- Individual Login / Register
- INSTITUTIONAL LOGIN
- JOURNAL HOME
- CURRENT ISSUE
Lessons from California’s 2012–2016 Drought
Information & authors, metrics & citations, introduction, 2012–2016 drought’s hydrology, water deliveries.
Year | State water project (SWP) | Central Valley project (CVP) |
---|---|---|
2011 | 80% | 100%, except south of Delta junior agricultural contractors (e.g., Westlands) 80% |
2012 | 65% | 100%—North of Delta, wildlife refuges, San Joaquin Exchange, and Eastside (New Melones) contractors |
75%—South of Delta urban | ||
50%—Friant; 40%—south of Delta junior agricultural contractors | ||
2013 | 35% | 100%—Wildlife, San Joaquin Exchange, and Eastside contractors |
75%—North of Delta agriculture and settlement | ||
70%–75%—Urban; 62%—Friant; 20%—south of Delta agricultural | ||
2014 | 5% | 75%—Sacramento Valley settlement and wildlife refuges |
65%—San Joaquin Exchange contracts and wildlife refuges | ||
55%—Eastside (New Melones) contractors; 50%—urban | ||
0%—Other agricultural contracts (including Friant, Westlands) | ||
2015 | 20%, except north of Delta urban 22–28% | 75%—Sacramento Valley settlement, wildlife, San Joaquin Exchange contracts; 25%—urban |
0%—Eastside (New Melones) and other agricultural contracts | ||
2016 | 60%, except north of Delta urban 60–100% | 100%—North of Delta, wildlife, San Joaquin Exchange contracts |
75%—Friant; 55%—urban; 5%—south of Delta agriculture | ||
0%—Eastside (New Melones) contractors | ||
2017 | 85%, except north of Delta urban 100% | 100%, all |
Major Problem Areas
Agriculture.
Description | Base year | Drought change | % change |
---|---|---|---|
Surface water supply (10 m ) | 22.2 | 10.7 loss | |
Groundwater use (10 m ) | 10.4 | 8.0 increase | 72% |
Net water use (10 m ) | 32.6 | 3.3 reduction | |
Drought-related idle land (hectares) | 500,000 | 225,000 more | 45% |
Crop revenue ($) | $35 billion | $900 million loss | |
Dairy and livestock revenue ($) | $12.4 billion | $350 million loss | |
Groundwater pumping cost ($) | $780 million | $590 million rise | 75.5% |
Direct costs ($) | N/A | $1.8 billion loss | N/A |
Total economic impact ($) | N/A | $2.7 billion loss | N/A |
Direct farm jobs | 200,000 | 10,100 loss | 5.1% |
Total job losses | N/A | 21,000 loss | N/A |
Source: Data from Howitt et al. ( 2015b ).
Year | Net production (GWH) | Average hydropower (%) | Hydropower percentage of 2015 state electricity use |
---|---|---|---|
2011 | 42,731 | 124 | 16 |
2012 | 27,459 | 80 | 11 |
2013 | 24,097 | 70 | 9 |
2014 | 16,476 | 48 | 6 |
2015 | 13,992 | 41 | 5 |
2016 | 28,977 | 84 | 11 |
2017 | 43,333 | 126 | 16 |
1983–2016 Average | 34,338 | 100 | 13 |
Source: Data from California Energy Commission ( 2017a , b ).
Rural Groundwater Supplies
Sacramento–san joaquin delta.
Water year | Delta export pumping, 10 m (maf) |
---|---|
1986–2010 average | 6.2 (5.0) |
2011 | 8.0 (6.5) |
2012 | 5.8 (4.7) |
2013 | 4.9 (4.0) |
2014 | 2.3 (1.9) |
2015 | 2.2 (1.8) |
2016 | 4.0 (3.3) |
2017 | 7.6 (6.2) |
Source: Data from California Department of Water Resources ( 2018b ).
Aquatic Ecosystems
Isolated cities, water accounting and water rights administration, why so little economic impact from drought in california, preparation, groundwater supplies for agriculture, economic structure, sizable lower-valued water uses.
Energy System Flexibility and Market
Water system flexibility and water markets, waterfowl institutional preparation and response, benefits from previous droughts.
Drought | Impacts | Innovations | Leading innovators |
---|---|---|---|
1800s | Herds and crops devastated | Local irrigation, 1873 Federal Central Valley study | Local, private |
1924 | Crop devastation | Local reservoir projects, major regional/state water project plans | Local, public, and private diverters |
1928–1932 | Delta salinity, crop losses | Major statewide dam and canal plans and projects (CVP, SWP) | Regional, statewide water agencies and project users |
1976–1977 | Major urban and agricultural shortages | Urban conservation; early markets | Urban water utilities, water buyers and sellers |
1988–1992 | Urban and agricultural shortages; endangered fish | Interties, conjunctive use; water markets; conservation; new storage | Local and regional urban water agencies, irrigation districts |
2007–2009 | Water shortages for agriculture and fish | New water use reporting requirements, Delta planning institutions, and urban water conservation mandates | State agencies, new Delta planning institutions, urban water agencies |
2012–2016 | Warm drought, little Delta water, major agricultural shortages, damage to fish and forests | Groundwater sustainability legislation; Delta barrier; state urban conservation mandates; more water use reporting; local responsiveness | Local water agencies; water project operators; state agencies |
Source: Data from Lund ( 2014a ).
Environmental Susceptibility
Innovations and future benefits from this drought, use and organization of science, conclusions, acknowledgments, information, published in.
Affiliations
Download citation, view options, copy the content link.
Copying failed.
Share with email
Previous article, next article, request username.
Can't sign in? Forgot your username?
Enter your email address below and we will send you your username
If the address matches an existing account you will receive an email with instructions to retrieve your username
Create a new account
Change password, password changed successfully.
Your password has been changed
- Username* Forgot username? Password* Forgot password? Reset it here Keep me logged in Fields with * are mandatory Don't have an account? Create one here
- Email* Fields with * are mandatory Already have an account? Login here
Can't sign in? Forgot your password?
Enter your email address below and we will send you the reset instructions
If the address matches an existing account you will receive an email with instructions to reset your password.
Verify Phone
Your Phone has been verified
Drought: Identifying Impacts and Evaluating Solutions
PBS, WGBH Educational Foundation
In this set of activities, students learn about impacts of drought through news videos of communities facing serious water shortages, analyze drought data and models, and research and evaluate potential solutions. This lesson works well as a component within a larger unit on climate change, its impacts, and ways to address the resulting issues.
Notes from our reviewers
The CLEAN collection is hand-picked and rigorously reviewed for scientific accuracy and classroom effectiveness. Read what our review team had to say about this resource below or learn more about how CLEAN reviews teaching materials .
- Teaching Tips Even though the lesson is designated for grades 9-12, it could be used in grades 6-8. An explicit teacher guide/script is provided in the procedures. Teacher may want to preview the videos and printout accompanying handouts for each case study. Before watching the Case Study videos, it should be emphasized that technical lessons of drought will be taught through worksheets and lecture, not the videos. Rather, the take away from the videos are an account of how humans can be affected by drought.
- About the Science In these activities, students learn about the different drought characterizations and causes of drought based on both climate patterns and human interaction with the environment. The lesson discusses solutions to drought that are being explored and how these solutions are connected to different drought characterizations. These lessons do a great job of incorporating state-of-the-art science into the lesson plan. There is a great use of data from NOAA to visualize drought across the United States. The presentation does a nice job of showing how different types of drought, e.g. meteorological and agricultural, are interconnected. The study cited data when appropriate except in slides 3 & 6 of the presentation. Drought is covered in a great deal of depth in this resource and allows students to develop an intimate understanding with the subject. Comments from expert scientist: Good use of case studies from a variety of regions. Numerous small and larger scale solutions are presented, some of which are short term and some are currently short-term but may become longer term. Resources are finite and population growth is exponential, so long-term solutions will be necessary. Drought is cyclic and it would be useful to emphasize that longer-term solutions - changes in behavior will be necessary because long term uncontrolled population growth will lead to future drought impacts even in the absence of reduced precipitation.
- About the Pedagogy Students learn about the impacts of water shortages due to drought, make connections to climate patterns, and explore solutions that increase communities' capacities to respond to drought. The lesson procedure provides the ability for students to learn about both what drought is and how to mitigate the negative effects of drought. The case studies allow for students to see the effect drought has on communities. Since the three regions that are covered by the videos may not be in the students' own community, the extension activity provides a venue to explore the above mentioned topics in their community.The videos provide great visual references if students have not actually experienced a severe drought in their community. Uses the 5E model to teach on water availability, impacts of drought, patterns of drought, and the identification and evaluation of solutions. Case-studies, individual or small group work, open, whole group discussions are encouraged. Due to the use of the 5E model, the sequencing is well organized. The main lesson, as well as the extensions, allow for independent research. The handouts provide a vehicle for students to express their scientific impressions of the videos. Through videos, lectures, and worksheets the lesson plan appeals to multiple types of learning. The procedure includes example answers for assessment of student answers, but does not provide a clear avenue for how assessment can be conducted in this lesson. A diverse population is represented in the videos.
- Technical Details/Ease of Use Resource is available online but does have optional download capabilities. Integrated share to Google Classrooms button. Also can be assigned through Remind, social media platforms, or with the PBS LearningMedia Lesson Builder Tool. All videos have the capability of closed captioning and/or printable transcripts. The materials are of high technical quality.
- Geography Review
- Drought and water security: a case study from California
Smart cities
Negative greenhouse-gas emissions, drought and water security, a case study from california.
In 2015 and 2016 California faced one of its most severe droughts on record. This article looks at the challenge of climate change in the context of the Californian drought and its impact on local biodiversity. It is relevant to topics on the water cycle and water security, climate change and ecosystems under stress
- Volume 31, 2017/ 2018
- Climate change
- Resource security
- Water and carbon cycles/Earth’s life support systems
Francesca Quinn
The last ice age ended 11,000 years ago and since then, Earth’s climate has been relatively stable at approximately 14ºC. Over recent decades evidence of higher average temperatures, changing rainfall patterns, increasing sea levels, retreating glaciers and melting of sea ice and ice sheets has been recorded. Extreme weather events, including droughts, have become more frequent.
In 2015 the US state of California experienced one of the worst droughts in its history. This led to real concerns about longterm water security in the region. In October 2016, a quarter of California was lifted out of drought by autumn rains and by spring of 2017 the drought was largely over.
Your organisation does not have access to this article.
Sign up today to give your students the edge they need to achieve their best grades with subject expertise
Related articles:
Can beavers help humans to manage hydrological hazards?
Making connections: Evaluating the impacts of Tambora’s eruption
Geography works: Foreign correspondent
Using exam board support materials
Modern History Review
- Search Events & CPD
- GA Annual Conference and Exhibition
- GA CPD courses
- Consultancy services
- Quality Marks
- CPD Toolkit
- Study Tours
- Geography Education Research
Online Teaching Resources
- Geography subject leadership
- Curriculum planning
- Progression and assessment in geography
- Classroom practice
- Geography fieldwork
- Promoting geography
- Become a geography teacher
- Support for geography teacher educators
- Support for trainees and ECTs
- Networking Calendar
- GA Branches
- Student Activities
Support the GA
- Volunteer Groups
- Write for the GA
- All about drought: A case study of UK drought 2010-2012 – investigating the responses
These resources combine a range of teaching approaches and embed a series of critical thinking techniques in order to further develop students’ understanding of the subject matter.
Cross-curricular links are made to literacy, numeracy and ICT enabling the students to transfer their skills across the spectrum of subjects. The lessons offer opportunities for students to conduct further research, explore the numerous websites and use a range of resources such as choropleth maps to conduct their own investigation into previous drought events and begin to predict future ones from the trends. Each lesson is accompanied by an editable PowerPoint presentation and relevant worksheets.
In this lesson, students explore a range of perspectives on the impact of the droughts. Students can use this information to evaluate the impacts.
Learning objective
- To investigate the responses to the 2010–2012 drought in the seven catchment areas and how these varied depending on sector.
The students explore a range of perspectives on the impact of the droughts. Students can use this information to evaluate the impacts.
Resources to support this lesson
UK drought 2010-2012 PowerPoint presentation
Recycling in soft fruit PDF file
Keep thinking worksheet
Summary of drought accounts worksheet
Speech to local government worksheet
Recycling in soft fruit worksheet
Learning reflection worksheet
Relevant websites
The Dry Utility
About Drought: Paul Hammett
About Drought Handbook: Outputs and Impacts
About Drought Event 2018 Highlights (Vimeo)
Other lessons in this set
Is drought a global phenomenon?
A case study of UK drought 2010-2012: considering the cause and impacts of the drought
The 1976 Drought – was it all good?
The future of drought in the UK
Changing our thinking about drought
This lesson has been co-written by the GA consultant Gemma Mawdsley and produced in collaboration with the DRY research team, ENDOWS, UWE, and About Drought.
Your Resources
Save this resource to your Dashboard
View any Online Teaching Resources you have saved
Physical geography student photo competition
This year’s theme is ‘The power of physical geography’. Entries close on Monday 30 September 2024.
Geographical Model Making Competition
The GA is running a new competition for pupils to get involved and explore their creativity and geographical knowledge by creating a 3D model. Entries close 31 July 2024.
Want to access all our Online Teaching Resources?
Many of our Online Teaching Resources are only available for GA members.
Find out information about our different types of memberships and join the GA today to view hundreds of resources on a wide variety of topics
We have much more support and guidance available including a wide range of events, publications, teaching resources and ways of getting involved with the GA that you also might be interested in.
More from GA
Explore our wide range support from the ga.
Events & CPD
Get connected
Curriculum support
Keep in touch.
Sign up to the GA’s newsletter for the latest ideas, support and advice in geography education.
© The Geographical Association 2024
Charity No: 1135148 Company No: 07139068
Strategic Partners
Impacts & Responses to Drought ( Edexcel GCSE Geography A )
Revision note.
Geography Content Creator
Why Droughts are Hazardous
Droughts, unlike earthquakes and volcanic eruptions, are not sudden hazard events
They start and end slowly, making them hard to gauge and they can last for months
Droughts are often accompanied by high temperatures, which increases the rate of evaporation, depleting water supplies faster
The length of a drought varies from place to place
The UK suffered a drought for 16 months between 1975 and 1976
In any given year, 14% of the USA is in a drought
The Horn of Africa is experiencing its worst drought in 40 years
Water supplies such as lakes, aquifers and rivers become depleted as people continue to abstract water during a drought
Other impacts include:
Water becomes contaminated, causing a range of diseases, such as cholera and typhoid
Farmers experience high crop or livestock losses and a reduction in land value
People may experience famine
With less moisture and rainfall, wildfires can become common, damaging crops, buildings, and even death
Businesses and services that rely on clean water may have to close, e.g. hospitals and restaurants
Conflict or war between people and countries can happen when there is pressure on water supplies
Drought can also lead to outward migration
Impacts of Drought on California and Ethiopia
California background.
California is situated on the west coast of the USA
It has a population of around 39 million people
It has a Mediterranean-like climate with warm, dry summers and mild, wet winters
It has deserts to the east, with south-westerly winds from the Pacific Ocean bringing rain in winter
Annual precipitation is between 200-500 mm
50% of precipitation falls between November and March, leading to seasonal shortages
California has approximately 24 million acres (or 9.7 million ha) of farmland
The state supplies 40% of the USA's vegetables, fruit and nuts, which generates around $50 billion each year
However, these crops need a lot of irrigation and freshwater supplies are in constant demand
Rising temperatures, falling rainfall levels and a growing population also place high demands on fresh water supplies
California relies on winter rain and snow to carry its water supply through the year
High pressure systems over the Pacific Ocean diverted the south-westerly winds away from the California coast
Keeping a dry air mass above the state for a long time
This prevented normal winter storms from reaching California
Drought in California
California is vulnerable to drought. The graph shows how the state moves from one drought event into another, although the drought of 2011–2017 has been the longest one to date.
From 2011 to 2017, California experienced extreme drought conditions
By January 2014, the entire state was in a drought emergency, with Central Valley being the worst-affected area
With continued lower than normal precipitation and over dependence on the Colorado River, water supplies dropped
The Social, Economic and Environmental Impacts of California's Drought
|
|
|
---|---|---|
Subsidence: as groundwater levels dropped, land settled to lower levels, damaging properties People were asked to conserve water and hosepipe bans were put in place Farmers were unable to grow crops on thousands of acres of land, leaving many farmers unable to support themselves and abandoning their farms People paid private companies to drill private wells to extract precious groundwater supplies Wildfires burned many homes, leaving thousands homeless. People found it difficult to rebuild their homes and insurance premiums became too expensive | The cost of the drought has been approximately $2.7 billion a year, meaning less state money to spend on services such as schools and hospitals California has the largest agricultural industry in the country, worth around $50 billion each year. In 2014 alone, the industry lost $5 billion Wine production was particularly affected and 17,100 agricultural workers lost their jobs Prices of beef and grain rose due to a supply shortage. Food prices also increased by 6% Hydroelectric dams stopped producing electricity | Rivers dried up and prevented fish, such as salmon, from reaching their breeding grounds Wetlands were drained to secure water supplies, altering natural habitats and reducing fish populations Wildfires: vegetation became very dry, and fires started and spread quickly. Intense heat, such as lightning strikes, can easily set vegetation alight In dried-up forest areas, wildfires destroyed plant and animal habitats and killed wildlife Sea water ingress: land and drinking water became contaminated by seawater |
Ethiopia background
Ethiopia is an emerging country located in the Horn of Africa, on the east coast of Africa
It is bordered by Sudan in the west, Somalia and Djibouti in the east, Eritrea in the north and Kenya in the south
Since the 1980s, the country has experienced many droughts, leading to famines and huge loss of life
85% of the population live in rural areas, rely on agriculture and are dependent on rainfall and traditional technologies
The worst droughts were 1984, 1994 and 2014–2016
The 2015 drought was the worst in 30 years
The threat is still ongoing
Ethiopia relies on two rainy seasons throughout the year
Belg: afternoon showers become more frequent from February to May
Kiremt: rains nearly every day through the summer months and accounts for 50–80% of annual rainfall
Ethiopia's first crop season depends on the belg rains, while the main agricultural season relies on the summer kiremt rains
Since the 1980s, the short belg season has been getting shorter and increasingly delayed
The longer kiremt season has become unpredictable
Where it used to rain for weeks, this has now reduced to days and this fails to supply enough water for the country
There are not enough wells to access groundwater to provide irrigation when the rains fail
Since 1985, 77% of tree cover has been cut down, reducing transpiration into the air
Ongoing conflict in northern Ethiopia damages infrastructure and food supplies
Between 1950 and 2014, the population grew from 18.1 million to 96.5 million people, increasing the demand for water
The rising standard of living, economic growth and industrial development all increase water demand
In urban areas, the demand for piped water and flush toilets has increased
Weather conditions over the Pacific, including an unusually strong El Niño , interrupted seasonal rains for two consecutive seasons
Global warming has added to the problem of increasing temperatures and changes in weather patterns
Drought in Ethiopia
Ethiopia is vulnerable to drought
The Social, Economic and Environmental Impacts of Ethiopia's Drought
|
|
|
---|---|---|
85% of the population live in rural areas and depends on farming The lack of rain led to crop failure and widespread loss of livestock, as high as 40%–60% in some areas, which decreased milk production as well as increasing a poor harvest People suffered hunger and malnutrition, exposing them to disease Many women and children had to walk up to 20 km to collect water, leaving less time for farming and school Wood and grasses used for building became scarce, leaving many people without protection from the weather | Cereal prices rose to record levels, while livestock prices and wages fell, reducing purchasing power across the region Many people migrated from rural to urban areas, increasing economic costs to the country Food and water aid needed for 20 million people Conflict in northern Ethiopia caused $22.7 billion worth of damage to infrastructure and a further $6 billion of productivity losses The ongoing food and water insecurity costs Ethiopia US$1.1 billion per year | Overgrazing and over-cultivation of drought-prone areas led to desertification and degradation of land There was an increase in diseases in wildlife due to reduced water and food supplies Wildfires: vegetation became very dry, and fires started and spread quickly. Over 200,000 hectares of forest were lost each year In dried-up forest areas, wildfires destroyed plant and animal habitats and killed wildlife |
Responses to Drought by California and Ethiopia
|
|
|
---|---|---|
| State government ran campaigns to educate people to save water State laws were brought in to reduce water use in California by 25% | Overseas governments have given aid In 2015, the USA gave $128.4 million in food aid |
| Research projects by the University of California helped investigate ways to effectively manage groundwater | Aid agencies such as Oxfam and UNICEF are helping to secure water supplies Education charities are helping people secure jobs in urban areas |
| Farmers were encouraged to use water efficient irrigation such as drip irrigation Homeowners were advised to check for water leaks Protestors campaigned against companies selling bottled local water | Large charity events such as Live Aid helped raise awareness and money |
You've read 0 of your 0 free revision notes
Get unlimited access.
to absolutely everything:
- Downloadable PDFs
- Unlimited Revision Notes
- Topic Questions
- Past Papers
- Model Answers
- Videos (Maths and Science)
Join the 100,000 + Students that ❤️ Save My Exams
the (exam) results speak for themselves:
Did this page help you?
Author: Jacque Cartwright
Jacque graduated from the Open University with a BSc in Environmental Science and Geography before doing her PGCE with the University of St David’s, Swansea. Teaching is her passion and has taught across a wide range of specifications – GCSE/IGCSE and IB but particularly loves teaching the A-level Geography. For the past 5 years Jacque has been teaching online for international schools, and she knows what is needed to get the top scores on those pesky geography exams.
Human Causes of Drought
Human activity.
Deficits in human water security are mainly caused by:
- Pollution: making water resources unsuitable for use
- Over-abstraction: taking too much water from water stores (reservoirs, rivers and aquifers)
These can be linked with wider geographical processes.
Mapping Human Threat
How human ‘ stresses ’ are impacting on human water security across the world’s rivers.
Red areas __are the __worst affected
Blue areas are the__ least__ affected
Water Security
Water security is very important going on in the future as certain areas are experiencing higher levels of drought and water insecurity.
Places such as Cape Town have had to implement water security laws to reduce over consumption.
Impacts on Environment in Different Locations
Drought in the Sahel Region of Africa
The Sahel region of Africa lies to the immediate south of the Sahara desert, it encompasses 10 countries which are demographically different but all face recurrent and increasingly serious drought.
The Sahel region has high variability of rainfall.
Under ‘normal’ conditions the mean annual rainfall varies from 100mm on the northern edge, to 800mm along the southern margins.
From year to year there is a huge variability which is often attributed to ENSO cycles .
Human factors do not cause drought but act like a positive feedback loop , enhancing the impacts of drought in the Sahel. During the__ 1999-2000__ Ethiopian- Eritrean drought about 10 million people needed food assistance.
Socio-economic conditions associated with environmental degradation from overgrazing , deforestation for fuelwood, as well as high levels of rural poverty exacerbated the impacts of drought.
The region is undergoing a processes of desertification (see fig.1) whereby semi-arid regions are over cultivated, meaning vegetation dried and the land becomes more exposed to erosion.
Rural population densities the Sahel has doubles every 20-30 years; outstripping food productions.
Agriculture in the Sahel is exclusively rain-fed making it very vulnerable to drought. Political instability in the region meant food aid was blocked.
Drought in Australia
Droughts are a regular occurrence in Australia-
- affects 30% of the country on average each year.
- This is mainly attributed to physical factors.
Australians have come to expect drought as a way of life.
Typically, 3/10 years bring deficits.
This regular cycle is also punctuated by occasional droughts of greater severity, such as the Big Dry.
The ‘Big Dry’ 2006
In 2006, a 1-in-1000-year drought event had nationwide effects which commenced in the Murray-Darling basin –Australia’s agricultural heartland- in Australia’s south east.
The impacts on Australia’s food supply was disastrous as farmers rely on water to irrigate crops and feed livestock.
Normally, the country would hope to harvest about 25m tonnes of wheat annually- in 2006 the crop yielded less than 10m tonnes.
Reservoirs fell to around 40% of their capacity despite advanced water supply schemes which are designed to withstand hydrological drought.
Australia has the world’s highest per capita water consumption therefore urban centres -such as Adelaide which draws 40% of it’s drinking water from the Murray River- experienced significant shortages.
New schemes to meet water supply are being developed with include costly desalination plants, recycling of grey water (the relatively clean waste water from baths) and more widespread strategies for conservation .
Resilience of Ecosystems
Wetlands are areas where water covers the soil (or near the surface of the soil) all year.
Hydrophytes colonise the area and nutrient rich soil is created.
Wetlands vary widely because of r__egional and local difference__s in:
- water chemistry
- Other human factors.
Between 300 and 400 million people live close to - and depend on - wetlands.
Act as a sponge to trap flood water and distribute it across the floodplain.
Protect against coastal erosion and storm surges
Recreational use
Support the carbon cycle
2.5 million square kilometres of wetland has been destroyed intentionally.
Protecting Ecosystems
RAMSAR is an international convention to protect wetlands, due to their importance.
- DOI: 10.1111/sjtg.12553
- Corpus ID: 270946898
Exploring the utility of the Enhanced Vegetation Index as rainfall and agricultural proxy in a Caribbean case study event
- Sarah F. Buckland
- Published in Singapore journal of tropical… 2 July 2024
- Environmental Science, Agricultural and Food Sciences
47 References
Drought-- national drought mitigation center 2-6-2018 developing a remotely sensed drought monitoring indicator for morocco, insights from a new high-resolution drought atlas for the caribbean spanning 1950–2016, application and comparison of the modis-derived enhanced vegetation index to viirs, landsat 5 tm and landsat 8 oli platforms: a case study in the arid colorado river delta, mexico, investigating temporal relationships between rainfall, soil moisture and modis-derived ndvi and evi for six sites in africa, mapping of agriculture drought using remote sensing and gis, climate change, drought, and jamaican agriculture: local knowledge and the climate record, regional characteristics of climate change altering effects of afforestation, spatial variability of the caribbean mid‐summer drought and relation to north atlantic high circulation, the possible role of the sahel greenbelt on the occurrence of climate extremes over the west african sahel, overview of the radiometric and biophysical performance of the modis vegetation indices, related papers.
Showing 1 through 3 of 0 Related Papers
Skip to content
Get Revising
Join get revising, already a member.
Drought Case Studies
Includes 2 drought case studies. Basic facts, Cause & impacts
- Created by: Curlot
- Created on: 08-05-15 17:05
- Case studies
No comments have yet been made
Similar Geography resources:
Geography 3.0 / 5 based on 1 rating
Hazards 0.0 / 5
The Philippines- Hazard Hotspot 0.0 / 5
Global challenges case studies 0.0 / 5
Case study, degradation in Nara, Mali 0.0 / 5
case study desertification in Nara, Mali 0.0 / 5
Hazard Hotspots: California 2.5 / 5 based on 3 ratings
Unit 2 Extreme Weather case studies Edexcel 5.0 / 5 based on 1 rating
Disaster Hotspot Case Study - California 5.0 / 5 based on 1 rating Teacher recommended
goeg- unit 1 California 0.0 / 5
Information
- Author Services
Initiatives
You are accessing a machine-readable page. In order to be human-readable, please install an RSS reader.
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess .
Feature papers represent the most advanced research with significant potential for high impact in the field. A Feature Paper should be a substantial original Article that involves several techniques or approaches, provides an outlook for future research directions and describes possible research applications.
Feature papers are submitted upon individual invitation or recommendation by the scientific editors and must receive positive feedback from the reviewers.
Editor’s Choice articles are based on recommendations by the scientific editors of MDPI journals from around the world. Editors select a small number of articles recently published in the journal that they believe will be particularly interesting to readers, or important in the respective research area. The aim is to provide a snapshot of some of the most exciting work published in the various research areas of the journal.
Original Submission Date Received: .
- Active Journals
- Find a Journal
- Proceedings Series
- For Authors
- For Reviewers
- For Editors
- For Librarians
- For Publishers
- For Societies
- For Conference Organizers
- Open Access Policy
- Institutional Open Access Program
- Special Issues Guidelines
- Editorial Process
- Research and Publication Ethics
- Article Processing Charges
- Testimonials
- Preprints.org
- SciProfiles
- Encyclopedia
Article Menu
- Subscribe SciFeed
- Recommended Articles
- Google Scholar
- on Google Scholar
- Table of Contents
Find support for a specific problem in the support section of our website.
Please let us know what you think of our products and services.
Visit our dedicated information section to learn more about MDPI.
JSmol Viewer
Different vegetation covers leading to the uncertainty and consistency of et estimation: a case study assessment with extended triple collocation.
1. Introduction
- How is the performance of three products according to the results of the ETC method?
- Does the ET merging method yield a superior ET product compared to individual products?
- How does the performance of the ET merging method vary under different vegetation covers?
2. Materials and Methods
2.1. data sources, 2.2. extended triple collocation (etc) method, 2.3. evapotranspiration merging, 2.4. statistical analysis, 2.5. flowchart, 3.1. uncertainties in aet datasets based on etc approach, 3.1.1. spatial consistency of aet products globally, 3.1.2. correlation coefficient distribution of aet products, 3.1.3. best performing et products on each grid, 3.1.4. uncertainty under different vegetation coverages, 3.2. merged et dataset and the trends, 3.3. assessment of aet products and merged et, 3.3.1. assessment of aet products, 3.3.2. uncertainties compared to in situ data under different vegetation covers, 4. discussion, 4.1. evaluation of merged et and individual products, 4.2. the effect of the uncertainty, 4.3. comparison with other studies and application, 4.4. limitations and future works, 5. conclusions, author contributions, data availability statement, acknowledgments, conflicts of interest.
Click here to enlarge figure
Biome Types | Dataset | R | MAE (mm/mon) | RMSE (mm/mon) | SI |
---|---|---|---|---|---|
Tundra | GLEAM | 0.4774 | 22.3898 | 30.8501 | 0.8916 |
FLDAS | 0.5214 | 28.8692 | 38.4059 | 0.8228 | |
MEP | 0.5463 | 21.2863 | 30.9052 | 0.8731 | |
Merged ET | 0.5603 | 18.8669 | 27.8232 | 0.8704 | |
Forest | GLEAM | 0.1568 | 24.3116 | 29.2547 | 0.2556 |
FLDAS | 0.1032 | 31.8802 | 38.9362 | 0.8553 | |
MEP | 0.0687 | 22.5617 | 29.9345 | 0.6543 | |
Merged ET | 0.2527 | 23.9891 | 29.0292 | 0.8614 | |
Savanna | GLEAM | 0.4279 | 23.5890 | 33.1950 | 0.8523 |
FLDAS | 0.3318 | 29.7965 | 42.0997 | 0.9003 | |
MEP | 0.3565 | 28.4786 | 36.0082 | 0.8528 | |
Merged ET | 0.4352 | 23.7498 | 33.0523 | 0.8777 | |
Grassland | GLEAM | 0.5806 | 13.4673 | 21.2547 | 0.8039 |
FLDAS | 0.6648 | 11.6636 | 19.0468 | 0.7642 | |
MEP | 0.5596 | 15.3106 | 21.4564 | 0.7289 | |
Merged ET | 0.6633 | 11.9154 | 19.1637 | 0.8070 | |
Shrubland | GLEAM | 0.0271 | 21.6798 | 51.5772 | 0.5767 |
FLDAS | 0.6241 | 7.6778 | 11.4932 | 0.5064 | |
MEP | 0.2390 | 16.4039 | 22.6190 | 0.5252 | |
Merged ET | 0.6380 | 7.1514 | 11.0493 | 0.6290 | |
Croplands | GLEAM | 0.6664 | 15.1924 | 21.4366 | 0.8105 |
FLDAS | 0.5567 | 24.7039 | 33.2429 | 0.8043 | |
MEP | 0.6836 | 17.8241 | 24.2335 | 0.8159 | |
Merged ET | 0.6002 | 16.5585 | 24.1886 | 0.8574 | |
All types | GLEAM | 0.5222 | 18.4798 | 27.3480 | 0.8418 |
FLDAS | 0.5587 | 23.8607 | 32.9354 | 0.8281 | |
MEP | 0.5848 | 18.0764 | 25.8383 | 0.8541 | |
Merged ET | 0.5939 | 16.4510 | 24.5225 | 0.8743 |
- Xue, J.; Lei, J.; Chang, J.; Zeng, F.; Zhang, Z.; Sun, H. A causal structure-based multiple-criteria decision framework for evaluating the water-related ecosystem service tradeoffs in a desert oasis region. J. Hydrol. Reg. Stud. 2022 , 44 , 101226. [ Google Scholar ] [ CrossRef ]
- Wang, S.; Chang, J.; Xue, J.; Sun, H.; Zeng, F.; Liu, L.; Liu, X.; Li, X. Coupling behavioral economics and water management policies for agricultural land-use planning in basin irrigation districts: Agent-based socio-hydrological modeling and application. Agric. Water Manag. 2024 , 298 , 108845. [ Google Scholar ] [ CrossRef ]
- Wang, K.; Dickinson, R.E. A review of global terrestrial evapotranspiration: Observation, modeling, climatology, and climatic variability. Rev. Geophys. 2012 , 50 , RG2005. [ Google Scholar ] [ CrossRef ]
- Du, S.; Liang, C.; Sun, H.; Wang, K.; Wang, J.; Li, H.; Xue, J.; Chen, F.; Tuo, Y.; Disse, M. Evaluating the potential benefits of float solar photovoltaics through the water footprint recovery period. J. Clean. Prod. 2024 , 446 , 141399. [ Google Scholar ] [ CrossRef ]
- Lu, M.; Sun, H.; Cheng, L.; Li, S.; Qin, H.; Yi, S.; Zhang, H.; Zhang, W. Heterogeneity in vegetation recovery rates post-flash droughts across different ecosystems. Environ. Res. Lett. 2024 , 19 , 074028. [ Google Scholar ] [ CrossRef ]
- Miralles, D.G.; Jiménez, C.; Jung, M.; Michel, D.; Ershadi, A.; McCabe, M.; Hirschi, M.; Martens, B.; Dolman, A.J.; Fisher, J.B. The WACMOS-ET project–Part 2: Evaluation of global terrestrial evaporation data sets. Hydrol. Earth Syst. Sci. 2016 , 20 , 823–842. [ Google Scholar ] [ CrossRef ]
- Xue, B.-L.; Wang, L.; Li, X.; Yang, K.; Chen, D.; Sun, L. Evaluation of evapotranspiration estimates for two river basins on the Tibetan Plateau by a water balance method. J. Hydrol. 2013 , 492 , 290–297. [ Google Scholar ] [ CrossRef ]
- Huang, Q.; Qin, G.; Zhang, Y.; Tang, Q.; Liu, C.; Xia, J.; Chiew, F.H.S.; Post, D. Using Remote Sensing Data—Based Hydrological Model Calibrations for Predicting Runoff in Ungauged or Poorly Gauged Catchments. Water Resour. Res. 2020 , 56 , e2020WR028205. [ Google Scholar ] [ CrossRef ]
- Zhang, Y.; Chiew, F.H.S.; Liu, C.; Tang, Q.; Xia, J.; Tian, J.; Kong, D.; Li, C. Can Remotely Sensed Actual Evapotranspiration Facilitate Hydrological Prediction in Ungauged Regions Without Runoff Calibration? Water Resour. Res. 2020 , 56 , e2019WR026236. [ Google Scholar ] [ CrossRef ]
- Blöschl, G.; Bierkens MF, P.; Chambel, A.; Cudennec, C.; Destouni, G.; Fiori, A.; Kirchner, J.W.; McDonnell, J.J.; Savenije, H.H.G.; Sivapalan, M.; et al. Twenty-three unsolved problems in hydrology (UPH)—A community perspective. Hydrol. Sci. J. 2019 , 64 , 1141–1158. [ Google Scholar ] [ CrossRef ]
- Li, Z.W.; Yu, Q.G.; Jiu, X.Y.; Tha, P.U.K.; Pierre, G.; Yu, C.B. Uncertainties Caused by Resistances in Evapotranspiration Estimation Using High-Density Eddy Covariance Measurements. J. Hydrometeorol. 2020 , 21 , 1349–1365. [ Google Scholar ]
- Yin, L.; Wang, X.; Feng, X.; Fu, B.; Chen, Y. A Comparison of SSEBop-Model-Based Evapotranspiration with Eight Evapotranspiration Products in the Yellow River Basin, China. Remote Sens. 2020 , 12 , 2528. [ Google Scholar ] [ CrossRef ]
- Li, X.; Long, D.; Han, Z.; Scanlon, B.R.; Sun, Z.; Han, P.; Hou, A. Evapotranspiration estimation for Tibetan Plateau headwaters using conjoint terrestrial and atmospheric water balances and multisource remote sensing. Water Resour. Res. 2019 , 55 , 8608–8630. [ Google Scholar ] [ CrossRef ]
- Ma, N.; Szilagyi, J.; Zhang, Y. Calibration-Free Complementary Relationship Estimates Terrestrial Evapotranspiration Globally. Water Resour. Res. 2021 , 57 , e2021WR029691. [ Google Scholar ] [ CrossRef ]
- Pan, S.; Pan, N.; Tian, H.; Friedlingstein, P.; Sitch, S.; Shi, H.; Arora, V.K.; Haverd, V.; Jain, A.K.; Kato, E. Evaluation of global terrestrial evapotranspiration using state-of-the-art approaches in remote sensing, machine learning and land surface modeling. Hydrol. Earth Syst. Sci. 2020 , 24 , 1485–1509. [ Google Scholar ] [ CrossRef ]
- Stoffelen, A. Toward the true near-surface wind speed: Error modeling and calibration using triple collocation. J. Geophys. Res. Ocean. 1998 , 103 , 7755–7766. [ Google Scholar ] [ CrossRef ]
- McColl, K.A.; Vogelzang, J.; Konings, A.G.; Entekhabi, D.; Piles, M.; Stoffelen, A. Extended triple collocation: Estimating errors and correlation coefficients with respect to an unknown target. Geophys. Res. Lett. 2014 , 41 , 6229–6236. [ Google Scholar ] [ CrossRef ]
- Awange, J.L.; Ferreira, V.G.; Forootan, E.; Khandu; Andam-Akorful, S.; Agutu, N.; He, X. Uncertainties in remotely sensed precipitation data over Africa. Int. J. Climatol. 2016 , 36 , 303–323. [ Google Scholar ] [ CrossRef ]
- Dong, J.; Lei, F.; Wei, L. Triple collocation based multi-source precipitation merging. Front. Water 2020 , 2 , 498793. [ Google Scholar ] [ CrossRef ]
- Wu, Y.; Guo, L.; Zheng, H.; Zhang, B.; Li, M. Hydroclimate assessment of gridded precipitation products for the Tibetan Plateau. Sci. Total Environ. 2019 , 660 , 1555–1564. [ Google Scholar ] [ CrossRef ]
- Khan, M.S.; Liaqat, U.W.; Baik, J.; Choi, M. Stand-alone uncertainty characterization of GLEAM, GLDAS and MOD16 evapotranspiration products using an extended triple collocation approach. Agric. For. Meteorol. 2018 , 252 , 256–268. [ Google Scholar ] [ CrossRef ]
- Kim, S.; Pham, H.T.; Liu, Y.Y.; Marshall, L.; Sharma, A. Improving the combination of satellite soil moisture data sets by considering error cross correlation: A comparison between triple collocation (TC) and extended double instrumental variable (EIVD) alternatives. IEEE Trans. Geosci. Remote Sens. 2020 , 59 , 7285–7295. [ Google Scholar ] [ CrossRef ]
- Guo, L.; Wu, Y.; Zheng, H.; Zhang, B.; Fan, L.; Chi, H.; Yan, B.; Wang, X. Consistency and uncertainty of gridded terrestrial evapotranspiration estimations over China. J. Hydrol. 2022 , 612 , 128245. [ Google Scholar ] [ CrossRef ]
- Xu, T.; Guo, Z.; Xia, Y.; Ferreira, V.G.; Liu, S.; Wang, K.; Yao, Y.; Zhang, X.; Zhao, C. Evaluation of twelve evapotranspiration products from machine learning, remote sensing and land surface models over conterminous United States. J. Hydrol. 2019 , 578 , 124105. [ Google Scholar ] [ CrossRef ]
- Peel, M.C.; McMahon, T.A.; Finlayson, B.L. Vegetation impact on mean annual evapotranspiration at a global catchment scale. Water Resour. Res. 2010 , 46 , W09508. [ Google Scholar ] [ CrossRef ]
- Xia, Y.; Hobbins, M.T.; Mu, Q.; Ek, M.B. Evaluation of NLDAS-2 evapotranspiration against tower flux site observations. Hydrol. Process. 2015 , 29 , 1757–1771. [ Google Scholar ] [ CrossRef ]
- Volk, J.M.; Huntington, J.L.; Melton, F.S.; Allen, R.; Anderson, M.; Fisher, J.B.; Kilic, A.; Ruhoff, A.; Senay, G.B.; Minor, B. Assessing the accuracy of OpenET satellite-based evapotranspiration data to support water resource and land management applications. Nat. Water 2024 , 2 , 193–205. [ Google Scholar ] [ CrossRef ]
- Hong, S.; Deng, H.; Zheng, Z.; Deng, Y.; Chen, X.; Gao, L.; Chen, Y.; Liu, M. The influence of variations in actual evapotranspiration on drought in China’s Southeast River basin. Sci. Rep. 2023 , 13 , 21336. [ Google Scholar ] [ CrossRef ] [ PubMed ]
- Ippolito, M.; De Caro, D.; Ciraolo, G.; Minacapilli, M.; Provenzano, G. Estimating crop coefficients and actual evapotranspiration in citrus orchards with sporadic cover weeds based on ground and remote sensing data. Irrig. Sci. 2023 , 41 , 5–22. [ Google Scholar ] [ CrossRef ]
- Qingming, W.; Shan, J.; Jiaqi, Z.; Guohua, H.; Yong, Z.; Yongnan, Z.; Xin, H.; Haihong, L.; Lizhen, W.; Fan, H. Effects of vegetation restoration on evapotranspiration water consumption in mountainous areas and assessment of its remaining restoration space. J. Hydrol. 2022 , 605 , 127259. [ Google Scholar ] [ CrossRef ]
- Martens, B.; Miralles, D.G.; Lievens, H.; Van Der Schalie, R.; De Jeu, R.A.; Fernández-Prieto, D.; Beck, H.E.; Dorigo, W.A.; Verhoest, N.E. GLEAM v3: Satellite-based land evaporation and root-zone soil moisture. Geosci. Model Dev. 2017 , 10 , 1903–1925. [ Google Scholar ] [ CrossRef ]
- Priestley, C.H.B.; Taylor, R.J. On the assessment of surface heat flux and evaporation using large-scale parameters. Mon. Weather Rev. 1972 , 100 , 81–92. [ Google Scholar ] [ CrossRef ]
- McNally, A.; Arsenault, K.; Kumar, S.; Shukla, S.; Peterson, P.; Wang, S.; Funk, C.; Peters-Lidard, C.D.; Verdin, J.P. A land data assimilation system for sub-Saharan Africa food and water security applications. Sci. Data 2017 , 4 , 170012. [ Google Scholar ] [ CrossRef ]
- Hajji, I.; Nadeau, D.F.; Music, B.; Anctil, F.; Wang, J. Application of the maximum entropy production model of evapotranspiration over partially vegetated water-limited land surfaces. J. Hydrometeorol. 2018 , 19 , 989–1005. [ Google Scholar ] [ CrossRef ]
- Yang, Y.; Sun, H.; Zhu, M.; Wang, J.; Zhang, W. An R package of maximum entropy production model to estimate 41 years of global evapotranspiration. J. Hydrol. 2022 , 614 , 128639. [ Google Scholar ] [ CrossRef ]
- Su, Z. The Surface Energy Balance System (SEBS) for estimation of turbulent heat fluxes. Hydrol. Earth Syst. Sci. 2002 , 6 , 85. [ Google Scholar ] [ CrossRef ]
- Elnashar, A.; Wang, L.; Wu, B.; Zhu, W.; Zeng, H. Synthesis of global actual evapotranspiration from 1982 to 2019. Earth Syst. Sci. Data 2021 , 13 , 447–480. [ Google Scholar ] [ CrossRef ]
- Reichstein, M.; Falge, E.; Baldocchi, D.; Papale, D.; Aubinet, M.; Berbigier, P.; Bernhofer, C.; Buchmann, N.; Gilmanov, T.; Granier, A.; et al. On the separation of net ecosystem exchange into assimilation and ecosystem respiration: Review and improved algorithm. Glob. Chang. Biol. 2005 , 11 , 1424–1439. [ Google Scholar ] [ CrossRef ]
- Koppa, A.; Rains, D.; Hulsman, P.; Poyatos, R.; Miralles, D.G. A deep learning-based hybrid model of global terrestrial evaporation. Nat. Commun. 2022 , 13 , 1912. [ Google Scholar ] [ CrossRef ]
- Gupta, H.V.; Kling, H.; Yilmaz, K.K.; Martinez, G.F. Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling. J. Hydrol. 2009 , 377 , 80–91. [ Google Scholar ] [ CrossRef ]
- Badgley, G.; Fisher, J.B.; Jiménez, C.; Tu, K.P.; Vinukollu, R. On uncertainty in global terrestrial evapotranspiration estimates from choice of input forcing datasets. J. Hydrometeorol. 2015 , 16 , 1449–1455. [ Google Scholar ] [ CrossRef ]
- Liu, H.; Xin, X.; Su, Z.; Zeng, Y.; Lian, T.; Li, L.; Yu, S.; Zhang, H. Intercomparison and evaluation of ten global ET products at site and basin scales. J. Hydrol. 2023 , 617 , 128887. [ Google Scholar ] [ CrossRef ]
- Dong, Z.; Hu, H.; Wei, Z.; Liu, Y.; Xu, H.; Yan, H.; Chen, L.; Li, H.; Khan, M.Y.A. Estimating the actual evapotranspiration of different vegetation types based on root distribution functions. Front. Earth Sci. 2022 , 10 , 893388. [ Google Scholar ] [ CrossRef ]
- Zhang, L.; Dawes, W.; Walker, G. Response of mean annual evapotranspiration to vegetation changes at catchment scale. Water Resour. Res. 2001 , 37 , 701–708. [ Google Scholar ] [ CrossRef ]
- Chen, F.; Mitchell, K.; Schaake, J.; Xue, Y.; Pan, H.L.; Koren, V.; Duan, Q.Y.; Ek, M.; Betts, A. Modeling of land surface evaporation by four schemes and comparison with FIFE observations. J. Geophys. Res. Atmos. 1996 , 101 , 7251–7268. [ Google Scholar ] [ CrossRef ]
- Gash, J. An analytical model of rainfall interception by forests. Q. J. R. Meteorolog. Soc. 1979 , 105 , 43–55. [ Google Scholar ] [ CrossRef ]
- Valente, F.; David, J.; Gash, J. Modelling interception loss for two sparse eucalypt and pine forests in central Portugal using reformulated Rutter and Gash analytical models. J. Hydrol. 1997 , 190 , 141–162. [ Google Scholar ] [ CrossRef ]
- Ek, M.; Mitchell, K.; Lin, Y.; Rogers, E.; Grunmann, P.; Koren, V.; Gayno, G.; Tarpley, J. Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model. J. Geophys. Res. Atmos. 2003 , 108 , 8851. [ Google Scholar ] [ CrossRef ]
- Fang, H.; Wei, S.; Jiang, C.; Scipal, K. Theoretical uncertainty analysis of global MODIS, CYCLOPES, and GLOBCARBON LAI products using a triple collocation method. Remote Sens. Environ. 2012 , 124 , 610–621. [ Google Scholar ] [ CrossRef ]
- Cao, M.; Wang, W.; Xing, W.; Wei, J.; Chen, X.; Li, J.; Shao, Q. Multiple sources of uncertainties in satellite retrieval of terrestrial actual evapotranspiration. J. Hydrol. 2021 , 601 , 126642. [ Google Scholar ] [ CrossRef ]
- Isabelle, P.E.; Viens, L.; Nadeau, D.; Anctil, F.; Wang, J.; Maheu, A. Sensitivity analysis of the maximum entropy production method to model evaporation in boreal and temperate forests. Geophys. Res. Lett. 2021 , 48 , e2020GL091919. [ Google Scholar ] [ CrossRef ]
- Halim, M.A.; Chen, H.Y.; Thomas, S.C. Stand age and species composition effects on surface albedo in a mixedwood boreal forest. Biogeosciences 2019 , 16 , 4357–4375. [ Google Scholar ] [ CrossRef ]
- Wu, J.; Feng, Y.; Zheng, C.; Zeng, Z. Dense flux observations reveal the incapability of evapotranspiration products to capture the heterogeneity of evapotranspiration. J. Hydrol. 2023 , 622 , 129743. [ Google Scholar ] [ CrossRef ]
- Purdy, A.J.; Fisher, J.B.; Goulden, M.L.; Colliander, A.; Halverson, G.; Tu, K.; Famiglietti, J.S. SMAP soil moisture improves global evapotranspiration. Remote Sens. Environ. 2018 , 219 , 1–14. [ Google Scholar ] [ CrossRef ]
- Stettz, S.; Zaitchik, B.F.; Ademe, D.; Musie, S.; Simane, B. Estimating variability in downwelling surface shortwave radiation in a tropical highland environment. PLoS ONE 2019 , 14 , e0211220. [ Google Scholar ] [ CrossRef ] [ PubMed ]
- He, Y.; Wang, C.; Hu, J.; Mao, H.; Duan, Z.; Qu, C.; Li, R.; Wang, M.; Song, X. Discovering Optimal Triplets for Assessing the Uncertainties of Satellite-Derived Evapotranspiration Products. Remote Sens. 2023 , 15 , 3215. [ Google Scholar ] [ CrossRef ]
- Jongmin, P.; Jongjin, B.; Minha, C. Triple collocation-based multi-source evaporation and transpiration merging. Agric. For. Meteorol. 2023 , 331 , 109353. [ Google Scholar ]
- Jie, Y.; Qin, H.; Jia, B.; Tian, M.; Lou, S.; Liu, G.; Huang, Y. A multiscale attribution framework for separating the effects of cascade and individual reservoirs on runoff. Sci. Total Environ. 2024 , 933 , 172784. [ Google Scholar ] [ CrossRef ]
- Shahid, M.; Cong, Z.; Zhang, D. Understanding the impacts of climate change and human activities on streamflow: A case study of the Soan River basin, Pakistan. Theor. Appl. Climatol. 2018 , 134 , 205–219. [ Google Scholar ] [ CrossRef ]
- Li, X.; Zhang, W.; Vermeulen, A.; Dong, J.; Duan, Z. Triple collocation-based merging of multi-source gridded evapotranspiration data in the Nordic Region. Agric. For. Meteorol. 2023 , 335 , 109451. [ Google Scholar ]
- Sun, H.; Sun, X.; Chen, J.; Deng, X.; Yang, Y.; Qin, H.; Chen, F.; Zhang, W. Different types of meteorological drought and their impact on agriculture in Central China. J. Hydrol. 2023 , 627 , 130423. [ Google Scholar ]
- Ershadi, A.; McCabe, M.; Evans, J.; Wood, E.F. Impact of model structure and parameterization on Penman–Monteith type evaporation models. J. Hydrol. 2015 , 525 , 521–535. [ Google Scholar ] [ CrossRef ]
- Melo, D.; Anache, J.; Borges, V.; Miralles, D.; Martens, B.; Fisher, J.; Nóbrega, R.; Moreno, A.; Cabral, O.; Rodrigues, T. Are remote sensing evapotranspiration models reliable across South American ecoregions? Water Resour. Res. 2021 , 57 , e2020WR028752. [ Google Scholar ] [ CrossRef ]
- Michel, D.; Jiménez, C.; Miralles, D.G.; Jung, M.; Hirschi, M.; Ershadi, A.; Martens, B.; McCabe, M.F.; Fisher, J.B.; Mu, Q. The WACMOS-ET project–Part 1: Tower-scale evaluation of four remote-sensing-based evapotranspiration algorithms. Hydrol. Earth Syst. Sci. 2016 , 20 , 803–822. [ Google Scholar ] [ CrossRef ]
- Mu, Q.; Heinsch, F.A.; Zhao, M.; Running, S.W. Development of a global evapotranspiration algorithm based on MODIS and global meteorology data. Remote Sens. Environ. 2007 , 111 , 519–536. [ Google Scholar ] [ CrossRef ]
- Zhang, K.; Kimball, J.S.; Nemani, R.R.; Running, S.W. A continuous satellite-derived global record of land surface evapotranspiration from 1983 to 2006. Water Resour. Res. 2010 , 46 , W09522. [ Google Scholar ] [ CrossRef ]
- Rodell, M.; Houser, P.; Jambor, U.; Gottschalck, J.; Mitchell, K.; Meng, C.-J.; Arsenault, K.; Cosgrove, B.; Radakovich, J.; Bosilovich, M. The global land data assimilation system. Bull. Am. Meteorol. Soc. 2004 , 85 , 381–394. [ Google Scholar ] [ CrossRef ]
- Ezenne, G.I.; Eyibio, N.U.; Tanner, J.L.; Asoiro, F.U.; Obalum, S.E. An overview of uncertainties in evapotranspiration estimation techniques. J. Agrometeorol. 2023 , 25 , 173–182. [ Google Scholar ]
- Wenbin, Z.; Shengrong, T.; Jiaxing, W.; Shaofeng, J.; Zikun, S. Multi-scale evaluation of global evapotranspiration products derived from remote sensing images: Accuracy and uncertainty. J. Hydrol. 2022 , 611 , 127982. [ Google Scholar ]
- Gu, C.; Ma, J.; Zhu, G.; Yang, H.; Zhang, K.; Wang, Y.; Gu, C. Partitioning evapotranspiration using an optimized satellite-based ET model across biomes. Agric. For. Meteorol. 2018 , 259 , 355–363. [ Google Scholar ] [ CrossRef ]
- He, Y.; Yu, H.; Ozaki, A.; Dong, N.; Zheng, S. Influence of plant and soil layer on energy balance and thermal performance of green roof system. Energy 2017 , 141 , 1285–1299. [ Google Scholar ] [ CrossRef ]
- Lian, X.; Piao, S.; Huntingford, C.; Li, Y.; Zeng, Z.; Wang, X.; Ciais, P.; McVicar, T.R.; Peng, S.; Ottlé, C. Partitioning global land evapotranspiration using CMIP5 models constrained by observations. Nat. Clim. Chang. 2018 , 8 , 640–646. [ Google Scholar ] [ CrossRef ]
- Hobeichi, S.; Abramowitz, G.; Evans, J.; Ukkola, A. Derived Optimal Linear Combination Evapotranspiration (DOLCE): A global gridded synthesis ET estimate. Hydrol. Earth Syst. Sci. 2018 , 22 , 1317–1336. [ Google Scholar ] [ CrossRef ]
- Shao, X.; Zhang, Y.; Liu, C.; Chiew, F.H.; Tian, J.; Ma, N.; Zhang, X. Can indirect evaluation methods and their fusion products reduce uncertainty in actual evapotranspiration estimates? Water Resour. Res. 2022 , 58 , e2021WR031069. [ Google Scholar ] [ CrossRef ]
- Yao, Y.; Liang, S.; Li, X.; Chen, J.; Liu, S.; Jia, K.; Zhang, X.; Xiao, Z.; Fisher, J.B.; Mu, Q. Improving global terrestrial evapotranspiration estimation using support vector machine by integrating three process-based algorithms. Agric. For. Meteorol. 2017 , 242 , 55–74. [ Google Scholar ] [ CrossRef ]
- Wang, J.; Bras, R. A model of evapotranspiration based on the theory of maximum entropy production. Water Resour. Res. 2011 , 47 , W03521. [ Google Scholar ] [ CrossRef ]
- Wang, J.; Bras, R.L. A model of surface heat fluxes based on the theory of maximum entropy production. Water Resour. Res. 2009 , 45 , W11422. [ Google Scholar ] [ CrossRef ]
The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
Share and Cite
Li, X.; Sun, H.; Yang, Y.; Sun, X.; Xiong, M.; Ouyang, S.; Li, H.; Qin, H.; Zhang, W. Different Vegetation Covers Leading to the Uncertainty and Consistency of ET Estimation: A Case Study Assessment with Extended Triple Collocation. Remote Sens. 2024 , 16 , 2484. https://doi.org/10.3390/rs16132484
Li X, Sun H, Yang Y, Sun X, Xiong M, Ouyang S, Li H, Qin H, Zhang W. Different Vegetation Covers Leading to the Uncertainty and Consistency of ET Estimation: A Case Study Assessment with Extended Triple Collocation. Remote Sensing . 2024; 16(13):2484. https://doi.org/10.3390/rs16132484
Li, Xiaoxiao, Huaiwei Sun, Yong Yang, Xunlai Sun, Ming Xiong, Shuo Ouyang, Haichen Li, Hui Qin, and Wenxin Zhang. 2024. "Different Vegetation Covers Leading to the Uncertainty and Consistency of ET Estimation: A Case Study Assessment with Extended Triple Collocation" Remote Sensing 16, no. 13: 2484. https://doi.org/10.3390/rs16132484
Article Metrics
Article access statistics, further information, mdpi initiatives, follow mdpi.
Subscribe to receive issue release notifications and newsletters from MDPI journals
IMAGES
VIDEO
COMMENTS
Case study - the impact of drought in a developed country: Australia Between 2015 and 2016, the south-east of Australia experienced drought. This was attributed to a very high pressure.
The state of California has experienced the worst drought in its historical record during 2012-2015. Adverse effects of this multiyear event have been far from uniformly distributed across the region, ranging from remarkably mild in most of California's densely populated coastal cities to very severe in more rural, agricultural, and wildfire-prone regions.
ROUGHT IN THE SAHELThe Sahel is oneof the world's most vulnerable dr. ught hazardregions. Drought hazard can be defined as a condition of abnormally dry weather, resulting in a serious hy. rological imbalance. The consequences for people can include loss of standing crops, water shortages for livestock and human populations, an.
Learn about and revise the supply of water and increasing demand for it, with GCSE Bitesize Geography (Edexcel) ... Resource management - water - Edexcel Case study - drought in California.
The onset of drought is slow. The water stored in soils, slowly diminishing springs, reservoirs, and aquifers dampens the onset of drought. The duration of droughts in California can be long and uncertain, perhaps lasting years, decades, and even centuries, compared with hours to days for fires and floods or minutes for earthquakes ().Therefore, signaling the onset and end of drought can be messy.
The study cited data when appropriate except in slides 3 & 6 of the presentation. Drought is covered in a great deal of depth in this resource and allows students to develop an intimate understanding with the subject. Comments from expert scientist: Good use of case studies from a variety of regions.
The population of California has grown from 2 million in 1900 to 10 million in 1950, and 37.7 million in 2007. Although the increase isn't huge, however over the past century the demand for water has grown. The population growth has caused a spatial imbalance with 3/4 of water demand coming from hugely populated areas such as Sacramento in ...
A case study from California. In 2015 and 2016 California faced one of its most severe droughts on record. This article looks at the challenge of climate change in the context of the Californian drought and its impact on local biodiversity. It is relevant to topics on the water cycle and water security, climate change and ecosystems under stress.
Case Study Summary Sheet for the Horn of Africa Drought 2011 (LICs) Where did it happen? Between July 2011 and mid-2012, a severe drought affected the entire East Africa region. Said to be "the worst in 60 years", the drought caused a severe food crisis across Somalia, Djibouti, Ethiopia and Kenya that
IB Geography - Hazards & Disasters; Case Study Summary Sheet for the California Drought 2014 (MEDC) Where did it happen? California is a state located on the western coast of the USA. A severe drought in California has depleted snow packs, rivers, and lakes, and groundwater use has soared to make up the shortfall. A new report from Stanford ...
To investigate the causes and the effects of the 2010-2012 drought in the UK. Students will be engaged in storyboarding causes of the case study drought and can draw their source of information from the research on the seven catchment areas. Resources to support this lesson. UK drought 2010-2012 PowerPoint presentation. Squares of Inference ...
Drought Case Study - The Sahel '12. drought in the sahel - interactive worksheet. Objective: To build up a case study of a major drought in the Sahel. Droughts occur when a long period of abnormally dry weather leads to a severe water shortage. Droughts are also often caused by the activity of humans as well. Human activities that can help ...
Case study - the impact of drought in a developing country: the Sahel The Sahel is located directly south of the Sahara desert and stretches from the east to the west of Africa.
A case study of UK drought 2010-2012: considering the cause and impacts of the drought. The 1976 Drought - was it all good? The future of drought in the UK. Changing our thinking about drought . This lesson has been co-written by the GA consultant Gemma Mawdsley and produced in collaboration with the DRY research team, ENDOWS, UWE, and About ...
7 Study Figure 3, which shows an example of water restrictions in one state. Explain why watering the garden is restricted to early morning and late evening in stage 1. Either 8 Study Figure 2, which shows the extent of the Murray-Darling river basin. Write a newspaper article reporting on the effect of the drought on the river system. or
Impacts of drought in the Amazon • Rainforests recycle ½ of their rainfall, so deforestation could trigger a positive feedback loop causing further drought. • A drying forest means reduced soil water storage and evapotranspiration. It also means that uncontrolled wildfires are much more likely to occur.
The length of a drought varies from place to place. The UK suffered a drought for 16 months between 1975 and 1976. In any given year, 14% of the USA is in a drought The Horn of Africa is experiencing its worst drought in 40 years. Water supplies such as lakes, aquifers and rivers become depleted as people continue to abstract water during a drought
Drought is a recurrent annual feature in Australia, with up to 30% of the country affected by serious of severe rainfall deficiency. The link with El Niño events is well established. However, droughts are becoming more frequent and more severe. The worst event so far has been the 'Big Dry' of 2006.This was assessed as a 1-in-1000 year event and is thought to have been associated with a longer ...
Learn about and revise droughts, how they are caused, and their consequences, with GCSE Bitesize Geography (OCR). ... Case study - the impact of drought in a developed country - Australia ...
Human Activity. Deficits in human water security are mainly caused by: Pollution: making water resources unsuitable for use. Over-abstraction: taking too much water from water stores (reservoirs, rivers and aquifers) These can be linked with wider geographical processes. Explain how humans have an impact on the hydrological cycle.
Highly fragile small island states experience disproportionate climate impacts given their limited capacity to implement cost‐effective tools for detecting emerging signals of drying conditions and monitoring systems for sensitive sectors such as agriculture, especially for uncertain, 'creeping' events such as droughts. Despite the existence of open‐source Google Earth Engine datasets ...
Home > A Level and IB > Geography > Drought Case Studies. Drought Case Studies. Includes 2 drought case studies. Basic facts, Cause & impacts. 0.0 / 5? Created by: Curlot; Created on: 08-05-15 17:05; Drought Case Studies Word Document 183 Kb. Geography; Case studies; AS; Edexcel; Download. Save to favourites.
The physical causes of drought are only partially understood. They lie somewhere in the complex interactions between atmosphere, oceans, cryosphere, biosphere and the land, which produces the climates of the globe. Droughts can range from short-term and localised precipitation deficits to longer-term trends that are part of climate change.
Accurate and reliable estimation of actual evapotranspiration (AET) is essential for various hydrological studies, including drought prediction, water resource management, and the analysis of atmospheric-terrestrial carbon exchanges. Gridded AET products offer potential for application in ungauged areas, but their uncertainties may be significant, making it difficult to identify the best ...
GCSE; Edexcel; Droughts - Edexcel Hazardous impacts of droughts. Many places around the world are affected by droughts. There are natural and man-made causes of droughts and they have an impact on ...
A trove of ancient plant remains excavated in Kenya helps explain the history of plant farming in equatorial eastern Africa, a region long thought to be important for early farming but where scant ...