Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

28
Optical and Microwave Remote Sensing for Crop Monitoring in Mexico Beyond Diagnostics: Insights and Recommendations from Remote Sensing Workshop CIMMyT. Mexico, D.F. Diciembre 14-15 de 2013 J. Soria-Ruiz. National Institute of Forestry Agriculture and Livestock Research. Y. Fernández-Ordóñez Colegio de Postgraduados. H. McNairn Agri-Food Canada

description

Remote sensing –Beyond images Mexico 14-15 December 2013 The workshop was organized by CIMMYT Global Conservation Agriculture Program (GCAP) and funded by the Bill & Melinda Gates Foundation (BMGF), the Mexican Secretariat of Agriculture, Livestock, Rural Development, Fisheries and Food (SAGARPA), the International Maize and Wheat Improvement Center (CIMMYT), CGIAR Research Program on Maize, the Cereal System Initiative for South Asia (CSISA) and the Sustainable Modernization of the Traditional Agriculture (MasAgro)

Transcript of Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Page 1: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Beyond Diagnostics: Insights and Recommendations from Remote SensingWorkshop CIMMyT. Mexico, D.F. Diciembre 14-15 de 2013

J. Soria-Ruiz. National Institute of Forestry Agriculture and Livestock Research. Y. Fernández-Ordóñez Colegio de Postgraduados.H. McNairn Agri-Food Canada

Page 2: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

2

Outline RS in everyday life

Some applications realized by INIFAP

Extreme events: Flooding with SAR; Hurricane damage using SPOT5; Frost damage with MODIS.

Avocado Sunblotch Viroid (ASBVd) detection in Michoacan, Mexico using QuickBird.

Land Use/Cover in central Mexico using LANDSAT and SAR (Radarsat 1).

Crop monitoring, condition and crop yield using SPOT 5 and Radarsat 2.

Optical and microwave remote sensing for crop monitoring in Mexico.

Page 3: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

3

Remote Sensing in everyday life

The human visual system is an example of a remote sensing system in the general sense.

Currently, RS has become important with the advancement of space technology, with new elements of data gathering and analysis that contribute to solve many problems of today's society.

Page 4: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

4

Some applications realized by INIFAP

Extreme events

Natural phenomena become natural disasters when they surpass a normal threshold.

Severe effects occur when planning and security measures are deficient.

Mexico’s southeastern region is characterized by the economic potential of its natural resources. However, this region faces frequent cyclic problems due to natural disasters.

Page 5: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

5

Some applications realized by INIFAP

Extreme events: Flooding

Flooding in the state of Tabasco in October 2007 was considered the worst in 50 years.

Excessive rainfall in the state of Chiapas and the rise of water levels in the Usumacinta and Grijalva rivers result in severe flooding in urban and flat areas.

DEM - Tabasco

89% of its surface shows a flat topography with high flooding susceptibility

Page 6: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

6

Some applications realized by INIFAP

Extreme events: Flooding

Objectives To quantify the agricultural surface affected by flooding, for annual and perennial crops, with a Radarsat 1 image.

Image Technical Specifications: • C-Band wavelength (5.6cm) • HH polarization (Horizontally

transmitted and received) • Resolution: 12.5 m • Incidence Angles: 39º• Scene: 6 Nov 2007

ERDAS and Arc/Gis Software

Page 7: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Affected agricultural areas

Results

Page 8: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

8

Some applications realized by INIFAP

Extreme events: Flooding

Page 9: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

9

Some applications realized by INIFAP

Extreme events: HurricanesHurricane- a cyclonic low pressure system formed over the oceans and caused by water evaporation rising from the sea and becoming a storm.

An increase in cyclonic activity has been observed in the equatorial zone of the globe; events are above the mean value of 9 cyclones per year.

ObjectiveAssess and quantify the agricultural surface affected by hurricane Dean in the three states of the Yucatan Peninsula.

Page 10: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

10

Some applications realized by INIFAP

Extreme events: Hurricanes

SPOT 5 mosaic used to assess damage in agriculture due to hurricane Dean in 2007.

Affected areas of maize, sugar cane and agriculture plantations in Quintana Roo.

Page 11: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

11

Some applications realized by INIFAP

Extreme events: Hurricanes

Affected areas of maize crop - Yucatan Affected areas of maize crop - Campeche

Page 12: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

12

Some applications realized by INIFAP

Extreme events: Frost

Serious frost in Sinaloa, Northwestern Mexico, in late January 2011 caused a total loss of garden produce, vegetables and annual crops of the Autumn-Winter agricultural cycle. (Assessment work carried out jointly by SIAP and INIFAP.)

Before frost After frost

MODIS

Page 13: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

13

Some applications realized by INIFAP

Land Use/Cover in central Mexico (Landsat ETM)

LANDSAT ETM Mosaic

March scenes

July scenes

December scenes

Page 14: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

14

Some applications realized by INIFAP

Land Use/Cover in central Mexico (Landsat ETM)

Land use – State level estatal Land use – Municipal level

Page 15: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

15

Some applications realized by INIFAP

Avocado Sunblotch Viroid (ASBVd) detection in the state of Michoacan

QuickBird

Avocado Sunblotch Viroid (ASBVd), a disease with economic consequences affects Avocado (Persea americana Mill.)

Plantations affected with ASBVd exhibit yield reductions and lesser quality produce of up to 52.7 %.

Page 16: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Identification and sampling zones

Page 17: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Field work, Tacambaro municipality, Michoacan.

Page 18: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Quickbird Image

Spatial resolution: 0.60 m

Page 19: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Sampling and georeferencing of ASBVd infected trees

Page 20: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

Infected individuals resulting from the digital classification were validated via fitopatology lab tests.

Precision: 87 %

Page 21: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

21

Some applications realized by INIFAP

Land Use/Cover in central Mexico: Landsat ETM and Radarsat 1

Methodology

SAR R1 Fine beam mode HH polarization C band (6.25 m)16/Aug/2001Incidence angle: 42.03

Landsat ETM 25 m 30/July/2001

the objective of this study was to assess the advantages of combining synthetic aperture radar (SAR) and optical remote sensing in producing more accurate maps.

Page 22: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

22

Some applications realized by INIFAP

Land Use/Cover in central Mexico: Landsat ETM and Radarsat 1

Page 23: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

23

Some applications realized by INIFAP

In Mexico over two agricultural cycles (Spring-Summer and Autumn-Winter) 28.5 million tons are harvested. These crops require continuous monitoring in order to correct management deficiencies.

Production systems for this crop are varied In the center and southern regions of the country production systems are characterized by small plot sizes, irregular forms and most of them on sloped terrain.

Crop monitoring, condition and crop yield using SPOT 5 and Radarsat 2.

Page 24: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

24

Objectives

1. Study the utility of multi-polarized C-band radar data for crop type and crops condition in Mexico.

2. Establish the benefit of combining RADAR and OPTICAL data in increasing accuracy of crop condition.

3. Use quad polarization (QP) mode to increase detection of crop type and crop condition of corn, and ultra fine spatial resolution for crop yield from Radarsat 2.

4. For crop yield, assess the linear cross- polarization data (HV and VH) using contrast information and different incidence angles to establish areas of high and low productivity.

Some applications realized by INIFAP

Crop monitoring, condition and crop yield using SPOT 6 and Radarsat 2.

Page 25: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

25

Some applications realized by INIFAP

Crop monitoring, condition and crop yield using SPOT 6 and Radarsat 2.

Radarsat 2C band 4.8 – 7.5 cm wavelength8.0 - 5.0 GHz frequency

RADARSAT-2 is a fully polarimetric sensor, thus it is able to send and receive radar waves in all possible polarization combinations: Horizontal (H) and Vertical (V). Thus the following polarizations are available: co-polarized radar signals (HH y VV) and quad-polarized signals:

Selective Polarization: (HH and HV) or (VH and VV)

Single Polarization: (HH)

Quad-Polarization: (HH, VV, HV, VH)

Selective Single Polarization: (HH) or (HV) or (VH) or (VV)

Page 26: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

26

Advances

Some applications realized by INIFAP

Study area: Zinacantepec Municipality, Mexico.

Crop monitoring, condition and crop yield using SPOT 5 and Radarsat 2.

147 plots in the study area have been monitored on the Spring-Summer cycle 2013.

Page 27: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

27

Some applications realized by INIFAP

Cutivated suface of maize in the municipality of Zinacantepec, Mexico. Spring-Summer cycle 2013,

using SPOT 5

Cover Surface (ha) (%)

Maize 10,624.3 32.98

Other 21,589.3 67.02

Total 32,213.7 100

Crop monitoring, condition and crop yield using SPOT 5 and Radarsat 2.Advances

Page 28: Optical and Microwave Remote Sensing for Crop Monitoring in Mexico

28

Thanks

Dr. Jesus Soria-RuizGeomatics Lab – [email protected]