Hernandez-Serna, Andres

Bio

I'm a Principal Faculty Specialist at the Global Land Analysis and Discovery (GLAD) laboratory in the Department of Geographical Sciences at the University of Maryland. My research interests include using Deep learning and Lidar data for ecological, soundscape, biodiversity and land cover/land use change monitoring applications. I am also interested in the use of remote sensing techniques to track and analyze landscape transformations and patterns.
Right now I'm working on:
Developing time-series built-up area maps for our new Bezos Fund project
Leading Deep learning initiates on agriculture and urbanization; implement different architectures of Deep learning and features using GPUs.
Conducting research for GLAD on land-cover change with a special focus on forest cover and agricultural land cover at a global scale utilizing remote sensing.
Comparing the performance of Landsat combined with GEDI for tree height estimation between 2019-present.
Testing performance of Landsat and G-LIHT data for measuring continuous changes in tree height and tree cover, using regression tree models to estimate tree height and tree cover from 1985 to 2019.
Collecting Lidar-RIEGL data by flying an M600 drone in various agricultural and primary forest locations (e.g. Senegal, Congo, US, Paraguay) to quantify the area respective biomass and tree height
Assisting capacity building projects in Latin America to help derive national scale forest loss estimates.
Participating in field work to examine expansion of soybean cultivated area in Brazil, Argentina, Bolivia, Paraguay, Uruguay and US.
Areas of Interest

Land Cover Mapping, Deep Learning, Data Fusion, HPC, Lidar
Research Topics

Personal Website(s)

https://sites.google.com/view/andreshernandezserna
CV(s)

https://scholar.google.es/citations?user=5hBXb5UAAAAJ
Andres Hernandez-Serna
Andres Hernandez-Serna
Principal Faculty Specialist
| 4600 River Rd, Suite 300, Riverdale, MD 20737, United States
| andreshs@umd.edu
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        "#text" => "<p>I'm a&nbsp;Principal Faculty Specialist at the Global Land Analysis and Discovery (<a href="http://www.google.com/url?q=http%3A%2F%2Fglad.umd.edu%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNFFwnFIABQ4cmndtPG9XAbl6lUUSA" target="_blank"><strong>GLAD</strong></a>) laboratory in the&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fgeog.umd.edu%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNG8PFPgJ7QvGkHisHWv9SgZGUB5qw" target="_blank">Department of Geographical Sciences</a>&nbsp;at the&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fwww.umd.edu%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHBeWZPwwfC-qMAWAI1W24gczNeUA" target="_blank">University of Maryland</a>. My research interests include using Deep learning and Lidar data for ecological, soundscape, biodiversity and land cover/land use change monitoring applications. I am also interested in the use of remote sensing techniques to track and analyze landscape transformations and patterns.&nbsp;</p><p>Right now I'm working on:</p><ul><li dir="ltr"><p dir="ltr">Developing time-series built-up area maps for our new <a href="https://www.google.com/url?q=https%3A%2F%2Fwww.bezosearthfund.org&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHBJzdA1rM78YrAFE25y7Rd3HSbrQ" target="_blank">Bezos Fund project</a></p></li><li dir="ltr"><p dir="ltr">Leading Deep learning initiates on agriculture and urbanization; implement different architectures of Deep learning and features using GPUs.</p></li><li dir="ltr"><p dir="ltr">Conducting research for GLAD on land-cover change with a special focus on forest cover and agricultural land cover at a global scale utilizing remote sensing.</p></li><li dir="ltr"><p dir="ltr">Comparing the performance of <a href="http://www.google.com/url?q=http%3A%2F%2Flandsat.usgs.gov%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNFUUWlUAg74-npVqQnlmh-Q69HgIQ" target="_blank">Landsat</a>&nbsp;combined with&nbsp;<a href="http://www.google.com/url?q=http%3A%2F%2Fgedi.umd.edu&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNENm_tr1ci3MvgjX_hYXGN1vCgC6A" target="_blank">GEDI</a> for tree height estimation between 2019-present.</p></li><li dir="ltr"><p dir="ltr">Testing performance of <a href="http://www.google.com/url?q=http%3A%2F%2Flandsat.usgs.gov%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNFUUWlUAg74-npVqQnlmh-Q69HgIQ" target="_blank">Landsat</a>&nbsp;and&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fgliht.gsfc.nasa.gov%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHwYpS3iC8kR4-K8s231LcmqoHpGQ" target="_blank">G-LIHT</a>&nbsp; data for measuring continuous changes in tree height and tree cover, using regression tree models to estimate tree height and tree cover from 1985 to 2019.</p></li><li dir="ltr"><p dir="ltr">Collecting <a href="http://www.google.com/url?q=http%3A%2F%2Fwww.riegl.com%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHq8xjPIcPKDrs3n6fcjT696hFh4Q" target="_blank">Lidar-RIEGL</a>&nbsp;data by flying an&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fwww.dji.com%2Fmatrice600-pro&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNH86JP-kCnXgm9xkyPDg3Z2k0bD1Q" target="_blank">M600</a>&nbsp; drone in various agricultural and primary forest locations (e.g. Senegal, Congo, US, Paraguay) to quantify the area respective biomass and tree height</p></li><li dir="ltr"><p dir="ltr">Assisting capacity building projects in Latin America to help derive national scale forest loss estimates.</p></li><li>Participating in field work to examine expansion of soybean cultivated area in Brazil, Argentina, Bolivia, Paraguay, Uruguay and US.</li></ul>"
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        "#media" => Drupal\media\Entity\Media {#2771}
        "#view_mode" => "default"
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        "#theme" => "media"
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      "#field_name" => "field_faculty_staff_category"
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      "#object" => Drupal\node\Entity\Node {#1563}
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        "#taxonomy_term" => Drupal\taxonomy\Entity\Term {#2673}
        "#view_mode" => "default"
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        "#text" => "<p>I'm a&nbsp;Principal Faculty Specialist at the Global Land Analysis and Discovery (<a href="http://www.google.com/url?q=http%3A%2F%2Fglad.umd.edu%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNFFwnFIABQ4cmndtPG9XAbl6lUUSA" target="_blank"><strong>GLAD</strong></a>) laboratory in the&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fgeog.umd.edu%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNG8PFPgJ7QvGkHisHWv9SgZGUB5qw" target="_blank">Department of Geographical Sciences</a>&nbsp;at the&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fwww.umd.edu%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHBeWZPwwfC-qMAWAI1W24gczNeUA" target="_blank">University of Maryland</a>. My research interests include using Deep learning and Lidar data for ecological, soundscape, biodiversity and land cover/land use change monitoring applications. I am also interested in the use of remote sensing techniques to track and analyze landscape transformations and patterns.&nbsp;</p><p>Right now I'm working on:</p><ul><li dir="ltr"><p dir="ltr">Developing time-series built-up area maps for our new <a href="https://www.google.com/url?q=https%3A%2F%2Fwww.bezosearthfund.org&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHBJzdA1rM78YrAFE25y7Rd3HSbrQ" target="_blank">Bezos Fund project</a></p></li><li dir="ltr"><p dir="ltr">Leading Deep learning initiates on agriculture and urbanization; implement different architectures of Deep learning and features using GPUs.</p></li><li dir="ltr"><p dir="ltr">Conducting research for GLAD on land-cover change with a special focus on forest cover and agricultural land cover at a global scale utilizing remote sensing.</p></li><li dir="ltr"><p dir="ltr">Comparing the performance of <a href="http://www.google.com/url?q=http%3A%2F%2Flandsat.usgs.gov%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNFUUWlUAg74-npVqQnlmh-Q69HgIQ" target="_blank">Landsat</a>&nbsp;combined with&nbsp;<a href="http://www.google.com/url?q=http%3A%2F%2Fgedi.umd.edu&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNENm_tr1ci3MvgjX_hYXGN1vCgC6A" target="_blank">GEDI</a> for tree height estimation between 2019-present.</p></li><li dir="ltr"><p dir="ltr">Testing performance of <a href="http://www.google.com/url?q=http%3A%2F%2Flandsat.usgs.gov%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNFUUWlUAg74-npVqQnlmh-Q69HgIQ" target="_blank">Landsat</a>&nbsp;and&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fgliht.gsfc.nasa.gov%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHwYpS3iC8kR4-K8s231LcmqoHpGQ" target="_blank">G-LIHT</a>&nbsp; data for measuring continuous changes in tree height and tree cover, using regression tree models to estimate tree height and tree cover from 1985 to 2019.</p></li><li dir="ltr"><p dir="ltr">Collecting <a href="http://www.google.com/url?q=http%3A%2F%2Fwww.riegl.com%2F&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNHq8xjPIcPKDrs3n6fcjT696hFh4Q" target="_blank">Lidar-RIEGL</a>&nbsp;data by flying an&nbsp;<a href="https://www.google.com/url?q=https%3A%2F%2Fwww.dji.com%2Fmatrice600-pro&amp;sa=D&amp;sntz=1&amp;usg=AFQjCNH86JP-kCnXgm9xkyPDg3Z2k0bD1Q" target="_blank">M600</a>&nbsp; drone in various agricultural and primary forest locations (e.g. Senegal, Congo, US, Paraguay) to quantify the area respective biomass and tree height</p></li><li dir="ltr"><p dir="ltr">Assisting capacity building projects in Latin America to help derive national scale forest loss estimates.</p></li><li>Participating in field work to examine expansion of soybean cultivated area in Brazil, Argentina, Bolivia, Paraguay, Uruguay and US.</li></ul>"
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