{"id":5600,"date":"2024-09-02T16:31:20","date_gmt":"2024-09-02T08:31:20","guid":{"rendered":"https:\/\/www.nus.edu.sg\/cncs\/?page_id=5600"},"modified":"2025-11-20T17:00:46","modified_gmt":"2025-11-20T09:00:46","slug":"ankit-sagar","status":"publish","type":"page","link":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/","title":{"rendered":"Ankit Sagar"},"content":{"rendered":"\n\n\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg\" alt=\"Ankit\" itemprop=\"image\" height=\"2560\" width=\"1707\" onerror=\"this.style.display='none'\" loading=\"lazy\" \/>\n\t<p><strong>Ankit Sagar<\/strong><\/p>\n<p><strong>Academic Qualifications<\/strong><\/p>\n<p>PhD in Forest Ecology &amp; Remote Sensing, IGN &#8211; Laboratory of Forest Inventory, University of Lorraine, France<\/p>\n<p>M.Tech. in Remote Sensing &amp; GIS, ISRO &#8211; Indian Institute of Remote Sensing, India<\/p>\n<p>B.Tech. in Electronics and Communication, Central Institute of Technology, India<\/p>\n<p><strong>Research areas<\/strong><\/p>\n<p>Forest ecology; forest inventory; carbon and biomass estimation; forest disturbance; remote sensing<\/p>\n<p><strong>Research interests<\/strong><\/p>\n<p>Ankit&#8217;s research focuses on using remote sensing technologies for mapping and improving estimates of carbon and aboveground forest biomass. He is also interested in quantifying forest resources impacted by forest disturbance events.<\/p>\n<p><strong>Biography<\/strong><\/p>\n<p>Ankit is a Postdoctoral Research Fellow at the Centre for Nature-based Climate Solutions. He holds a PhD in forest ecology, with a focus on combining ground data with remote sensing data, and model this combination through mathematical models to map and estimate forest resources across various domains (administrative units, pixel-based, forest disturbances) in temperate forests of France. In his current postdoctoral research, Ankit is building on the work from his PhD, but lays focus on improving estimates in tropical forests in Southeast Asia.<\/p>\n<p><strong>Selected publications:<\/strong><\/p>\n<ul>\n<li><strong>Sagar, A.<\/strong>, Vega, C., Bouriaud, O., Renaud, J.P., 2024. Forest resource predictive maps: a bridge for small area estimation of forest disturbance areas. Manuscript in-review.<\/li>\n<li><strong>Sagar, A.<\/strong>, Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.-P., 2022. Multisource forest inventories: a new model-based approach using k-NN to reconcile forest attributes statistics and map products. ISPRS Journal of Photogrammetry and Remote Sensing, 192. <a href=\"https:\/\/doi.org\/10.1016\/j.isprsjprs.2022.08.016\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.isprsjprs.2022.08.016<\/a><\/li>\n<li>Renaud, J.P., <strong>Sagar, A.<\/strong>, Barbillon, P., Bouriaud, O., Deleuze, C. and Vega, C., 2022. Characterizing the calibration domain of remote sensing models using convex hulls. International Journal of Applied Earth Observation and Geoinformation, 112, p.102939. <a href=\"https:\/\/doi.org\/10.1016\/j.jag.2022.102939\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.jag.2022.102939<\/a><\/li>\n<li>Vega, C., Renaud, J.-P., <strong>Sagar, A.<\/strong>, Bouriaud, O., 2021. A new small area estimation algorithm to balance between statistical precision and scale. Int. J. Appl. Earth Obs. Geoinformation 97, 102303. <a href=\"https:\/\/doi.org\/10.1016\/j.jag.2021.102303\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.jag.2021.102303<\/a><\/li>\n<\/ul>\n<p><strong>Conference and presentations:<\/strong><\/p>\n<ul>\n<li><strong>Sagar, A.<\/strong>, V\u00e9ga, C., Pi\u00e9dallu, C., Bouriaud, O., Renaud, J.P. (2021). High Resolution Mapping of Forest Resources and Prediction Uncertainty using Multisource Inventory Approach. In Proceedings of the SilviLaser Conference 2021 (pp. 219-221). <a href=\"https:\/\/doi.org\/10.34726\/wim.1986\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.34726\/wim.1986<\/a>.<\/li>\n<li><strong>Sagar, A.<\/strong>, Vega, C., Renaud, J.P., Downscaling NFI estimates to small areas. September 21, 2020, 29th IGN research day, Nancy, France.<\/li>\n<li><strong>Sagar, A.<\/strong>, Renaud, J.P., Vega, C., Small area estimation methods for the National Forest Inventory. October 20, 2020, DEEPSURF conference: Forests and carbon storage, Nancy, France.<\/li>\n<li><strong>Sagar, A.<\/strong>, Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.P., High resolution mapping of forest resources and prediction uncertainty using Multisource Inventory approach. October 27 to 29, 2021, INCA conference, Chandigarh, India.<\/li>\n<li><strong>Sagar, A.<\/strong>, Vega, C., Renaud, J.P., Bouriaud, O., Pi\u00e9dallu, C., Forest resources estimation and mapping of dieback affected forest in Vosges mountainous region. September 7 to 8, 2022, DEEPSURF conference: Forests and carbon storage, Nancy, France.<\/li>\n<li><strong>Sagar, A.<\/strong>, Renaud, J.P., Vega, C., Multisource Forest Inventory flexible tool for forest information and decision making. March 30, 2023, 32nd IGN research day, Paris, France. Available at <a href=\"https:\/\/www.youtube.com\/watch?v=Bf9c6398v94\" target=\"_blank\" rel=\"noopener\">https:\/\/www.youtube.com\/watch?v=Bf9c6398v94<\/a>.<\/li>\n<\/ul>\n\n","protected":false},"excerpt":{"rendered":"<p>Ankit Sagar Academic Qualifications PhD in Forest Ecology &amp; Remote Sensing, IGN &#8211; Laboratory of Forest Inventory, University of Lorraine, France M.Tech. in Remote Sensing &amp; GIS, ISRO &#8211; Indian Institute of Remote Sensing, India B.Tech. in Electronics and Communication, Central Institute of Technology, India Research areas Forest ecology; forest inventory; carbon and biomass estimation; forest disturbance; remote sensing Research interests Ankit&#8217;s research focuses on using remote sensing technologies for mapping and improving estimates of carbon and aboveground forest biomass. He is also interested in quantifying forest resources impacted by forest disturbance events. Biography Ankit is a Postdoctoral Research Fellow at the Centre for Nature-based Climate Solutions. He holds a PhD in forest ecology, with a focus on combining ground data with remote sensing data, and model this combination through mathematical models to map and estimate forest resources across various domains (administrative units, pixel-based, forest disturbances) in temperate forests of France. In his current postdoctoral research, Ankit is building on the work from his PhD, but lays focus on improving estimates in tropical forests in Southeast Asia. Selected publications: Sagar, A., Vega, C., Bouriaud, O., Renaud, J.P., 2024. Forest resource predictive maps: a bridge for small area estimation of forest disturbance areas. Manuscript in-review. Sagar, A., Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.-P., 2022. Multisource forest inventories: a new model-based approach using k-NN to reconcile forest attributes statistics and map products. ISPRS Journal of Photogrammetry and Remote Sensing, 192. https:\/\/doi.org\/10.1016\/j.isprsjprs.2022.08.016 Renaud, J.P., Sagar, A., Barbillon, P., Bouriaud, O., Deleuze, C. and Vega, C., 2022. Characterizing the calibration domain of remote sensing models using convex hulls. International Journal of Applied Earth Observation and Geoinformation, 112, p.102939. https:\/\/doi.org\/10.1016\/j.jag.2022.102939 Vega, C., Renaud, J.-P., Sagar, A., Bouriaud, O., 2021. A new small area estimation algorithm to balance between statistical precision and scale. Int. J. Appl. Earth Obs. Geoinformation 97, 102303. https:\/\/doi.org\/10.1016\/j.jag.2021.102303 Conference and presentations: Sagar, A., V\u00e9ga, C., Pi\u00e9dallu, C., Bouriaud, O., Renaud, J.P. (2021). High Resolution Mapping of Forest Resources and Prediction Uncertainty using Multisource Inventory Approach. In Proceedings of the SilviLaser Conference 2021 (pp. 219-221). https:\/\/doi.org\/10.34726\/wim.1986. Sagar, A., Vega, C., Renaud, J.P., Downscaling NFI estimates to small areas. September 21, 2020, 29th IGN research day, Nancy, France. Sagar, A., Renaud, J.P., Vega, C., Small area estimation methods for the National Forest Inventory. October 20, 2020, DEEPSURF conference: Forests and carbon storage, Nancy, France. Sagar, A., Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.P., High resolution mapping of forest resources and prediction uncertainty using Multisource Inventory approach. October 27 to 29, 2021, INCA conference, Chandigarh, India. Sagar, A., Vega, C., Renaud, J.P., Bouriaud, O., Pi\u00e9dallu, C., Forest resources estimation and mapping of dieback affected forest in Vosges mountainous region. September 7 to 8, 2022, DEEPSURF conference: Forests and carbon storage, Nancy, France. Sagar, A., Renaud, J.P., Vega, C., Multisource Forest Inventory flexible tool for forest information and decision making. March 30, 2023, 32nd IGN research day, Paris, France. Available at https:\/\/www.youtube.com\/watch?v=Bf9c6398v94.<\/p>\n","protected":false},"author":22,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-5600","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ankit Sagar - NUS Centre for Nature-based Climate Solutions<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ankit Sagar - NUS Centre for Nature-based Climate Solutions\" \/>\n<meta property=\"og:description\" content=\"Ankit Sagar Academic Qualifications PhD in Forest Ecology &amp; Remote Sensing, IGN &#8211; Laboratory of Forest Inventory, University of Lorraine, France M.Tech. in Remote Sensing &amp; GIS, ISRO &#8211; Indian Institute of Remote Sensing, India B.Tech. in Electronics and Communication, Central Institute of Technology, India Research areas Forest ecology; forest inventory; carbon and biomass estimation; forest disturbance; remote sensing Research interests Ankit&#8217;s research focuses on using remote sensing technologies for mapping and improving estimates of carbon and aboveground forest biomass. He is also interested in quantifying forest resources impacted by forest disturbance events. Biography Ankit is a Postdoctoral Research Fellow at the Centre for Nature-based Climate Solutions. He holds a PhD in forest ecology, with a focus on combining ground data with remote sensing data, and model this combination through mathematical models to map and estimate forest resources across various domains (administrative units, pixel-based, forest disturbances) in temperate forests of France. In his current postdoctoral research, Ankit is building on the work from his PhD, but lays focus on improving estimates in tropical forests in Southeast Asia. Selected publications: Sagar, A., Vega, C., Bouriaud, O., Renaud, J.P., 2024. Forest resource predictive maps: a bridge for small area estimation of forest disturbance areas. Manuscript in-review. Sagar, A., Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.-P., 2022. Multisource forest inventories: a new model-based approach using k-NN to reconcile forest attributes statistics and map products. ISPRS Journal of Photogrammetry and Remote Sensing, 192. https:\/\/doi.org\/10.1016\/j.isprsjprs.2022.08.016 Renaud, J.P., Sagar, A., Barbillon, P., Bouriaud, O., Deleuze, C. and Vega, C., 2022. Characterizing the calibration domain of remote sensing models using convex hulls. International Journal of Applied Earth Observation and Geoinformation, 112, p.102939. https:\/\/doi.org\/10.1016\/j.jag.2022.102939 Vega, C., Renaud, J.-P., Sagar, A., Bouriaud, O., 2021. A new small area estimation algorithm to balance between statistical precision and scale. Int. J. Appl. Earth Obs. Geoinformation 97, 102303. https:\/\/doi.org\/10.1016\/j.jag.2021.102303 Conference and presentations: Sagar, A., V\u00e9ga, C., Pi\u00e9dallu, C., Bouriaud, O., Renaud, J.P. (2021). High Resolution Mapping of Forest Resources and Prediction Uncertainty using Multisource Inventory Approach. In Proceedings of the SilviLaser Conference 2021 (pp. 219-221). https:\/\/doi.org\/10.34726\/wim.1986. Sagar, A., Vega, C., Renaud, J.P., Downscaling NFI estimates to small areas. September 21, 2020, 29th IGN research day, Nancy, France. Sagar, A., Renaud, J.P., Vega, C., Small area estimation methods for the National Forest Inventory. October 20, 2020, DEEPSURF conference: Forests and carbon storage, Nancy, France. Sagar, A., Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.P., High resolution mapping of forest resources and prediction uncertainty using Multisource Inventory approach. October 27 to 29, 2021, INCA conference, Chandigarh, India. Sagar, A., Vega, C., Renaud, J.P., Bouriaud, O., Pi\u00e9dallu, C., Forest resources estimation and mapping of dieback affected forest in Vosges mountainous region. September 7 to 8, 2022, DEEPSURF conference: Forests and carbon storage, Nancy, France. Sagar, A., Renaud, J.P., Vega, C., Multisource Forest Inventory flexible tool for forest information and decision making. March 30, 2023, 32nd IGN research day, Paris, France. Available at https:\/\/www.youtube.com\/watch?v=Bf9c6398v94.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/\" \/>\n<meta property=\"og:site_name\" content=\"NUS Centre for Nature-based Climate Solutions\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-20T09:00:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/\",\"url\":\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/\",\"name\":\"Ankit Sagar - NUS Centre for Nature-based Climate Solutions\",\"isPartOf\":{\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg\",\"datePublished\":\"2024-09-02T08:31:20+00:00\",\"dateModified\":\"2025-11-20T09:00:46+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#primaryimage\",\"url\":\"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg\",\"contentUrl\":\"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg\",\"width\":1707,\"height\":2560},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.nus.edu.sg\/cncs\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Ankit Sagar\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/#website\",\"url\":\"https:\/\/www.nus.edu.sg\/cncs\/\",\"name\":\"NUS Centre for Nature-based Climate Solutions\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.nus.edu.sg\/cncs\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/#organization\",\"name\":\"NUS Centre for Nature-based Climate Solutions\",\"url\":\"https:\/\/www.nus.edu.sg\/cncs\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2022\/10\/cropped-CoBrand-CNCS_H_Transparent1-1-1.png\",\"contentUrl\":\"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2022\/10\/cropped-CoBrand-CNCS_H_Transparent1-1-1.png\",\"width\":1131,\"height\":363,\"caption\":\"NUS Centre for Nature-based Climate Solutions\"},\"image\":{\"@id\":\"https:\/\/www.nus.edu.sg\/cncs\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Ankit Sagar - NUS Centre for Nature-based Climate Solutions","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/","og_locale":"en_US","og_type":"article","og_title":"Ankit Sagar - NUS Centre for Nature-based Climate Solutions","og_description":"Ankit Sagar Academic Qualifications PhD in Forest Ecology &amp; Remote Sensing, IGN &#8211; Laboratory of Forest Inventory, University of Lorraine, France M.Tech. in Remote Sensing &amp; GIS, ISRO &#8211; Indian Institute of Remote Sensing, India B.Tech. in Electronics and Communication, Central Institute of Technology, India Research areas Forest ecology; forest inventory; carbon and biomass estimation; forest disturbance; remote sensing Research interests Ankit&#8217;s research focuses on using remote sensing technologies for mapping and improving estimates of carbon and aboveground forest biomass. He is also interested in quantifying forest resources impacted by forest disturbance events. Biography Ankit is a Postdoctoral Research Fellow at the Centre for Nature-based Climate Solutions. He holds a PhD in forest ecology, with a focus on combining ground data with remote sensing data, and model this combination through mathematical models to map and estimate forest resources across various domains (administrative units, pixel-based, forest disturbances) in temperate forests of France. In his current postdoctoral research, Ankit is building on the work from his PhD, but lays focus on improving estimates in tropical forests in Southeast Asia. Selected publications: Sagar, A., Vega, C., Bouriaud, O., Renaud, J.P., 2024. Forest resource predictive maps: a bridge for small area estimation of forest disturbance areas. Manuscript in-review. Sagar, A., Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.-P., 2022. Multisource forest inventories: a new model-based approach using k-NN to reconcile forest attributes statistics and map products. ISPRS Journal of Photogrammetry and Remote Sensing, 192. https:\/\/doi.org\/10.1016\/j.isprsjprs.2022.08.016 Renaud, J.P., Sagar, A., Barbillon, P., Bouriaud, O., Deleuze, C. and Vega, C., 2022. Characterizing the calibration domain of remote sensing models using convex hulls. International Journal of Applied Earth Observation and Geoinformation, 112, p.102939. https:\/\/doi.org\/10.1016\/j.jag.2022.102939 Vega, C., Renaud, J.-P., Sagar, A., Bouriaud, O., 2021. A new small area estimation algorithm to balance between statistical precision and scale. Int. J. Appl. Earth Obs. Geoinformation 97, 102303. https:\/\/doi.org\/10.1016\/j.jag.2021.102303 Conference and presentations: Sagar, A., V\u00e9ga, C., Pi\u00e9dallu, C., Bouriaud, O., Renaud, J.P. (2021). High Resolution Mapping of Forest Resources and Prediction Uncertainty using Multisource Inventory Approach. In Proceedings of the SilviLaser Conference 2021 (pp. 219-221). https:\/\/doi.org\/10.34726\/wim.1986. Sagar, A., Vega, C., Renaud, J.P., Downscaling NFI estimates to small areas. September 21, 2020, 29th IGN research day, Nancy, France. Sagar, A., Renaud, J.P., Vega, C., Small area estimation methods for the National Forest Inventory. October 20, 2020, DEEPSURF conference: Forests and carbon storage, Nancy, France. Sagar, A., Vega, C., Bouriaud, O., Piedallu, C., Renaud, J.P., High resolution mapping of forest resources and prediction uncertainty using Multisource Inventory approach. October 27 to 29, 2021, INCA conference, Chandigarh, India. Sagar, A., Vega, C., Renaud, J.P., Bouriaud, O., Pi\u00e9dallu, C., Forest resources estimation and mapping of dieback affected forest in Vosges mountainous region. September 7 to 8, 2022, DEEPSURF conference: Forests and carbon storage, Nancy, France. Sagar, A., Renaud, J.P., Vega, C., Multisource Forest Inventory flexible tool for forest information and decision making. March 30, 2023, 32nd IGN research day, Paris, France. Available at https:\/\/www.youtube.com\/watch?v=Bf9c6398v94.","og_url":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/","og_site_name":"NUS Centre for Nature-based Climate Solutions","article_modified_time":"2025-11-20T09:00:46+00:00","og_image":[{"url":"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/","url":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/","name":"Ankit Sagar - NUS Centre for Nature-based Climate Solutions","isPartOf":{"@id":"https:\/\/www.nus.edu.sg\/cncs\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#primaryimage"},"image":{"@id":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#primaryimage"},"thumbnailUrl":"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg","datePublished":"2024-09-02T08:31:20+00:00","dateModified":"2025-11-20T09:00:46+00:00","breadcrumb":{"@id":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#primaryimage","url":"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg","contentUrl":"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2025\/11\/Ankit-scaled.jpg","width":1707,"height":2560},{"@type":"BreadcrumbList","@id":"https:\/\/www.nus.edu.sg\/cncs\/ankit-sagar\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.nus.edu.sg\/cncs\/"},{"@type":"ListItem","position":2,"name":"Ankit Sagar"}]},{"@type":"WebSite","@id":"https:\/\/www.nus.edu.sg\/cncs\/#website","url":"https:\/\/www.nus.edu.sg\/cncs\/","name":"NUS Centre for Nature-based Climate Solutions","description":"","publisher":{"@id":"https:\/\/www.nus.edu.sg\/cncs\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.nus.edu.sg\/cncs\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.nus.edu.sg\/cncs\/#organization","name":"NUS Centre for Nature-based Climate Solutions","url":"https:\/\/www.nus.edu.sg\/cncs\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.nus.edu.sg\/cncs\/#\/schema\/logo\/image\/","url":"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2022\/10\/cropped-CoBrand-CNCS_H_Transparent1-1-1.png","contentUrl":"https:\/\/www.nus.edu.sg\/cncs\/wp-content\/uploads\/2022\/10\/cropped-CoBrand-CNCS_H_Transparent1-1-1.png","width":1131,"height":363,"caption":"NUS Centre for Nature-based Climate Solutions"},"image":{"@id":"https:\/\/www.nus.edu.sg\/cncs\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/pages\/5600","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/users\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/comments?post=5600"}],"version-history":[{"count":4,"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/pages\/5600\/revisions"}],"predecessor-version":[{"id":7472,"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/pages\/5600\/revisions\/7472"}],"wp:attachment":[{"href":"https:\/\/www.nus.edu.sg\/cncs\/wp-json\/wp\/v2\/media?parent=5600"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}