{"id":301,"date":"2026-06-12T15:33:04","date_gmt":"2026-06-12T12:33:04","guid":{"rendered":"https:\/\/sites.utu.fi\/hydrotwin\/?page_id=301"},"modified":"2026-06-17T15:41:46","modified_gmt":"2026-06-17T12:41:46","slug":"research-themes","status":"publish","type":"page","link":"https:\/\/sites.utu.fi\/hydrotwin\/research-themes\/","title":{"rendered":"Research Themes"},"content":{"rendered":"\n<div class=\"wp-block-cover\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"384\" class=\"wp-block-cover__image-background wp-image-304\" alt=\"\" src=\"https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-1024x384.jpg\" style=\"object-position:33% 44%\" data-object-fit=\"cover\" data-object-position=\"33% 44%\" srcset=\"https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-1024x384.jpg 1024w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-300x113.jpg 300w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-768x288.jpg 768w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-1536x576.jpg 1536w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-scaled.jpg 2048w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-168x63.jpg 168w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/joki-1-190x71.jpg 190w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-10 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-left is-style-lead has-large-font-size\">Observation technologies in fluvial processes<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column301_976a33-23 > .kt-inside-inner-col,.kadence-column301_976a33-23 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column301_976a33-23 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column301_976a33-23 > .kt-inside-inner-col{flex-direction:column;}.kadence-column301_976a33-23 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column301_976a33-23 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column301_976a33-23{position:relative;}@media all and (max-width: 1024px){.kadence-column301_976a33-23 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column301_976a33-23 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column301_976a33-23\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id301_b88f23-ec > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id301_b88f23-ec > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id301_b88f23-ec > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id301_b88f23-ec > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id301_b88f23-ec > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id301_b88f23-ec > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id301_b88f23-ec alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column301_af2e84-15 > .kt-inside-inner-col,.kadence-column301_af2e84-15 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column301_af2e84-15 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column301_af2e84-15 > .kt-inside-inner-col{flex-direction:column;}.kadence-column301_af2e84-15 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column301_af2e84-15 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column301_af2e84-15{position:relative;}@media all and (max-width: 1024px){.kadence-column301_af2e84-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column301_af2e84-15 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column301_af2e84-15\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-text-align-left has-mono-2-color has-text-color has-superbfont-small-font-size\">This research theme develops <strong>automated 4D platforms for data collection and builds a real-time observation network across riverine and coastal environments.<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left has-mono-2-color has-text-color has-superbfont-small-font-size\">By integrating cutting edge sensors, such as multispectral cameras, LiDAR, and satellite data with autonomous multi-robot systems, the project enables multi-modal 3D environmental perception for digital twin creation and bio- and geodiversity assessment. The research explores autonomous collaboration between aerial, ground, and surface robots in dynamic, all-weather conditions, aiming to reduce uncertainty in environmental monitoring. Novel algorithms and data fusion methods, including machine learning and generative AI, are being developed to enhance perception, optimize robotic decision-making, and ensure reliable performance in complex fluvial systems.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column301_7258b7-0a > .kt-inside-inner-col{display:flex;}.kadence-column301_7258b7-0a > .kt-inside-inner-col,.kadence-column301_7258b7-0a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column301_7258b7-0a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column301_7258b7-0a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column301_7258b7-0a > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column301_7258b7-0a{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column301_7258b7-0a{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column301_7258b7-0a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column301_7258b7-0a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column301_7258b7-0a{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column301_7258b7-0a{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column301_7258b7-0a{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column301_7258b7-0a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column301_7258b7-0a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column301_7258b7-0a{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column301_7258b7-0a{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column301_7258b7-0a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column301_7258b7-0a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column301_7258b7-0a\"><div class=\"kt-inside-inner-col\">\n<div class=\"wp-block-cover\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"1024\" class=\"wp-block-cover__image-background wp-image-305\" alt=\"\" src=\"https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-683x1024.jpg\" style=\"object-position:29% 14%\" data-object-fit=\"cover\" data-object-position=\"29% 14%\" srcset=\"https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-683x1024.jpg 683w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-200x300.jpg 200w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-768x1152.jpg 768w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-1024x1536.jpg 1024w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-scaled.jpg 1366w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-168x252.jpg 168w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/pure-julia-B8y6uvTnEvU-unsplash-1-scaled-2-190x285.jpg 190w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-30 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-left has-large-font-size\">Hydroinformatics of river systems <\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column301_e343b5-e7 > .kt-inside-inner-col,.kadence-column301_e343b5-e7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column301_e343b5-e7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column301_e343b5-e7 > .kt-inside-inner-col{flex-direction:column;}.kadence-column301_e343b5-e7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column301_e343b5-e7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column301_e343b5-e7{position:relative;}@media all and (max-width: 1024px){.kadence-column301_e343b5-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column301_e343b5-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column301_e343b5-e7\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-text-align-left has-mono-2-color has-text-color has-superbfont-small-font-size\">This research theme uses <strong>data-driven hydroinformatics to model how human activity and climate change affect water resources<\/strong>, focusing on boreal and subarctic regions. <\/p>\n\n\n\n<p class=\"has-text-align-left has-mono-2-color has-text-color has-superbfont-small-font-size\">By leveraging digital twins, multi-robot observation technologies, geospatial data, remote sensing, citizen science, and AI, the project investigates the interconnected dynamics of hydrological, societal, fluvial, sedimentological, and ecological systems from source to sea. Through the lens of twin transition, the research aims to achieve a comprehensive understanding of hydro-climatological changes, nutrient and sediment fluxes, and carbon cycling across natural, urbanized, and agricultural catchments. The evolving interactions between inland waters and coastal environments are also examined, with insights extrapolated to the Baltic Sea and broader global contexts.<\/p>\n<\/div><\/div>\n\n\n<style>.kb-row-layout-id301_7266e1-4c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id301_7266e1-4c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id301_7266e1-4c > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id301_7266e1-4c > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id301_7266e1-4c > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id301_7266e1-4c > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id301_7266e1-4c alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column301_dffb17-df > .kt-inside-inner-col,.kadence-column301_dffb17-df > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column301_dffb17-df > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column301_dffb17-df > .kt-inside-inner-col{flex-direction:column;}.kadence-column301_dffb17-df > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column301_dffb17-df > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column301_dffb17-df{position:relative;}@media all and (max-width: 1024px){.kadence-column301_dffb17-df > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column301_dffb17-df > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column301_dffb17-df\"><div class=\"kt-inside-inner-col\">\n<div class=\"wp-block-cover\"><img loading=\"lazy\" decoding=\"async\" width=\"576\" height=\"1024\" class=\"wp-block-cover__image-background wp-image-307\" alt=\"\" src=\"https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-576x1024.jpg\" style=\"object-position:47% 24%\" data-object-fit=\"cover\" data-object-position=\"47% 24%\" srcset=\"https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-576x1024.jpg 576w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-169x300.jpg 169w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-768x1365.jpg 768w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-864x1536.jpg 864w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-scaled.jpg 1152w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-168x299.jpg 168w, https:\/\/sites.utu.fi\/hydrotwin\/wp-content\/uploads\/sites\/1579\/2026\/06\/daniel-gomez-OEcNZyJpnCo-unsplash-scaled-1-190x338.jpg 190w\" sizes=\"auto, (max-width: 576px) 100vw, 576px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<p class=\"has-text-align-left has-large-font-size\">Hydrosphere resilience<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p class=\"has-text-align-left has-mono-2-color has-text-color has-superbfont-small-font-size\">This research theme explores <strong>sustainability transitions by studying how hydrosphere dynamics interact with biodiversity and multispecies well-being<\/strong>. <\/p>\n\n\n\n<p class=\"has-text-align-left has-mono-2-color has-text-color has-superbfont-small-font-size\">Recognizing water as a natural, social, cultural, and economic resource, the research promotes a comprehensive understanding of rivers as social-ecological-technological systems. Through interdisciplinary approaches and stakeholder engagement, the project explores how digital twins, continuous observation networks, and participatory methods can enhance hydrological resilience and inform inclusive, multisensory, and multispecies decision-making. HydroTwin contributes to sustainable river management and biodiversity loss mitigation, fostering nature-positive futures for both present and future generations.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This research theme develops automated 4D platforms for data collection and builds a real-time observation network across riverine and coastal environments. By integrating cutting edge sensors, such as multispectral cameras, LiDAR, and satellite data with autonomous multi-robot systems, the project enables multi-modal 3D environmental perception for digital twin creation and bio- and geodiversity assessment. The&#8230;<\/p>\n","protected":false},"author":4998,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"class_list":["post-301","page","type-page","status-publish","hentry"],"acf":[],"lang":"fi","translations":{"fi":301},"taxonomy_info":[],"featured_image_src_large":false,"author_info":{"display_name":"mmrahiutufi","author_link":"https:\/\/sites.utu.fi\/hydrotwin\/author\/mmrahiutufi\/"},"comment_info":0,"pll_sync_post":{},"_links":{"self":[{"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/pages\/301","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/users\/4998"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/comments?post=301"}],"version-history":[{"count":6,"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/pages\/301\/revisions"}],"predecessor-version":[{"id":442,"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/pages\/301\/revisions\/442"}],"wp:attachment":[{"href":"https:\/\/sites.utu.fi\/hydrotwin\/wp-json\/wp\/v2\/media?parent=301"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}