8NFlPzCbZngqU",{"id":236,"title":237,"archived":238,"author":239,"body":240,"date":340,"dateModified":340,"description":341,"extension":13,"meta":342,"navigation":21,"path":343,"rawbody":344,"seo":345,"sitemap":346,"stem":347,"tags":348,"__hash__":351},"news\u002Fnews\u002Fuc-merced-researchers-publish-book-on-ai-drought-forecasting-for-california.md","UC Merced researchers publish book on AI drought forecasting for California",false,"CVAI Education Desk",{"type":7,"value":241,"toc":333},[242,246,250,266,269,272,276,279,282,286,289,292,296,299,302,305,320,323,327],[243,244,237],"h1",{"id":245},"uc-merced-researchers-publish-book-on-ai-drought-forecasting-for-california",[61,247,249],{"id":248},"key-takeaways","Key Takeaways",[251,252,253,257,260,263],"ol",{},[254,255,256],"li",{},"UC Merced researchers released a book explaining how AI can improve drought prediction and planning.",[254,258,259],{},"The book centers on California’s cycles of dry years and the data gaps that hinder water decisions.",[254,261,262],{},"Authors describe how machine learning ingests satellite, soil, and climate data to flag risk earlier.",[254,264,265],{},"Valley readers face direct impacts as districts and irrigation agencies plan for scarce years.",[66,267,268],{},"The projector flickered on in a UC Merced seminar room and a color-splotched map of the San Joaquin Valley filled the wall. A cluster of undergrads leaned forward while a teaching assistant traced the Kings River with a fingertip. The point landed fast: if you can see a dry spell early and near the block level, you can plan better for farms, towns, and schools.",[66,270,271],{},"That’s the premise of a new book by UC Merced researchers on using artificial intelligence to predict and manage drought. It matters here because early signals change how Merced Irrigation District, local cities, and even K-12 districts budget for pumps, buses, cooling days, and after-school sports when heat and water stress hit the same week.",[61,273,275],{"id":274},"what-the-book-argues","What the book argues",[66,277,278],{},"The authors lay out a simple argument. We collect plenty of data, but it arrives in different formats and at different timescales, so water managers struggle to act early. Machine learning, they write, can spot patterns across satellite imagery, soil moisture probes, snowpack surveys, and historical climate records, then flag neighborhoods, canals, and fields most likely to feel stress next month rather than next year. A warning, not a prophecy.",[66,280,281],{},"The book puts California’s drought cycles in plain terms and then drills down on local examples in the San Joaquin, according to the campus brief. It also spends time on how results should be explained in everyday language so farmers, city staff, and families can weigh tradeoffs without a thick technical glossary.",[61,283,285],{"id":284},"why-it-matters-in-the-valley","Why it matters in the Valley",[66,287,288],{},"For schools, earlier drought signals don’t just help facilities managers schedule cooling tower maintenance. They ripple into average daily attendance if bus routes get cut or families move for seasonal work. Districts in Madera County felt that pinch in the last dry spell. And for ag programs at places like College of the Sequoias and Reedley College, clearer maps and shorter-term forecasts become lesson plans, letting kids test water scenarios against crop calendars and labor windows.",[66,290,291],{},"The UC Merced team frames this as a planning tool, not a magic fix for a water system that pits groundwater overdraft against surface deliveries. But sharper forecasts could help trustees set aside rainy-day funds in the LCAP, time capital projects, or stagger summer school hours so kids aren’t sitting in hot portables when a heat wave rides along with a dry June.",[61,293,295],{"id":294},"limits-and-classroom-use","Limits and classroom use",[66,297,298],{},"The researchers also explain where AI can fail. Models drift, sensors break, and a late-season storm can blow up the line you drew a week earlier. That’s why the book stresses pairing the math with field checks and local knowledge, including grower notes and canal operator logs. In class, UC Merced instructors said they want students to see both pieces. The code and the canal.",[66,300,301],{},"Teachers in 4th grade California history and high school environmental science already use drought maps to teach water rights and river systems. This book gives them a fresher set of examples and some caution signs about what an algorithm can and can’t say before the first day of summer. On the cart by the projector, a half-empty bottle of Jarritos sat next to a stack of handouts.",[66,303,304],{},"The last slide stayed up after the room emptied, a thin blue line crawling east across the map.",[66,306,307],{},[308,309,310,311,313,314,319],"em",{},"Central Valley AI is produced by the ",[70,312,239],{}," team and developed by ",[315,316,37],"a",{"href":38,"rel":317},[318],"nofollow",", a regional firm that builds, deploys, and integrates AI solutions for businesses across California's Central Valley.",[321,322],"hr",{},[61,324,326],{"id":325},"source","Source",[66,328,329],{},[315,330,331],{"href":331,"rel":332},"https:\u002F\u002Fnews.ucmerced.edu\u002Fnews\u002F2026\u002Fcan-ai-help-predict-and-manage-drought-uc-merced-researchers-explain-new-book",[318],{"title":10,"searchDepth":11,"depth":11,"links":334},[335,336,337,338,339],{"id":248,"depth":11,"text":249},{"id":274,"depth":11,"text":275},{"id":284,"depth":11,"text":285},{"id":294,"depth":11,"text":295},{"id":325,"depth":11,"text":326},"2026-05-27","A new book from UC Merced researchers explains how machine learning can sharpen drought prediction and water planning, with direct stakes for Valley schools and growers.",{},"\u002Fnews\u002Fuc-merced-researchers-publish-book-on-ai-drought-forecasting-for-california","---\nauthor: CVAI Education Desk\ndate: 2026-05-27\ndateModified: '2026-05-27'\ndescription: A new book from UC Merced researchers explains how machine learning can\n  sharpen drought prediction and water planning, with direct stakes for Valley schools\n  and growers.\ntags:\n- education\n- merced\n- water\ntitle: UC Merced researchers publish book on AI drought forecasting for California\n---\n\n# UC Merced researchers publish book on AI drought forecasting for California\n\n## Key Takeaways\n\n1. UC Merced researchers released a book explaining how AI can improve drought prediction and planning.\n2. The book centers on California’s cycles of dry years and the data gaps that hinder water decisions.\n3. Authors describe how machine learning ingests satellite, soil, and climate data to flag risk earlier.\n4. Valley readers face direct impacts as districts and irrigation agencies plan for scarce years.\n\nThe projector flickered on in a UC Merced seminar room and a color-splotched map of the San Joaquin Valley filled the wall. A cluster of undergrads leaned forward while a teaching assistant traced the Kings River with a fingertip. The point landed fast: if you can see a dry spell early and near the block level, you can plan better for farms, towns, and schools.\n\nThat’s the premise of a new book by UC Merced researchers on using artificial intelligence to predict and manage drought. It matters here because early signals change how Merced Irrigation District, local cities, and even K-12 districts budget for pumps, buses, cooling days, and after-school sports when heat and water stress hit the same week.\n\n## What the book argues\n\nThe authors lay out a simple argument. We collect plenty of data, but it arrives in different formats and at different timescales, so water managers struggle to act early. Machine learning, they write, can spot patterns across satellite imagery, soil moisture probes, snowpack surveys, and historical climate records, then flag neighborhoods, canals, and fields most likely to feel stress next month rather than next year. A warning, not a prophecy.\n\nThe book puts California’s drought cycles in plain terms and then drills down on local examples in the San Joaquin, according to the campus brief. It also spends time on how results should be explained in everyday language so farmers, city staff, and families can weigh tradeoffs without a thick technical glossary.\n\n## Why it matters in the Valley\n\nFor schools, earlier drought signals don’t just help facilities managers schedule cooling tower maintenance. They ripple into average daily attendance if bus routes get cut or families move for seasonal work. Districts in Madera County felt that pinch in the last dry spell. And for ag programs at places like College of the Sequoias and Reedley College, clearer maps and shorter-term forecasts become lesson plans, letting kids test water scenarios against crop calendars and labor windows.\n\nThe UC Merced team frames this as a planning tool, not a magic fix for a water system that pits groundwater overdraft against surface deliveries. But sharper forecasts could help trustees set aside rainy-day funds in the LCAP, time capital projects, or stagger summer school hours so kids aren’t sitting in hot portables when a heat wave rides along with a dry June.\n\n## Limits and classroom use\n\nThe researchers also explain where AI can fail. Models drift, sensors break, and a late-season storm can blow up the line you drew a week earlier. That’s why the book stresses pairing the math with field checks and local knowledge, including grower notes and canal operator logs. In class, UC Merced instructors said they want students to see both pieces. The code and the canal.\n\nTeachers in 4th grade California history and high school environmental science already use drought maps to teach water rights and river systems. This book gives them a fresher set of examples and some caution signs about what an algorithm can and can’t say before the first day of summer. On the cart by the projector, a half-empty bottle of Jarritos sat next to a stack of handouts.\n\nThe last slide stayed up after the room emptied, a thin blue line crawling east across the map.\n\n*Central Valley AI is produced by the **CVAI Education Desk** team and developed by [Kaweah Tech](https:\u002F\u002Fkaweah.tech), a regional firm that builds, deploys, and integrates AI solutions for businesses across California's Central Valley.*\n\n---\n\n## Source\n\nhttps:\u002F\u002Fnews.ucmerced.edu\u002Fnews\u002F2026\u002Fcan-ai-help-predict-and-manage-drought-uc-merced-researchers-explain-new-book\n",{"title":237,"description":341},{"loc":343},"news\u002Fuc-merced-researchers-publish-book-on-ai-drought-forecasting-for-california",[349,152,350],"education","water","rXdCJInoQ1OX7ue2Zjm4OCEeMU5xx85OojMvGbGqrhM",1782158312012]