Top Banner
Remote Sensing of Drought Lecture 9
23

Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Dec 24, 2015

Download

Documents

Marian Sherman
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Remote Sensing of Drought

Lecture 9

Page 2: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

What is drought?

• Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features vary from region to region. Defining drought is therefore difficult

• Conceptual definition of drought– A protracted period of deficient precipitation resulting in

extensive damage to crops, resulting in loss of yield

• Operational definitions of drought– Meteorological drought (region specific)– Agricultural drought (not enough soil moisture for crop needs)– Hydrological drought (deficiency in water suppliers at a

watershed or river basin scale)– Socioeconomic drought (affect people and food supply)

Page 3: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.
Page 4: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Monitoring drought

• Since no single definition of drought, so there are various indicators of drought

• Palmer drought index (PDI)– Use T and rainfall– More efficient for long term drought (several months)

• Standardized precipitation index (SPI)– Use rainfall only– The SPI can be used to monitor conditions on a variety of time

scales. This temporal flexibility allows the SPI to be useful in both short-term agricultural and long-term hydrological applications

• Drought monitor– A comprehensive drought monitoring effort between the USDA

(JAWF/NRCS), NOAA/CPC (NCEP/NWS), NCDC (DOC/NOAA), and the National Drought Mitigation Center.

Page 5: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

http://www.weatherimages.org/data/imag273.html

Page 6: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

http://www.txwin.net/Monitoring/Meteorological/Drought/pdsi.htm

Page 8: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Drought Monitor

Page 9: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

http://drought.unl.edu/dm/archive.html

Page 10: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Remote sensing for drought monitoring

• Optical image: – AVHRR, Landsat, SPOT, and MODIS

• Thermal image:– Landsat, AVHRR, MODIS

Page 11: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

-

1. Surface reflectance (%)2. NDVI3. Brightness temperature (K) at top of atmosphere4. Surface temperature (K)

1982-1999 AVHRR2000-present MODIS

Thenkabail et al. 2004

Page 12: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

MODIS bands 31 (10.78-11.28) and 32 (11.77-12.27)

Page 13: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Current NDVI of a month – long term mean of the month

NDVI itself doesn’t reflect drought or not

Negative means below normal

VCI close to 50% means fair condition. Below 50% means below normal, below 35% is extreme drought.

Page 14: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

TCI close to 50% means fair condition. Below 50% means below normal, 0% means very hot.

Page 15: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Linking AVHRR and MODIS for continuous drought assessment

• Differences: – preprocessing and spatial resolution (10km for AVHRR VS. 500 m

for MODIS)– Narrow bands of MODIS result in a greater dynamic range of NDVI

for the same given biomass than AVHRR (AVHRR is likely to “saturate” faster)

• Two datasets overlap in 2/2000-8/2001, which offers the opportunity to link NDVIAVHRR and NDVIMODIS

• NDVIAVHRR is monthly, NDVIMODIS is 16-day, so NDVIMODIS needs to composite to a 32-day product for comparison.

• Established regression models for two sources allow drought occurrences to be examined from 1982 to present, and well into future.

Page 16: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.
Page 17: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

Study area was India and Pakistan

Page 18: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.

In most cases, the VCI and DEV complement each other, strong correlations. TCI mostly reflect surface T, is not so valid as VCI and DEV, is not suggested for use

Page 19: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.
Page 20: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.
Page 21: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.
Page 22: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.
Page 23: Remote Sensing of Drought Lecture 9. What is drought? Drought is a normal, recurrent feature of climate. It occurs almost everywhere, although its features.