{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,10]],"date-time":"2026-09-10T11:20:36Z","timestamp":1789039236697,"version":"build-2803163510"},"reference-count":92,"publisher":"American Chemical Society (ACS)","issue":"20","license":[{"start":{"date-parts":[[2016,11,1]],"date-time":"2016-11-01T00:00:00Z","timestamp":1477958400000},"content-version":"vor","delay-in-days":56,"URL":"https:\/\/pubs.acs.org\/page\/policy\/authorchoice_termsofuse.html"}],"funder":[{"DOI":"10.13039\/100000076","name":"Directorate for Biological Sciences","doi-asserted-by":"publisher","award":["EF1137327"],"award-info":[{"award-number":["EF1137327"]}],"id":[{"id":"10.13039\/100000076","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","award":["GR1540\/21-1"],"award-info":[{"award-number":["GR1540\/21-1"]}],"id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","award":["GR1540\/23-1"],"award-info":[{"award-number":["GR1540\/23-1"]}],"id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001731","name":"Danida Fellowship Centre","doi-asserted-by":"publisher","award":["1408-AU"],"award-info":[{"award-number":["1408-AU"]}],"id":[{"id":"10.13039\/501100001731","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001823","name":"Ministerstvo \u0160kolstv\u00ed, Ml\u00e1de\u017ee a Telov\u00fdchovy","doi-asserted-by":"publisher","award":["LD14045"],"award-info":[{"award-number":["LD14045"]}],"id":[{"id":"10.13039\/501100001823","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004785","name":"NordForsk","doi-asserted-by":"publisher","award":["NA"],"award-info":[{"award-number":["NA"]}],"id":[{"id":"10.13039\/501100004785","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100005416","name":"Norges Forskningsr\u00e5d","doi-asserted-by":"publisher","award":["NA"],"award-info":[{"award-number":["NA"]}],"id":[{"id":"10.13039\/501100005416","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/na","name":"Botanick\u00fd \u00fastav, Akademie Ved Cesk\u00e9 Republiky","doi-asserted-by":"publisher","award":["RVO 67985939"],"award-info":[{"award-number":["RVO 67985939"]}],"id":[{"id":"10.13039\/na","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016,10,18]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Recent technological developments have increased the number of variables being monitored in lakes and reservoirs using automatic high frequency monitoring (AHFM). However, design of AHFM systems and posterior data handling and interpretation are currently being developed on a site-by-site and issue-by-issue basis with minimal standardization of protocols or knowledge sharing. As a result, many deployments become short-lived or underutilized, and many new scientific developments that are potentially useful for water management and environmental legislation remain underexplored. This Critical Review bridges scientific uses of AHFM with their applications by providing an overview of the current AHFM capabilities, together with examples of successful applications. We review the use of AHFM for maximizing the provision of ecosystem services supplied by lakes and reservoirs (consumptive and non consumptive uses, food production, and recreation), and for reporting lake status in the EU Water Framework Directive. We also highlight critical issues to enhance the application of AHFM, and suggest the establishment of appropriate networks to facilitate knowledge sharing and technological transfer between potential users. Finally, we give advice on how modern sensor technology can successfully be applied on a larger scale to the management of lakes and reservoirs and maximize the ecosystem services they provide.<\/jats:p>","DOI":"10.1021\/acs.est.6b01604","type":"journal-article","created":{"date-parts":[[2016,9,6]],"date-time":"2016-09-06T10:10:17Z","timestamp":1473156617000},"page":"10780-10794","source":"Crossref","is-referenced-by-count":165,"title":["Automatic\nHigh Frequency Monitoring for Improved Lake\nand Reservoir Management"],"prefix":"10.1021","volume":"50","author":[{"given":"Rafael","family":"Marce\u0301","sequence":"first","affiliation":[{"name":"Catalan Institute for Water Research (ICRA) , Emili Grahit 101 , ,","place":["Girona, Spain, 17003"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Glen","family":"George","sequence":"additional","affiliation":[{"name":"Freshwater Biological Association , ,","place":["Windermere, U.K., 34786"]},{"name":"University of Aberystwyth , , , , ,","place":["Aberystwyth, Ceredigion, U.K., SY23 3FL"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paola","family":"Buscarinu","sequence":"additional","affiliation":[{"name":"Ente acque della Sardegna , via Mameli 88 , ,","place":["Cagliari, Italy, 09123"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Melania","family":"Deidda","sequence":"additional","affiliation":[{"name":"Ente acque della Sardegna , via Mameli 88 , ,","place":["Cagliari, Italy, 09123"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Julita","family":"Dunalska","sequence":"additional","affiliation":[{"name":"University of Warmia and Mazury in Olsztyn , , Prawochen\u0301skiego strasse 1 , ,","place":["Olsztyn, Poland, 10-719"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Elvira","family":"de Eyto","sequence":"additional","affiliation":[{"name":"Marine Institute , Furnace, , ,","place":["Newport, County Mayo, Ireland, F28 PF65"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Giovanna","family":"Flaim","sequence":"additional","affiliation":[{"name":"Research and Innovation Centre , , , ,","place":["San Michele all\u2019 Adige, TN, Italy, 38010"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hans-Peter","family":"Grossart","sequence":"additional","affiliation":[{"name":"Leibniz-Institute of Freshwater Ecology and Inland Fisheries , Alte Fischerhuette 2 , ,","place":["Stechlin, Germany, 16775"]},{"name":"Potsdam University , , Maulbeerallee 2 , ,","place":["Potsdam, Germany, 14469"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vera","family":"Istvanovics","sequence":"additional","affiliation":[{"name":"MTA\/BME Water Research Group , Mu\u030begyetem rkp. 3 , ,","place":["Budapest, Hungary, 1111"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mirjana","family":"Lenhardt","sequence":"additional","affiliation":[{"name":"Institute for Biological Research University of Belgrade , Bulevar Despota Stefana 142 , ,","place":["Belgrade, Serbia, 11000"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Enrique","family":"Moreno-Ostos","sequence":"additional","affiliation":[{"name":"University of Ma\u0301laga , , Campus Universitario de Teatinos S\/N , ,","place":["Ma\u0301laga, Spain, 29071"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Biel","family":"Obrador","sequence":"additional","affiliation":[{"name":"University of Barcelona , , Av Diagonal 643 , ,","place":["Barcelona, Spain, 08028"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ilia","family":"Ostrovsky","sequence":"additional","affiliation":[{"name":"Yigal Allon Kinneret Limnological Laboratory , , ,","place":["Migdal, Israel, 14850"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Donald C.","family":"Pierson","sequence":"additional","affiliation":[{"name":"Evolutionary Biology Centre , , Norbyva\u0308gen 18 D , ,","place":["Uppsala, Sweden, 752 36"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jan","family":"Potuz\u030ca\u0301k","sequence":"additional","affiliation":[{"name":"Institute of Botany, The Czech Academy of Sciences , , Lidicka\u0301 25\/27 , ,","place":["Brno, Czech Republic, 602 00"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sandra","family":"Poikane","sequence":"additional","affiliation":[{"name":"European Commission , , Via E. Fermi 2749 , , ,","place":["Ispra, Varese, Italy, 21027"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Karsten","family":"Rinke","sequence":"additional","affiliation":[{"name":"Helmholtz Centre for Environmental Research (UFZ) , , Bru\u0308ckstrasse 3a , ,","place":["Magdeburg, Germany, D-39114"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sara","family":"Rodri\u0301guez-Mozaz","sequence":"additional","affiliation":[{"name":"Catalan Institute for Water Research (ICRA) , Emili Grahit 101 , ,","place":["Girona, Spain, 17003"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Peter A.","family":"Staehr","sequence":"additional","affiliation":[{"name":"Aarhus University , , Frederiksborgvej 399 , ,","place":["Roskilde, Denmark, 4000"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kater\u030cina","family":"S\u030cumberova\u0301","sequence":"additional","affiliation":[{"name":"Institute of Botany, The Czech Academy of Sciences , , Lidicka\u0301 25\/27 , ,","place":["Brno, Czech Republic, 602 00"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guido","family":"Waajen","sequence":"additional","affiliation":[{"name":"Water Authority Brabantse Delta , P.O. Box 5520, ,","place":["Breda, The Netherlands, 4801 DZ"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gesa A.","family":"Weyhenmeyer","sequence":"additional","affiliation":[{"name":"Uppsala University , , Norbyva\u0308gen 18D , ,","place":["Uppsala, Sweden, 75236"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kathleen C.","family":"Weathers","sequence":"additional","affiliation":[{"name":"Cary Institute of Ecosystem Studies , Box AB, , ,","place":["Millbrook, New York, United States, 12545"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mark","family":"Zion","sequence":"additional","affiliation":[{"name":"New York City Department of Environmental Protection , 71 Smith Avenue , , ,","place":["Kingston, New York, United States, 12401"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bas W.","family":"Ibelings","sequence":"additional","affiliation":[{"name":"University of Geneva , , 66 Boulevard Carl-Vogt , ,","place":["Geneva, Switzerland, 1211"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eleanor","family":"Jennings","sequence":"additional","affiliation":[{"name":"Dundalk Institute of Technology , , , ,","place":["Dundalk, County Louth, Ireland, A91 K584"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"316","published-online":{"date-parts":[[2016,9,6]]},"reference":[{"key":"2026090303283243700_cit1","volume-title":"Ecosystems & Human Well-Being:\nWetlands and Water Synthesis","author":"Millennium Ecosystem Assessment.","year":"2005"},{"issue":"3","key":"2026090303283243700_cit2","doi-asserted-by":"publisher","first-page":"840","DOI":"10.4319\/lo.2014.59.3.0840","article-title":"Lakes as sensors\nin the landscape: Optical metrics as scalable sentinel responses to\nclimate change","volume":"59","author":"Williamson","year":"2014","journal-title":"Limnol. Oceanogr."},{"issue":"4","key":"2026090303283243700_cit3","doi-asserted-by":"publisher","first-page":"639","DOI":"10.1016\/j.jenvman.2007.03.001","article-title":"Network\ndesign for water quality monitoring of surface\nfreshwaters: A review","volume":"87","author":"Strobl","year":"2008","journal-title":"J. Environ. Manage."},{"issue":"5","key":"2026090303283243700_cit4","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1890\/1540-9295(2007)5[253:WNEM]2.0.CO;2","article-title":"Who needs\nenvironmental monitoring?","volume":"5","author":"Lovett","year":"2007","journal-title":"Front. Ecol. Environ."},{"issue":"12","key":"2026090303283243700_cit5","doi-asserted-by":"publisher","first-page":"946","DOI":"10.1039\/b409350j","article-title":"High frequency monitoring\nreveals phytoplankton dynamics","volume":"6","author":"Dubelaar","year":"2004","journal-title":"J. Environ.\nMonit."},{"key":"2026090303283243700_cit6","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1080\/IW-6.3.948","article-title":"Using dynamic factor analysis to show how sampling\nresolution and data gaps affect the recognition of patterns in limnological\ntime-series","volume":"6","author":"Aguilera","year":"2016","journal-title":"Inland Waters"},{"key":"2026090303283243700_cit7","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1007\/s10750-006-0508-2","article-title":"Stability and change\nof phytoplankton\ncommunities in a highly dynamic environment \u2500 the case of large,\nshallow Lake Balaton (Hungary)","volume":"581","author":"Honti","year":"2007","journal-title":"Hydrobiologia"},{"issue":"3","key":"2026090303283243700_cit8","doi-asserted-by":"publisher","first-page":"232","DOI":"10.1111\/j.1365-2427.2004.01180.x","article-title":"Dynamics and\necological significance\nof daily internal load of phosphorus in shallow Lake Balaton, Hungary","volume":"49","author":"Istva\u0301novics","year":"2004","journal-title":"Freshwater Biol."},{"issue":"12","key":"2026090303283243700_cit9","doi-asserted-by":"publisher","first-page":"1950","DOI":"10.1111\/j.1365-2427.2005.01442.x","article-title":"Continuous\nmonitoring of phytoplankton\ndynamics in Lake Balaton (Hungary) using on-line delayed fluorescence\nexcitation spectroscopy","volume":"50","author":"Istva\u0301novics","year":"2005","journal-title":"Freshwater Biol."},{"issue":"2","key":"2026090303283243700_cit10","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1007\/s10533-010-9446-1","article-title":"High-frequency monitoring of phytoplankton dynamics within the European\nwater framework directive: application to metalimnetic cyanobacteria","volume":"106","author":"Le Vu","year":"2011","journal-title":"Biogeochemistry"},{"issue":"11","key":"2026090303283243700_cit11","doi-asserted-by":"publisher","first-page":"W11505","DOI":"10.1029\/2012WR012069","article-title":"Characterization\nof residence time variability in a managed monomictic reservoir","volume":"48","author":"Andrado\u0301ttir","year":"2012","journal-title":"Water Resour. Res."},{"issue":"43","key":"2026090303283243700_cit12","doi-asserted-by":"publisher","first-page":"17398","DOI":"10.1073\/pnas.1316721110","article-title":"Changes\nin ecosystem resilience detected in automated measures of ecosystem\nmetabolism during a whole-lake manipulation","volume":"110","author":"Batt","year":"2013","journal-title":"Proc. Natl. Acad. Sci. U. S. A."},{"key":"2026090303283243700_cit13","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1111\/j.1365-2427.2011.02729.x","article-title":"Effects of weather-related\nepisodic\nevents in lakes: an analysis based on high-frequency data","volume":"57","author":"Jennings","year":"2012","journal-title":"Freshwater Biol."},{"issue":"7","key":"2026090303283243700_cit14","doi-asserted-by":"publisher","first-page":"1336","DOI":"10.1111\/j.1365-2427.2007.01771.x","article-title":"Interaction between wind-induced\nseiches and convective cooling governs algal distribution in a canyon-shaped\nreservoir","volume":"52","author":"Marce\u0301","year":"2007","journal-title":"Freshwater Biol."},{"issue":"8","key":"2026090303283243700_cit15","doi-asserted-by":"publisher","first-page":"e71677","DOI":"10.1371\/journal.pone.0071677","article-title":"Individual cell\nbased traits obtained by scanning flow-cytometry\nshow selection by biotic and abiotic environmental factors during\na phytoplankton spring bloom","volume":"8","author":"Pomati","year":"2013","journal-title":"PLoS One"},{"issue":"3","key":"2026090303283243700_cit16","doi-asserted-by":"publisher","first-page":"561","DOI":"10.1641\/0006-3568(2005)055[0561:WSNFE]2.0.CO","article-title":"Wireless sensor networks\nfor ecology","volume":"55","author":"Porter","year":"2005","journal-title":"Bioscience"},{"key":"2026090303283243700_cit17","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1016\/j.ecolmodel.2013.02.006","article-title":"Ecological\nrelationships, thresholds and time-lags determining phytoplankton\ncommunity dynamics of Lake Kinneret, Israel elucidated by evolutionary\ncomputation and wavelets","volume":"255","author":"Recknagel","year":"2013","journal-title":"Ecol. Modell."},{"key":"2026090303283243700_cit18","doi-asserted-by":"publisher","first-page":"52","DOI":"10.1139\/er-2015-0030","article-title":"Continuous and high-frequency measurements\nin limnology: history,\napplications, and future challenges","volume":"24","author":"Meinson","year":"2016","journal-title":"Environ.\nRev."},{"issue":"2","key":"2026090303283243700_cit19","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1016\/j.tree.2011.11.009","article-title":"Staying afloat in the sensor data\ndeluge","volume":"27","author":"Porter","year":"2012","journal-title":"Trends Ecol. Evol."},{"key":"2026090303283243700_cit20","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1002\/lob.201322371","article-title":"The Global\nLake Ecological Observatory Network\n(GLEON): The evolution of grassroots network science","volume":"22","author":"Weathers","year":"2013","journal-title":"Limnol. Oceanogr. Bull."},{"key":"2026090303283243700_cit21","volume-title":"NETLAKE Guidelines for Automated Monitoring\nSystem Development","author":"Laas","year":"2016"},{"issue":"11","key":"2026090303283243700_cit22","doi-asserted-by":"publisher","first-page":"1325","DOI":"10.1016\/j.envsoft.2011.05.006","article-title":"Derivation of lake\nmixing and stratification indices from high-resolution lake buoy data","volume":"26","author":"Read","year":"2011","journal-title":"Environ. Model. Softw."},{"issue":"5","key":"2026090303283243700_cit23","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1525\/bio.2009.59.5.6","article-title":"New Eyes on\nthe World: Advanced Sensors for Ecology","volume":"59","author":"Porter","year":"2009","journal-title":"BioScience"},{"issue":"1","key":"2026090303283243700_cit24","doi-asserted-by":"publisher","first-page":"49","DOI":"10.5268\/IW-5.1.566","article-title":"A Global Lake Ecological\nObservatory Network (GLEON) for synthesising high\u2013frequency\nsensor data for validation of deterministic ecological models","volume":"5","author":"Hamilton","year":"2015","journal-title":"Inland Waters"},{"key":"2026090303283243700_cit25","doi-asserted-by":"publisher","first-page":"11693","DOI":"10.1021\/es302063v","article-title":"Ecosystem effects of\na tropical cyclone on a network of lakes in northeastern North America","volume":"46","author":"Klug","year":"2012","journal-title":"Environ. Sci. Technol."},{"key":"2026090303283243700_cit26","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1016\/j.earscirev.2006.05.001","article-title":"Environmental Sensor Networks: A revolution in the\nearth system science?","volume":"78","author":"Hart","year":"2006","journal-title":"Earth-Sci. Rev."},{"key":"2026090303283243700_cit27","volume-title":"Sensors for Environmental Observatories","author":"Arzberger","year":"2004"},{"key":"2026090303283243700_cit28","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1007\/978-3-540-36253-1_2","article-title":"Achievements of\nthe RIANA and AWACSS EU Projects: Immunosensors for the Determination\nof Pesticides, Endocrine Disrupting Chemicals and Pharmaceuticals","volume-title":"Biosensors for Environmental Monitoring of Aquatic Systems","author":"Rodriguez-Mozaz","year":"2009"},{"issue":"9","key":"2026090303283243700_cit29","doi-asserted-by":"publisher","first-page":"4434","DOI":"10.1021\/es305196f","article-title":"Automated\nOnline Optical Biosensing System for Continuous\nReal-Time Determination of Microcystin-LR with High Sensitivity and\nSpecificity: Early Warning for Cyanotoxin Risk in Drinking Water Sources","volume":"47","author":"Shi","year":"2013","journal-title":"Environ. Sci. Technol."},{"key":"2026090303283243700_cit30","first-page":"20","article-title":"High Resolution\nAutomatic Water Quality Monitoring\nSystems Applied to Catchment and Reservoir Monitoring","volume":"23","author":"Rouen","year":"2005","journal-title":"Freshw. Forum"},{"key":"2026090303283243700_cit31","doi-asserted-by":"publisher","first-page":"714","DOI":"10.1016\/j.scitotenv.2013.12.095","article-title":"The impact of climate change on the treatability of\ndissolved organic matter (DOM) in upland water supplies: A UK perspective","volume":"473\u2013474","author":"Ritson","year":"2014","journal-title":"Sci. Total Environ."},{"issue":"5","key":"2026090303283243700_cit32","doi-asserted-by":"publisher","first-page":"1460","DOI":"10.1016\/j.watres.2011.11.016","article-title":"Selective suppression\nof harmful cyanobacteria in an entire lake with hydrogen peroxide","volume":"46","author":"Matthijs","year":"2012","journal-title":"Water Res."},{"issue":"1","key":"2026090303283243700_cit33","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1007\/s10661-007-9904-y","article-title":"A feasible method to assess inaccuracy\ncaused by patchiness in water quality monitoring","volume":"142","author":"Anttila","year":"2008","journal-title":"Environ. Monit. Assess."},{"issue":"7169","key":"2026090303283243700_cit34","doi-asserted-by":"publisher","first-page":"537","DOI":"10.1038\/nature06316","article-title":"Dissolved organic carbon\ntrends resulting from changes in atmospheric deposition chemistry","volume":"450","author":"Monteith","year":"2007","journal-title":"Nature"},{"issue":"1","key":"2026090303283243700_cit35","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1016\/j.envpol.2004.12.031","article-title":"Long-term\nincreases in surface water\ndissolved organic carbon: Observations, possible causes and environmental\nimpacts","volume":"137","author":"Evans","year":"2005","journal-title":"Environ. Pollut."},{"key":"2026090303283243700_cit36","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1007\/s12665-013-2464-2","article-title":"Reservoirs\nas sentinels\nof catchments: The Rappbode Reservoir Observatory (Harz Mountains,\nGermany)","volume":"69","author":"Rinke","year":"2013","journal-title":"Environ. Earth Sci."},{"issue":"7","key":"2026090303283243700_cit37","doi-asserted-by":"publisher","first-page":"04014007","DOI":"10.1061\/(ASCE)WR.1943-5452.0000390","article-title":"Robotic monitoring for turbidity\nmanagement in multiple reservoir water supply","volume":"140","author":"Effler","year":"2014","journal-title":"J. Water Resour. Plan. Manag."},{"key":"2026090303283243700_cit38","doi-asserted-by":"publisher","first-page":"74","DOI":"10.4319\/lom.2010.9.0074","article-title":"An automated method\nto monitor lake ice phenology","volume":"9","author":"Pierson","year":"2011","journal-title":"Limnol. Oceanogr.:\nMethods"},{"issue":"6","key":"2026090303283243700_cit39","doi-asserted-by":"publisher","first-page":"719","DOI":"10.1080\/00221689009499022","article-title":"An on-line\nearly warning system for ice jams and stoppages on the upper Niagara\nRiver","volume":"28","author":"Crissman","year":"1990","journal-title":"J. Hydraul. Res."},{"issue":"9","key":"2026090303283243700_cit40","doi-asserted-by":"publisher","first-page":"3220","DOI":"10.1002\/2014GL059748","article-title":"Probable causes\nof the abnormal ridge accompanying the 2013\u20132014 California\ndrought: ENSO precursor and anthropogenic warming footprint","volume":"41","author":"Wang","year":"2014","journal-title":"Geophys. Res. Lett."},{"key":"2026090303283243700_cit41","first-page":"32","article-title":"The\nnew approaches for examining\nmultivariate aquaculture growth data: the \u201cExtended Bayley\nPlot\u201d and path analysis","volume-title":"Multivariate\nMethods in Aquaculture Research: Case Studies of Tilapias in Experimental\nand Commercial Systems","author":"Prain","year":"1993"},{"issue":"7","key":"2026090303283243700_cit42","doi-asserted-by":"publisher","first-page":"283","DOI":"10.4172\/2155-9546.1000283","article-title":"Design and\nDeployment of Aqua Monitoring System Using Wireless Sensor Networks\nand IAR-Kick","volume":"5","author":"Chandanapalli","year":"2014","journal-title":"J. Aquacult. Res. Dev."},{"issue":"Suppl 1","key":"2026090303283243700_cit43","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.compag.2009.10.004","article-title":"A remote wireless\nsystem for water quality online monitoring in intensive fish culture","volume":"71","author":"Zhu","year":"2010","journal-title":"Comput. Electron. Agric."},{"issue":"8","key":"2026090303283243700_cit44","doi-asserted-by":"publisher","first-page":"1407","DOI":"10.1111\/j.1365-2427.2006.01572.x","article-title":"Using a 1-D mixing\nmodel to assess the potential impact of year-to-year changes in weather\non the habitat of vendace (Coregonus albula) in Bassenthwaite Lake,\nCumbria","volume":"51","author":"George","year":"2006","journal-title":"Freshwater Biol."},{"key":"2026090303283243700_cit45","volume-title":"Impact des Seuils et\nBarrages sur la Migration Anadrome du Saumon Atlantique (Salmo salar\nL.): Caracte\u0301risation et Mode\u0301lisation des Processus de\nFranchissement","author":"Croze","year":"2008"},{"key":"2026090303283243700_cit46","volume-title":"Mortalite\u0301 Cumule\u0301e des\nSaumons et des Anguilles dans les Turbines bu Bassin Loire-Bretagne","author":"Briand","year":"2015"},{"key":"2026090303283243700_cit47","doi-asserted-by":"publisher","first-page":"666","DOI":"10.1002\/rra.2881","article-title":"Downstream migration of the European eel (Anguilla anguilla) in the\nElbe River, Germany: Movement patterns and the potential impact of\nenvironmental factors","volume":"32","author":"Stein","year":"2016","journal-title":"River Res. Appl."},{"issue":"4","key":"2026090303283243700_cit48","doi-asserted-by":"publisher","first-page":"349","DOI":"10.1023\/A:1025878830457","article-title":"Hydrometric and\nmeteorological factors affecting the\nseaward migration of silver eels (Anguilla anguilla, L.) in the lower\nRiver Shannon","volume":"67","author":"Cullen","year":"2003","journal-title":"Environ. Biol. Fishes"},{"issue":"1","key":"2026090303283243700_cit49","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/S0165-7836(03)00146-2","article-title":"Temporal\nand environmental influences on the variation in sea trout (Salmo\ntrutta L.) smolt migration in the Burrishoole system in the west of\nIreland from 1971 to 2000","volume":"66","author":"Byrne","year":"2004","journal-title":"Fish. Res."},{"key":"2026090303283243700_cit50","volume-title":"Nas\u030ce Ryby a Rybar\u030ceni\u0301\n[Our fish and fishery]","author":"Hanel","year":"2001"},{"issue":"3","key":"2026090303283243700_cit51","doi-asserted-by":"publisher","first-page":"216","DOI":"10.1016\/j.jala.2010.01.011","article-title":"Lab-on-a-Chip\nfor\nfield Escherichia coli assays: Long-term stability of reagents and\nautomatic sampling system","volume":"15","author":"Kwon","year":"2010","journal-title":"JALA"},{"key":"2026090303283243700_cit52","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1111\/1365-2664.12059","article-title":"Sustaining recreational\nquality of European lakes: Minimizing the health risks from algal\nblooms through phosphorus control","volume":"50","author":"Carvalho","year":"2013","journal-title":"J. Appl.\nEcol."},{"key":"2026090303283243700_cit53","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1016\/j.hal.2014.10.002","article-title":"Current approaches\nto cyanotoxin risk assessment and risk management around the globe","volume":"40","author":"Ibelings","year":"2014","journal-title":"Harmful Algae"},{"issue":"1","key":"2026090303283243700_cit54","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1007\/s10750-013-1759-3","article-title":"Using an online\nphycocyanin fluorescence probe for rapid monitoring of cyanobacteria\nin Macau freshwater reservoir","volume":"741","author":"Kong","year":"2014","journal-title":"Hydrobiologia"},{"key":"2026090303283243700_cit55","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/j.ecolind.2011.10.009","article-title":"Three hundred ways to assess Europe\u2019s\nsurface waters: An almost complete overview of biological methods\nto implement the Water Framework Directive","volume":"18","author":"Birk","year":"2012","journal-title":"Ecol. Indic."},{"issue":"1","key":"2026090303283243700_cit56","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1007\/s10750-012-1344-1","article-title":"Strength and uncertainty of phytoplankton\nmetrics for assessing eutrophication impacts in lakes","volume":"704","author":"Carvalho","year":"2013","journal-title":"Hydrobiologia"},{"issue":"10","key":"2026090303283243700_cit57","doi-asserted-by":"publisher","first-page":"1979","DOI":"10.1139\/f91-235","article-title":"Effect of sampling\nprotocol on estimates of phosphorus\nand chlorophyll concentrations in cakes of low to moderate trophic\nstatus","volume":"48","author":"Hanna","year":"1991","journal-title":"Can. J. Fish. Aquat. Sci."},{"key":"2026090303283243700_cit58","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1007\/BF00877202","article-title":"Adjusting chlorophyll-a estimates\nthrough temporal weighting based on the seasonal development of phytobiomass","volume":"56","author":"France","year":"1994","journal-title":"Aquat. Sci."},{"key":"2026090303283243700_cit59","doi-asserted-by":"publisher","first-page":"9658","DOI":"10.1021\/es201934n","article-title":"An Automated\nPlatform for Phytoplankton Ecology and Aquatic Ecosystem Monitoring","volume":"45","author":"Pomati","year":"2011","journal-title":"Environ. Sci. Technol."},{"issue":"5","key":"2026090303283243700_cit60","doi-asserted-by":"publisher","first-page":"1403","DOI":"10.1016\/j.ecolind.2011.03.002","article-title":"Using chlorophyll a\nand cyanobacteria in the ecological classification of lakes","volume":"11","author":"S\u00f8ndergaard","year":"2011","journal-title":"Ecol. Indic."},{"key":"2026090303283243700_cit61","doi-asserted-by":"publisher","first-page":"3388","DOI":"10.1002\/hyp.10453","article-title":"High-frequency water\nquality monitoring in an urban\ncatchment: hydrochemical dynamics, primary production and implications\nfor the Water Framework Directive","volume":"29","author":"Halliday","year":"2015","journal-title":"Hydrol. Process."},{"key":"2026090303283243700_cit62","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1016\/j.ecolind.2015.01.005","article-title":"A hitchhiker\u2019s\nguide to European lake ecological\nassessment and intercalibration","volume":"52","author":"Poikane","year":"2015","journal-title":"Ecol. Indic."},{"issue":"1","key":"2026090303283243700_cit63","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1007\/s10750-012-1390-8","article-title":"A phytoplankton trophic index to assess the status\nof lakes for the Water Framework Directive","volume":"704","author":"Phillips","year":"2013","journal-title":"Hydrobiologia"},{"issue":"10","key":"2026090303283243700_cit64","doi-asserted-by":"publisher","first-page":"1747","DOI":"10.1111\/j.1365-2427.2005.01415.x","article-title":"Lake responses to reduced\nnutrient loading - An analysis\nof contemporary long-term data from 35 case studies","volume":"50","author":"Jeppesen","year":"2005","journal-title":"Freshwater Biol."},{"issue":"4","key":"2026090303283243700_cit65","doi-asserted-by":"publisher","first-page":"616","DOI":"10.1111\/j.1365-2664.2005.01040.x","article-title":"Water Framework\nDirective: Ecological classification of Danish lakes","volume":"42","author":"S\u00f8ndergaard","year":"2005","journal-title":"J. Appl. Ecol."},{"key":"2026090303283243700_cit66","doi-asserted-by":"publisher","first-page":"1087","DOI":"10.1139\/cjfas-2013-0599","article-title":"Rapid in\nsitu measures of phytoplankton communities using the bbe FluoroProbe:\nevaluation of spectral calibration, instrument intercompatibility,\nand performance range","volume":"71","author":"Kring","year":"2014","journal-title":"Can. J. Fish. Aquat.\nSci."},{"issue":"3","key":"2026090303283243700_cit67","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1089\/ees.2013.0247","article-title":"Suitability of organic matter surrogates to predict\ntrihalomethane formation in drinking water sources","volume":"31","author":"Pifer","year":"2014","journal-title":"Environ. Eng. Sci."},{"issue":"6018","key":"2026090303283243700_cit68","doi-asserted-by":"publisher","first-page":"717","DOI":"10.1126\/science.1197448","article-title":"More is\nless: signal processing and the data deluge","volume":"331","author":"Baraniuk","year":"2011","journal-title":"Science"},{"issue":"7","key":"2026090303283243700_cit69","doi-asserted-by":"publisher","first-page":"4893","DOI":"10.1007\/s11356-014-4026-x","article-title":"A survey of\nsmart water quality monitoring system","volume":"22","author":"Dong","year":"2015","journal-title":"Environ.\nSci. Pollut. Res."},{"issue":"6","key":"2026090303283243700_cit70","doi-asserted-by":"publisher","first-page":"W06502","DOI":"10.1029\/2009WR008389","article-title":"A multiobjective\nresponse surface approach for improved water quality planning in lakes\nand reservoirs","volume":"46","author":"Castelletti","year":"2010","journal-title":"Water Resour. Res."},{"issue":"9","key":"2026090303283243700_cit71","doi-asserted-by":"publisher","first-page":"7023","DOI":"10.1002\/2015WR017175","article-title":"Predicting\nthe resilience and recovery of aquatic systems: A framework for model\nevolution within environmental observatories","volume":"51","author":"Hipsey","year":"2015","journal-title":"Water Resour. Res."},{"issue":"2","key":"2026090303283243700_cit72","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/j.tree.2011.11.016","article-title":"Ecoinformatics:\nsupporting ecology as a data-intensive\nscience","volume":"27","author":"Michener","year":"2012","journal-title":"Trends Ecol. Evol."},{"issue":"4","key":"2026090303283243700_cit73","doi-asserted-by":"publisher","first-page":"2099","DOI":"10.1021\/es405606t","article-title":"Emerging challenges\nfor the drinking water industry","volume":"48","author":"Brookes","year":"2014","journal-title":"Environ. Sci.\nTechnol."},{"key":"2026090303283243700_cit74","doi-asserted-by":"publisher","first-page":"18666","DOI":"10.1038\/srep18666","article-title":"Ecological consequences\nof long-term browning in lakes","volume":"5","author":"Williamson","year":"2015","journal-title":"Sci. Rep."},{"issue":"3","key":"2026090303283243700_cit75","doi-asserted-by":"publisher","first-page":"495","DOI":"10.1111\/j.1365-2486.2007.01510.x","article-title":"Summer heatwaves\npromote blooms of\nharmful cyanobacteria","volume":"14","author":"Jo\u0308hnk","year":"2008","journal-title":"Glob. Chang. Biol."},{"key":"2026090303283243700_cit76","doi-asserted-by":"publisher","first-page":"L18402","DOI":"10.1029\/2012GL052785","article-title":"Dissolved organic matter export from a forested watershed\nduring Hurricane Irene","volume":"39","author":"Yoon","year":"2012","journal-title":"Geophys. Res. Lett."},{"issue":"Suppl 1","key":"2026090303283243700_cit77","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1007\/s10584-006-9226-z","article-title":"Future extreme events in European climate: An exploration\nof regional climate model projections","volume":"81","author":"Beniston","year":"2007","journal-title":"Clim.\nChange"},{"issue":"1","key":"2026090303283243700_cit78","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1080\/08956308.2007.11657419","article-title":"Innovating Business Models with Co-Development\nPartnerships","volume":"50","author":"Chesbrough","year":"2007","journal-title":"Res. Technol. Manage."},{"key":"2026090303283243700_cit79","doi-asserted-by":"publisher","first-page":"815","DOI":"10.1126\/science.1244732","article-title":"Undestanding\nlakes near and far","volume":"342","author":"Hampton","year":"2013","journal-title":"Science"},{"key":"2026090303283243700_cit80","doi-asserted-by":"publisher","first-page":"753","DOI":"10.1007\/s10021-016-9967-0","article-title":"Frontiers\nin Ecosystem\nEcology from a Community Perspective: The Future is Boundless and\nBright","volume":"19","author":"Weathers","year":"2016","journal-title":"Ecosystems"},{"issue":"1","key":"2026090303283243700_cit81","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1890\/100014","article-title":"Riverine coupling\nof\nbiogeochemical cycles between land, oceans, and atmosphere","volume":"9","author":"Aufdenkampe","year":"2011","journal-title":"Front. Ecol. Environ."},{"key":"2026090303283243700_cit82","first-page":"139","article-title":"Modelling soil erosion and transport\nin the Burrishoole\ncatchment, Newport, Co. Mayo, Ireland","volume":"23","author":"May","year":"2005","journal-title":"Freshw.\nForum"},{"key":"2026090303283243700_cit83","doi-asserted-by":"publisher","first-page":"593","DOI":"10.3139\/120.110472","article-title":"A general approach\nto automatic measurements of water velocity","volume":"55","author":"Fu","year":"2013","journal-title":"Materialpruefung"},{"issue":"4","key":"2026090303283243700_cit84","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1061\/(ASCE)CR.1943-5495.0000059","article-title":"Review of\nice effects on hydropower systems","volume":"27","author":"Gebre","year":"2013","journal-title":"J. Cold Reg.\nEng."},{"issue":"8","key":"2026090303283243700_cit85","doi-asserted-by":"publisher","first-page":"1243","DOI":"10.1016\/j.trac.2011.04.008","article-title":"Analytical\nissues in monitoring drinking-water contamination related to short-term,\nheavy rainfall events","volume":"30","author":"Roig","year":"2011","journal-title":"TrAC, Trends Anal. Chem."},{"key":"2026090303283243700_cit86","first-page":"73","article-title":"Water\nQuality in Reservoirs Under a Changing Climate","volume-title":"Water Scarcity in the Mediterranean: Perspectives Under Global Change","author":"Marce\u0301","year":"2010"},{"key":"2026090303283243700_cit87","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1007\/s10452-007-9087-1","article-title":"The spatial\ndistribution of different phytoplankton functional groups in a Mediterranean\nreservoir","volume":"42","author":"Moreno-Ostos","year":"2008","journal-title":"Aquat. Ecol."},{"key":"2026090303283243700_cit88","doi-asserted-by":"publisher","first-page":"271","DOI":"10.1007\/s10452-008-9167-x","article-title":"The influence of\nwind-induced mixing on the vertical distribution of buoyant and sinking\nphytoplankton species","volume":"43","author":"Moreno-Ostos","year":"2009","journal-title":"Aquat. Ecol."},{"issue":"3","key":"2026090303283243700_cit89","doi-asserted-by":"publisher","first-page":"103","DOI":"10.4031\/002533208786842471","article-title":"Societal\nbenefits of the Real-Time Coastal Observation Network (ReCON): Implications\nfor municipal drinking water quality","volume":"42","author":"Ruberg","year":"2008","journal-title":"Mar. Technol.\nSoc. J."},{"key":"2026090303283243700_cit90","unstructured":"Marine Institute.\n          \n          Newport Research Facility\nAnnual\nReport No. 57; Marine Institute, 2013."},{"issue":"3","key":"2026090303283243700_cit91","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1080\/07438140809354064","article-title":"Turbidity\nand temperature patterns in a reservoir and its primary tributary\nfrom robotic monitoring: Implications for managing the quality of\nwithdrawals","volume":"24","author":"Prestigiacomo","year":"2008","journal-title":"Lake Reservoir Manage."},{"issue":"9","key":"2026090303283243700_cit92","doi-asserted-by":"publisher","first-page":"885","DOI":"10.1061\/(ASCE)EE.1943-7870.0000048","article-title":"Turbidity\nmodel for Ashokan Reservoir, New York: Case study","volume":"135","author":"Gelda","year":"2009","journal-title":"J. Environ. Eng."}],"container-title":["Environmental Science &amp; Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acs.est.6b01604","content-type":"application\/pdf","content-version":"vor","intended-application":"unspecified"},{"URL":"https:\/\/pubs.acs.org\/esthag\/article-pdf\/50\/20\/10780\/67175698\/acs.est.6b01604.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/pubs.acs.org\/esthag\/article-pdf\/50\/20\/10780\/67175698\/acs.est.6b01604.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,9,3]],"date-time":"2026-09-03T07:28:45Z","timestamp":1788420525000},"score":1,"resource":{"primary":{"URL":"https:\/\/pubs.acs.org\/esthag\/article\/50\/20\/10780\/781150\/Automatic-High-Frequency-Monitoring-for-Improved"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,6]]},"references-count":92,"journal-issue":{"issue":"20","published-online":{"date-parts":[[2016,9,6]]},"published-print":{"date-parts":[[2016,10,18]]}},"URL":"https:\/\/doi.org\/10.1021\/acs.est.6b01604","relation":{},"ISSN":["0013-936X","1520-5851"],"issn-type":[{"value":"0013-936X","type":"print"},{"value":"1520-5851","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,6]]}}}