{"id":41963,"date":"2020-01-14T17:04:38","date_gmt":"2020-01-14T16:04:38","guid":{"rendered":"https:\/\/www.slim-ocean.be\/?page_id=41963"},"modified":"2020-12-29T08:08:49","modified_gmt":"2020-12-29T07:08:49","slug":"modelling-algal-blooms-in-lake-titicaca","status":"publish","type":"page","link":"https:\/\/www.slim-ocean.be\/index.php\/modelling-algal-blooms-in-lake-titicaca\/","title":{"rendered":"Modelling algal blooms in Lake Titicaca"},"content":{"rendered":"<p>Nested in the Altiplano region between Bolivia and Peru at a staggering 3,812m altitude, Lake Titicaca is the largest freshwater lake in South America (area of 8,372 km\u00b2). Due to its specific geomorphology, it is home to a unique diversity of species and ecosystems of global significance. The lake is composed of two main parts: Lago Mayor in the north (83.4% of the total surface and reaching depths of 250m) and the smaller and shallower Lago Menor in the south (average depth of 9m and max depth of 42m).<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-41913\" src=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_map-1024x826.png\" alt=\"\" width=\"650\" height=\"524\" srcset=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_map-1024x826.png 1024w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_map-300x242.png 300w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_map-768x619.png 768w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/p>\n<p>In the past few years, human activity around the lake has been pointed out as the cause for major ecosystemic changes in the lake. More specifically the south-eastern side of Lake Titicaca is particularly affected by the upstream wastewater discharge. The Katari River that flows into Lago Menor carries water that is contaminated by the highly populated city of El Alto (9.22\u00d710^5 inhabitants in 2018) and by other neighboring municipalities. This intake of nitrates and other nutrients causes eutrophic water conditions which leads to algal proliferation. Hence, in this portion of the lake, algal bloom events have become seasonal, causing great damage to the indigenous flora and fauna.<\/p>\n<p>For this application, a NPZD type model was coupled to the SLIM 3D in order to build a eco-hydrodynamic model that simulates the dynamics of Nitrogen-based nutrients, Phytoplankton, Zooplankton and Detritus within the lake.\u00a0In order to grasp the spatial dynamics of phytoplankton within the lake, a three-dimensional domain was considered for this for this application. The top horizontal mesh was composed of 2.8\u00d710^4 triangular elements. Over the vertical, this mesh was extruded into up to 15 layers, resulting in a 3D mesh composed of 2.1\u00d710^5 triangular prismatic elements.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-41953\" src=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_Lmenor-1024x646.png\" alt=\"\" width=\"650\" height=\"410\" srcset=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_Lmenor-1024x646.png 1024w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_Lmenor-300x189.png 300w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_Lmenor-768x484.png 768w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_Lmenor.png 1056w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-41943\" src=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_3D-1024x418.png\" alt=\"\" width=\"650\" height=\"265\" srcset=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_3D-1024x418.png 1024w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_3D-300x122.png 300w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_3D-768x313.png 768w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_mesh_3D.png 1149w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/p>\n<p>Running the model on a 17 months period allowed us to replicate the algal bloom events that occur in the south east side of Lake Titicaca at the end of the wet season. Indeed, by imposing an estimated discharge of Nutrient to Lago Menor, we were able to see the proliferation and spread of Phytoplankton in the affected areas similarly to the 2015 observations. This simulation allowed us to locate the most affected regions and to predict the ones that are most susceptible to be affected.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-41923\" src=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_bloom-1024x410.png\" alt=\"\" width=\"650\" height=\"260\" srcset=\"https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_bloom-1024x410.png 1024w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_bloom-300x120.png 300w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_bloom-768x307.png 768w, https:\/\/www.slim-ocean.be\/wp-content\/uploads\/2020\/01\/titicaca_bloom.png 1190w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/p>\n<p>With this model in hand, by generating different contaminations scenarios, we now have the ability to find solutions to the environmental problem of Lake Titicaca, a problem that is affecting the natural ecosystem of the lake as well as neighboring communities. The zones at major contamination risk can be identified and remediation efforts can be planned accordingly.<\/p>\n<p><iframe loading=\"lazy\" width=\"843\" height=\"474\" src=\"https:\/\/www.youtube.com\/embed\/y5m0AKdsSmY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<h4>External collaborators<\/h4>\n<p>Dr. Prem Jai Vidaurre (Univesidad Mayor de San Andr\u00e9s, La Paz, Bolivia)<\/p>\n<h4>To learn more&#8230;<\/h4>\n<div id=\"zotpress-3c3c02641571fcae8f58df710b4df0df\" class=\"zp-Zotpress zp-Zotpress-Bib wp-block-group\">\n\n\t\t<span class=\"ZP_API_USER_ID ZP_ATTR\">778265<\/span>\n\t\t<span class=\"ZP_ITEM_KEY ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_COLLECTION_ID ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_TAG_ID ZP_ATTR\">titicaca<\/span>\n\t\t<span class=\"ZP_AUTHOR ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_YEAR ZP_ATTR\"><\/span>\n        <span class=\"ZP_ITEMTYPE ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_INCLUSIVE ZP_ATTR\">1<\/span>\n\t\t<span class=\"ZP_STYLE ZP_ATTR\">apa<\/span>\n\t\t<span class=\"ZP_LIMIT ZP_ATTR\">50<\/span>\n\t\t<span class=\"ZP_SORTBY ZP_ATTR\">date<\/span>\n\t\t<span class=\"ZP_ORDER ZP_ATTR\">desc<\/span>\n\t\t<span class=\"ZP_TITLE ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_SHOWIMAGE ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_SHOWTAGS ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_DOWNLOADABLE ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_NOTES ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_ABSTRACT ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_CITEABLE ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_TARGET ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_URLWRAP ZP_ATTR\"><\/span>\n\t\t<span class=\"ZP_FORCENUM ZP_ATTR\"><\/span>\n        <span class=\"ZP_HIGHLIGHT ZP_ATTR\"><\/span>\n        <span class=\"ZP_POSTID ZP_ATTR\">41963<\/span>\n\t\t<span class=\"ZOTPRESS_PLUGIN_URL ZP_ATTR\">https:\/\/www.slim-ocean.be\/wp-content\/plugins\/zotpress\/<\/span>\n\n\t\t<div class=\"zp-List loading\">\n\t\t\t<div class=\"zp-SEO-Content\">\n\t\t\t\t<span class=\"ZP_JSON ZP_ATTR\">%7B%22status%22%3A%22success%22%2C%22updateneeded%22%3Afalse%2C%22instance%22%3Afalse%2C%22meta%22%3A%7B%22request_last%22%3A0%2C%22request_next%22%3A0%2C%22used_cache%22%3Atrue%7D%2C%22data%22%3A%5B%7B%22key%22%3A%22PBV3FWIZ%22%2C%22library%22%3A%7B%22id%22%3A778265%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A6462585%2C%22username%22%3A%22MiguelDLC%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fmigueldlc%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Duquesne%20et%20al.%22%2C%22parsedDate%22%3A%222021%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BDuquesne%2C%20F.%2C%20Vallaeys%2C%20V.%2C%20Vidaurre%2C%20P.%20J.%2C%20%26amp%3B%20Hanert%2C%20E.%20%282021%29.%20A%20coupled%20ecohydrodynamic%20model%20to%20predict%20algal%20blooms%20in%20Lake%20Titicaca.%20%26lt%3Bi%26gt%3BEcological%20Modelling%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B440%26lt%3B%5C%2Fi%26gt%3B%2C%20109418.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.ecolmodel.2020.109418%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.ecolmodel.2020.109418%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22A%20coupled%20ecohydrodynamic%20model%20to%20predict%20algal%20blooms%20in%20Lake%20Titicaca%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Fran%5Cu00e7ois%22%2C%22lastName%22%3A%22Duquesne%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Valentin%22%2C%22lastName%22%3A%22Vallaeys%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Prem%20Jai%22%2C%22lastName%22%3A%22Vidaurre%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Emmanuel%22%2C%22lastName%22%3A%22Hanert%22%7D%5D%2C%22abstractNote%22%3A%22Lake%20Titicaca%20is%20home%20to%20a%20unique%20high-altitude%20ecosystem%20that%20is%20suffering%20from%20increasing%20anthropogenic%20pressures.%20It%20experienced%20its%20first%20major%20algal%20bloom%20in%20March%5Cu2013April%202015%20that%20had%20devastating%20consequences%20in%20the%20southern%20shallow%20lake%20basin.%20Such%20events%20are%20expected%20to%20intensify%20in%20the%20future%20and%20call%20for%20a%20more%20active%20and%20quantitative%20management%20of%20the%20lake%20and%20its%20watershed.%20In%20this%20paper%20we%20describe%20a%20coupled%20ecohydrodynamic%20model%20to%20predict%20the%20lake%5Cu2019s%20water%20quality%20and%2C%20more%20particularly%2C%20the%20risk%20of%20harmful%20algal%20blooms.%20We%20have%20coupled%20a%20nitrogen-phytoplankton-zooplankton-detritus%20%28NPZD%29%20ecosystem%20model%20to%20the%20unstructured-mesh%203D%20hydrodynamic%20model%20SLIM.%20Our%20high-resolution%20multi-scale%20model%20explicitly%20represents%20the%20exchanges%20between%20the%20two%20basins%20composing%20the%20lake%2C%20through%20the%20narrow%20Strait%20of%20Tiquina.%20This%20allowed%20us%20to%20study%20the%20biophysical%20processes%20driving%20the%20entire%20lake%20over%20the%20period%20of%20January%202014%20to%20May%202015.%20The%20model%20has%20been%20validated%20against%20temperature%20profiles%20at%20several%20locations%20throughout%20the%20lake.%20It%20correctly%20reproduces%20the%20seasonal%20temperature%20variations%20that%20drive%20the%20lake%20stratification%20and%20impact%20the%20vertical%20distributions%20of%20phytoplankton.%20Our%20model%20was%20able%20to%20replicate%20the%20space%5Cu2013time%20dynamics%20of%20the%20March%5Cu2013April%202015%20algal%20bloom%20similarly%20to%20what%20was%20observed%20on%20satellite%20imagery.%20We%20believe%20that%20our%20multiscale%20ecohydrodynamic%20model%20is%20a%20promising%20tool%20to%20complement%20field%20observations%20and%20hence%20support%20water%20management%20in%20the%20lake%20and%20its%20watershed.%22%2C%22date%22%3A%2201%5C%2F2021%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1016%5C%2Fj.ecolmodel.2020.109418%22%2C%22citationKey%22%3A%22duquesneCoupledEcohydrodynamicModel2021%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Flinkinghub.elsevier.com%5C%2Fretrieve%5C%2Fpii%5C%2FS0304380020304750%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%2203043800%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%22GJSQZPDC%22%5D%2C%22dateModified%22%3A%222026-02-16T13%3A06%3A05Z%22%7D%7D%5D%7D<\/span>\n\n\t\t\t\t<div id=\"zp-ID-41963-778265-PBV3FWIZ\" data-zp-author-date='Duquesne-et-al.-2021' data-zp-date-author='2021-Duquesne-et-al.' data-zp-date='2021' data-zp-year='2021' data-zp-itemtype='journalArticle' class=\"zp-Entry zpSearchResultsItem\">\n<div class=\"csl-bib-body\" style=\"line-height: 2; padding-left: 1em; text-indent:-1em;\">\n  <div class=\"csl-entry\">Duquesne, F., Vallaeys, V., Vidaurre, P. J., & Hanert, E. (2021). A coupled ecohydrodynamic model to predict algal blooms in Lake Titicaca. <i>Ecological Modelling<\/i>, <i>440<\/i>, 109418. <a class='zp-DOIURL' href='https:\/\/doi.org\/10.1016\/j.ecolmodel.2020.109418'>https:\/\/doi.org\/10.1016\/j.ecolmodel.2020.109418<\/a><\/div>\n<\/div>\n\t\t\t\t<\/div><!-- .zp-Entry .zpSearchResultsItem -->\n\t\t\t<\/div><!-- .zp-zp-SEO-Content -->\n\t\t<\/div><!-- .zp-List -->\n\t<\/div><!--.zp-Zotpress-->\n\n\n","protected":false},"excerpt":{"rendered":"<p>Nested in the Altiplano region between Bolivia and Peru at a staggering 3,812m altitude, Lake Titicaca is the largest freshwater lake in South America (area&hellip;<\/p>\n","protected":false},"author":23,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"class_list":["post-41963","page","type-page","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/pages\/41963","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/comments?post=41963"}],"version-history":[{"count":5,"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/pages\/41963\/revisions"}],"predecessor-version":[{"id":42243,"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/pages\/41963\/revisions\/42243"}],"wp:attachment":[{"href":"https:\/\/www.slim-ocean.be\/index.php\/wp-json\/wp\/v2\/media?parent=41963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}