C-HARM v1 2-Day Forecast, Pseudo-nitzschia, cellular domoic acid, and particular domoic acid probability, California and Southern Oregon coast, 2018-2022

The C-HARM model generates nowcast and forecasts of the probability of Pseudo-nitzschia concentrations of in excess of 10,000 cells/L in California and Southern Oregon coastal water. Gap-filled chlorophyll a, 488nm reflectance, and 555nm reflectance fields are included in the dataset. Inputs for the model include near real-time satellite observations of ocean color and Regional Ocean Modeling System (ROMS) model nowcast and forecast of surface salinity, sea surface temperature, and surface currents
_NCProperties=version=2,netcdf=4.8.1,hdf5=1.12.1
acknowledgement=We thank NOAA CoastWatch West Coast Node (https://coastwatch.pfeg.noaa.gov/) for generating and serving the C-HARM model output and NOAA Southwest Fisheries (https://www.fisheries.noaa.gov/about/southwest-fisheries-science-center) for computing resources. ROMS model data was provided by the Cooperative Ocean Prediction System (http://west.rssoffice.com/). Ocean color data provided by NASA Goddard Space Flight Center, Ocean Ecology Laboratory, Ocean Biology Processing Group (MODIS Aqua Ocean Color Data; 2018 Reprocessing, doi: 10.5067/AQUA/MODIS/L2/OC/2018), NASA OB.DAAC, Greenbelt, MD, USA. This project was supported by the NASA Applied Sciences Program grant 80NSSC17K0049.
cdm_data_type=Grid
composite=true
contributor=Dale Robinson, Fred Bahr, Yizhen Li, Raphe Kudela, Richard Stumpf, SCCOOS
contributor_email=[e-mail], [e-mail], [e-mail], [e-mail], [e-mail], [e-mail]
contributor_role=operationalize, model coding, code transition, Co-PI, Co-PI, CA HAB Bulletin
contributor_url=https://coastwatch.pfeg.noaa.gov, https://www.cencoos.org, https://coastalscience.noaa.gov/research/stressor-impacts-mitigation/hab-forecasts, https://www.ucsc.edu, https://coastalscience.noaa.gov/, https://www.sccoos.org
Conventions=CF-1.6, COARDS, ACDD-1.3
date_metadata_modified=2022-03-18T12:41:24Z
Easternmost_Easting=243.0
geospatial_lat_max=43.0
geospatial_lat_min=31.3
geospatial_lat_resolution=0.03
geospatial_lat_units=degrees_north
geospatial_lon_max=243.0
geospatial_lon_min=232.5
geospatial_lon_resolution=0.03
geospatial_lon_units=degrees_east
history=2022-03-18: DINEOF gap filling was applied to daily MODIS Aqua chlorophyll, 555nm reflectance, and 488nm reflectance fields extending back 180 days from today's date.
The gap-filled data plus salinity and temperature ROMS data were used as inputs to the C-HARM model to obtain nowcast.
ROMS current forecasts were used to advect the MODIS data 1, 2, and three days into the future and gap-filled with DINEOF.
These gap-filled data plus salinity and temperature ROMS forecast data were used as inputs to the C-HARM model to obtain forecasts for 1, 2, and 3 days into the future.
id=charmForecastDay2
infoUrl=https://data.cencoos.org/#search?type_group=all&query=hab&page=1
institute=UCSC UCSD
institution=UCSC, UCSD
keywords_vocabulary=GCMD Science Keywords
naming_authority=gov.noaa.pfeg.coastwatch
Northernmost_Northing=43.0
platform=Aqua
processing_level=L4 Mapped
product_name=C-HARM model nowcast and forecast
project=California-Harmful Algal Risk Mapping (C-HARM)
projection=geographic
references=Anderson et al. 2016. doi:10.106/j.hal.2016.08.006, Anderson et al. 2011. doi:10.1029/2010GL045858, Anderson et al. 2009. doi: 10.1016/j.hal.2008.10.00
sensor=MODIS
source=C-HARM model output
sourceUrl=(local files)
Southernmost_Northing=31.3
spatial_resolution=3 km
standard_name_vocabulary=CF Standard Name Table v70
time_coverage_end=2022-03-19T12:00:00Z
time_coverage_resolution=PD1
time_coverage_start=2018-06-21T12:00:00Z
Westernmost_Easting=232.5

C-HARM模型旨在生成加利福尼亚州和南俄勒冈州沿海水域伪菱形藻浓度超过10,000细胞/升的概率的实时预报和预测。数据集包含填补缺失值的叶绿素a、488nm反射率和555nm反射率字段。模型输入包括近实时卫星海洋颜色观测以及区域海洋模式系统（ROMS）对海面盐度、海面温度和海面流速的预报。_NCProperties=版本=2,netcdf=4.8.1,hdf5=1.12.1

致谢：感谢NOAA海岸监视西海岸节点（https://coastwatch.pfeg.noaa.gov/）生成并服务C-HARM模型输出，以及NOAA西南渔业（https://www.fisheries.noaa.gov/about/southwest-fisheries-science-center）提供的计算资源。ROMS模型数据由合作海洋预测系统（http://west.rssoffice.com/）提供。海洋颜色数据由NASA戈达德空间飞行中心海洋生态实验室海洋生物学处理组提供（MODIS Aqua海洋颜色数据；2018年重处理，doi: 10.5067/AQUA/MODIS/L2/OC/2018），NASA OB.DAAC，格林贝尔特，马里兰州，美国。本项研究得到NASA应用科学计划资助（80NSSC17K0049）。

cdm_data_type=Grid
composite=true
contributor=Dale Robinson, Fred Bahr, Yizhen Li, Raphe Kudela, Richard Stumpf, SCCOOS
contributor_email=[e-mail], [e-mail], [e-mail], [e-mail], [e-mail], [e-mail]
contributor_role=operationalize, model coding, code transition, Co-PI, Co-PI, CA HAB Bulletin
contributor_url=https://coastwatch.pfeg.noaa.gov, https://www.cencoos.org, https://coastalscience.noaa.gov/research/stressor-impacts-mitigation/hab-forecasts, https://www.ucsc.edu, https://coastalscience.noaa.gov/, https://www.sccoos.org
Conventions=CF-1.6, COARDS, ACDD-1.3
date_metadata_modified=2022-03-18T12:41:24Z
Easternmost_Easting=243.0
geospatial_lat_max=43.0
geospatial_lat_min=31.3
geospatial_lat_resolution=0.03
geospatial_lat_units=degrees_north
geospatial_lon_max=243.0
geospatial_lon_min=232.5
geospatial_lon_resolution=0.03
geospatial_lon_units=degrees_east
history=2022-03-18: DINEOF填补缺失值应用于从今天日期向前推180天的每日MODIS Aqua叶绿素、555nm反射率和488nm反射率字段。

填补缺失的数据加上盐度和温度ROMS数据被用作C-HARM模型的输入以获得预报。

ROMS流速预报被用于将MODIS数据推进未来1天、2天和3天，并使用DINEOF进行填补。

这些填补缺失的数据加上盐度和温度ROMS预报数据被用作C-HARM模型的输入，以获得未来1天、2天和3天的预报。
id=charmForecastDay2
infoUrl=https://data.cencoos.org/#search?type_group=all&query=hab&page=1
institute=UCSC UCSD
institution=UCSC, UCSD
keywords_vocabulary=GCMD Science Keywords
naming_authority=gov.noaa.pfeg.coastwatch
Northernmost_Northing=43.0
platform=Aqua
processing_level=L4 Mapped
product_name=C-HARM模型预报和预测
project=加利福尼亚-有害藻华风险映射（C-HARM）
projection=地理
references=Anderson et al. 2016. doi:10.106/j.hal.2016.08.006, Anderson et al. 2011. doi:10.1029/2010GL045858, Anderson et al. 2009. doi: 10.1016/j.hal.2008.10.00
sensor=MODIS
source=C-HARM模型输出
sourceUrl=(本地文件)
Southernmost_Northing=31.3
spatial_resolution=3 km
standard_name_vocabulary=CF标准名称表v70
time_coverage_end=2022-03-19T12:00:00Z
time_coverage_resolution=PD1
time_coverage_start=2018-06-21T12:00:00Z
Westernmost_Easting=232.5