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==Overview==
==Overview==


Monitoring the weather and climate of the Colorado River Basin is made possible by an extensive network of regular observations of weather variables such as temperature, precipitation, humidity, and winds. This "meta-network" actually comprises many individual weather station networks that have been separately established and maintained, usually to serve particular monitoring purposes (e.g., agriculture, water supply).  
[[File:Huntsman_Mesa_CO_RAWS.jpg|thumb|550px|Figure 1. The Huntsman Mesa Remote Automated Weather Station (RAWS) located in the Gunnison Basin of western Colorado. There are about 2200 stations in the RAWS network nationwide, and about 100 stations within the Colorado River Basin. Source: Western Regional Climate Center, https://raws.dri.edu/]]


Currently, there are roughly 1,000 active weather stations within or adjacent to the boundaries of the basin that are part of formal monitoring networks.  
Monitoring the weather and climate of the Colorado River Basin is made possible by an extensive network of regular observations of weather variables such as temperature, precipitation, humidity, and winds. This "meta-network" actually comprises many individual weather station networks (e.g., RAWS; Figure 1) that have been separately established and maintained, usually to serve particular monitoring purposes (e.g., agriculture, water supply). Data from the vast majority of these weather stations can be accessed in near-real-time (with lags from 5 minutes to one day) from online portals (see Data and tools below); archived data from previous months and years are also typically available.  
Site-specific data from the vast majority of these weather stations can be accessed in near-real-time (with lags from 5 minutes to one day) from online portals (see Data and tools below); archived data from previous months and years are also typically available.  


The data from these weather stations are also gathered and processed into widely used gridded climate products. These gridded climate products are designed to reduce the inadequacies of the station data in two important ways
The data from these weather stations are also gathered and processed into widely used gridded climate products. These gridded climate products are designed to alleviate inadequacies of the station data in two important ways:
* Spatial distribution: Stations are not evenly distributed across the landscape; gridded products interpolate between station observations to provide continuous spatial coverage
* Spatial distribution: Stations are not evenly distributed across the landscape; gridded products interpolate between station observations to provide continuous spatial coverage.
* Temporal consistency: Individual stations may only be active for a few decades or less, and over time may experience changes in location, instrumentation or observation time; gridded products adjust for these "inhomogeneities" to provide consistent data over time
* Temporal consistency: Individual stations may only be active for a few decades or less, and over time a station may experience changes in location, instrumentation, or time of observation; gridded products adjust for these "inhomogeneities" to provide consistent data over time.
Most of the gridded climate products are not independent of each other, since they share at least some baseline observational data from weather station networks and use similar processing.  
Most of the gridded climate products share at least some baseline observational data from weather station networks and use similar processing, so they are not independent of each other.
 
Observations from weather station networks are directly consulted and used throughout the basin for many weather and climate monitoring applications, such as agriculture, water supply, wildfire management, aviation, road safety, and drought monitoring. One key water-supply application is NOAA CBRFC's use of real-time precipitation and temperature observations from SNOTEL and COOP stations to initialize their streamflow forecasting system with the current moisture conditions for each catchment. Once real-time weather station observations are processed into gridded climate products, those products are widely used for near-real-time to seasonal monitoring applications, and also for historical analyses.


In the Colorado River Basin, as elsewhere in the West, high-elevation weather stations were extremely sparse before the establishment of the SNOTEL network starting in the late 1970s. So the gridded climate data for mountain watersheds critical to water supply is much less reliable prior to 1980.
In the Colorado River Basin, as elsewhere in the West, high-elevation weather stations were extremely sparse before the establishment of the SNOTEL network starting in the late 1970s. So the gridded climate data for mountain watersheds critical to water supply is much less reliable prior to 1980.
==Relevance==
Observations from weather station networks are consulted and used throughout the basin for many weather and climate monitoring applications, such as agriculture, water supply, wildfire management, aviation, road safety, and drought monitoring. One key water-supply application is NOAA CBRFC's use of real-time precipitation and temperature observations from SNOTEL and COOP stations to initialize their streamflow forecasting system with the current moisture conditions for each catchment. After weather station observations are processed into gridded climate products, they can be used for additional near-real-time monitoring applications, and also for historical analyses.
[[File:Elev_Temp_Precip maps Figure.png|thumb|900px|Figure 1. Colorado River Basin, showing close correspondence of elevation (left) with annual average temperature (1981-2010; center) and annual average precipitation (1981-2010; right). (Elevation map: Reclamation 2020; Climate maps: Lukas and Payton 2020, based on gridded climate data from Livneh et al. 2013.)]]


==Data and tools==
==Data and tools==
<onlyinclude>
<onlyinclude>
===[https://mesowest.utah.edu/ MesoWest]===
===Weather station data===
This site created by the University of Utah provides map-based access to 1000s of real-time observations from the NWS and FAA (ASOS/AWOS) automated networks, RAWS, SNOTEL, APRSWXNET/CWOP (citizen weather stations), and many other networks. Very useful for monitoring of temperature, winds, humidity, and recent precipitation; users can also access historical observations.  
====[https://mesowest.utah.edu/ MesoWest]====
This site created by the University of Utah provides map-based access to thousands of weather observing sites from the NWS and FAA (ASOS/AWOS) automated networks, RAWS, SNOTEL, APRSWXNET/CWOP (citizen weather stations), and many other networks. Very useful for real-time monitoring of temperature, winds, humidity, and recent precipitation; users can also access historical observations.


====[https://hprcc.unl.edu/maps.php?map=ACISClimateMaps ACIS Climate Maps (HPRCC)]====
These maps, generated from weather station observations from the NWS COOP network and updated daily by the High Plains Regional Climate Center (HPRCC), are very helpful for monitoring conditions from weekly to annual timescales. Note that the "shaded" maps are created using a very simple interpolation, unlike that used for gridded climate products.


===[https://www.ncdc.noaa.gov/cag/ NOAA NCEI Climate at a Glance]===
===Gridded climate products===
The “CAG” tool is a versatile tool that can be used to generate many types of charts, maps, and analyses from NOAA’s official nClimGrid monthly gridded climate dataset. Selecting "Regional" and "Time series" at top brings up several dozen region options, including the Upper Basin and Lower Basin. Selecting "Regional" and "Mapping" allows data to be mapped with river basin boundaries.
====[https://www.ncdc.noaa.gov/cag/ NOAA NCEI Climate at a Glance]====
This versatile tool can be used to generate many types of charts, maps, and analyses from NOAA’s official nClimGrid 5-km gridded climate dataset, updated monthly.


===[https://climatetoolbox.org/tool/historical-climograph Climate Toolbox - Historical Climograph]===
====[https://climatetoolbox.org/tool/historical-climograph Climate Toolbox]====
This tool, developed by researchers at the U. of California-Merced and partners, generates climographs of average (1981-2010) monthly temperature and precipitation for any point, county, HUC8 watershed, or user-selected area, from the gridMET gridded (4 km) climate dataset.  
This toolset, developed by researchers at the U. of California-Merced and partners, generates many different types of charts and analyses from the gridMET 4-km gridded climate dataset, updated daily.


====[https://wrcc.dri.edu/wwdt/ WestWide Drought Tracker]====
These maps display the PRISM 4-km gridded climate product, updated monthly, for climate (temperature, precipitation) variables as well as drought indices (PDSI, SPI, SPEI). The "Percentile" maps show how unusual recent conditions are relative to the historical record.
</onlyinclude>
</onlyinclude>


==Additional resources==
==Additional resources==


===State of the Science Report===
===[https://wwa.colorado.edu/resources/colorado-river-resources/CRBreport Colorado River Basin Climate and Hydrology: State of the Science report]===
 
[https://wwa.colorado.edu/publications/reports/CRBreport/ColoRiver_StateOfScience_WWA_2020_Chapter_2.pdf Chapter 2] of the State of the Science report describes these patterns, mechanisms, and trends in much greater detail, in sections 2.2, 2.3, 2.4, 2.7, 2.8, and 2.10.
 
===Assessment of Climate Change in the Southwest United States===
 
Chapters 4 (Present Weather and Climate: Average Conditions) and 5 (Present Weather and Climate: Evolving Conditions) of the 2013 [https://www.swcarr.arizona.edu/ Southwest Climate Change Assessment] cover the climate processes and patterns and climate variability and trends, respectively, of the six states of the Southwest region (CA, NV, UT, CO, NM, AZ).
 
==Research directions==
 
 


==New and Notable Research (2020-present)==
[https://wwa.colorado.edu/publications/reports/CRBreport/ColoRiver_StateOfScience_WWA_2020_Chapter_4.pdf Chapter 4] of the 2020 State of the Science report describes weather station data and networks, and gridded climate products, in much greater detail.


'''[<URL FOR PAPER>]'''
===[https://www.zotero.org/groups/4274378/colorado_river_science_wiki/collections/KFS9HQFJ Wiki Library: Weather and climate monitoring]===


''Summary''
The Wiki library lists over 20 research publications on weather and climate monitoring that discuss monitoring networks, products, and/or methods that are relevant to the Colorado River Basin.

Latest revision as of 16:41, 31 October 2024

Overview

Figure 1. The Huntsman Mesa Remote Automated Weather Station (RAWS) located in the Gunnison Basin of western Colorado. There are about 2200 stations in the RAWS network nationwide, and about 100 stations within the Colorado River Basin. Source: Western Regional Climate Center, https://raws.dri.edu/

Monitoring the weather and climate of the Colorado River Basin is made possible by an extensive network of regular observations of weather variables such as temperature, precipitation, humidity, and winds. This "meta-network" actually comprises many individual weather station networks (e.g., RAWS; Figure 1) that have been separately established and maintained, usually to serve particular monitoring purposes (e.g., agriculture, water supply). Data from the vast majority of these weather stations can be accessed in near-real-time (with lags from 5 minutes to one day) from online portals (see Data and tools below); archived data from previous months and years are also typically available.

The data from these weather stations are also gathered and processed into widely used gridded climate products. These gridded climate products are designed to alleviate inadequacies of the station data in two important ways:

  • Spatial distribution: Stations are not evenly distributed across the landscape; gridded products interpolate between station observations to provide continuous spatial coverage.
  • Temporal consistency: Individual stations may only be active for a few decades or less, and over time a station may experience changes in location, instrumentation, or time of observation; gridded products adjust for these "inhomogeneities" to provide consistent data over time.

Most of the gridded climate products share at least some baseline observational data from weather station networks and use similar processing, so they are not independent of each other.

Observations from weather station networks are directly consulted and used throughout the basin for many weather and climate monitoring applications, such as agriculture, water supply, wildfire management, aviation, road safety, and drought monitoring. One key water-supply application is NOAA CBRFC's use of real-time precipitation and temperature observations from SNOTEL and COOP stations to initialize their streamflow forecasting system with the current moisture conditions for each catchment. Once real-time weather station observations are processed into gridded climate products, those products are widely used for near-real-time to seasonal monitoring applications, and also for historical analyses.

In the Colorado River Basin, as elsewhere in the West, high-elevation weather stations were extremely sparse before the establishment of the SNOTEL network starting in the late 1970s. So the gridded climate data for mountain watersheds critical to water supply is much less reliable prior to 1980.

Data and tools

Weather station data

MesoWest

This site created by the University of Utah provides map-based access to thousands of weather observing sites from the NWS and FAA (ASOS/AWOS) automated networks, RAWS, SNOTEL, APRSWXNET/CWOP (citizen weather stations), and many other networks. Very useful for real-time monitoring of temperature, winds, humidity, and recent precipitation; users can also access historical observations.

ACIS Climate Maps (HPRCC)

These maps, generated from weather station observations from the NWS COOP network and updated daily by the High Plains Regional Climate Center (HPRCC), are very helpful for monitoring conditions from weekly to annual timescales. Note that the "shaded" maps are created using a very simple interpolation, unlike that used for gridded climate products.

Gridded climate products

NOAA NCEI Climate at a Glance

This versatile tool can be used to generate many types of charts, maps, and analyses from NOAA’s official nClimGrid 5-km gridded climate dataset, updated monthly.

Climate Toolbox

This toolset, developed by researchers at the U. of California-Merced and partners, generates many different types of charts and analyses from the gridMET 4-km gridded climate dataset, updated daily.

WestWide Drought Tracker

These maps display the PRISM 4-km gridded climate product, updated monthly, for climate (temperature, precipitation) variables as well as drought indices (PDSI, SPI, SPEI). The "Percentile" maps show how unusual recent conditions are relative to the historical record.


Additional resources

Colorado River Basin Climate and Hydrology: State of the Science report

Chapter 4 of the 2020 State of the Science report describes weather station data and networks, and gridded climate products, in much greater detail.

Wiki Library: Weather and climate monitoring

The Wiki library lists over 20 research publications on weather and climate monitoring that discuss monitoring networks, products, and/or methods that are relevant to the Colorado River Basin.