Description
Daily lake surface temperatures estimates for 185,549 lakes across the contiguous United States from 1980 to 2020 generated using an entity-aware long short-term memory deep learning model. In-situ measurements used for model training and evaluation are from 12,227 lakes and are included as well as daily meteorological conditions and lake properties. Median per-lake estimated error found through cross validation on lakes with in-situ surface temperature observations was 1.24 °C. The generated dataset will be beneficial for a wide range of applications including estimations of thermal habitats and the impacts of climate change on inland lakes.
Resources
| Name | Format | Description | Link |
|---|---|---|---|
| Original Metadata | XML | The metadata original format | Open resource |
| Digital Data | XML | Landing page for access to the data | Open resource |
Tags
- al
- alabama
- ar
- arizona
- arkansas
- az
- ca
- california
- climate-change
- co
- colorado
- connecticut
- ct
- dc
- de
- deep-learning
- delaware
- district-of-columbia
- environment
- fl
- florida
- ga
- georgia
- ia
- id
- idaho
- il
- illinois
- in
- indiana
- inlandwaters
- iowa
- kansas
- kentucky
- ks
- ky
- la
- louisiana
- ma
- machine-learning
- maine
- maryland
- massachusetts
- md
- me
- mi
- michigan
- minnesota
- mississippi
- missouri
- mn
- mo
- modeling
- montana
- ms
- mt
- nc
- nd
- ne
- nebraska
- nevada
- new-hampshire
- new-jersey
- new-mexico
- new-york
- nh
- nj
- nm
- north-carolina
- north-dakota
- nv
- ny
- oh
- ohio
- ok
- oklahoma
- or
- oregon
- pa
- pennsylvania
- reservoirs
- rhode-island
- ri
- sc
- sd
- south-carolina
- south-dakota
- surface-temperature
- temperate-lakes
- temperature
- tennessee
- texas
- tn
- tx
- united-states
- us
- usgs-60341c3ed34eb12031172aa6
- ut
- utah
- va
- vermont
- virginia
- vt
- wa
- washington
- water
- water-resources
- west-virginia
- wi
- wisconsin
- wv
- wy
- wyoming