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Mapping Crop intensity and characterization of
  stress prone areas using Remote sensing

            Remote sensing and GIS analysis



                  Murali Krishna Gumma




                      CSISA
Objectives   Datasets      Mapping methods                 Results           Conclusions


Results: cropping pattern of Odisha




                        Legend
                             Districts
                        Rice classes
                             01. Rainfed-SC-kharif-winter-rice
                             02. Rainfed-supplemental-SC-kharif-winter-rice
                             03. Rainfed-SC-kharif-winter-rice (mixed other crops)
                             04. Irrigated-SW-SC-kharif-winter-rice
                             05. Irrigated-SW/GW-SC-kharif-winter-rice
                             06. Irrigated-SW/GW-DC-kharif-autumn & summer-rice
                             07. Irrigated-SW/GW-TC-kharif-autumn-winter & summer-rice
                             Other classes
Results: cropping pattern of Odisha
  Kharif-autumn (2010-11)                        Kharif-winter (2010-11)   Rabi-summer (2010-11)




                                                                           Legend
Total kharif-autumn-Irrigated-rice (class 6,7)        884,292 ha              Districts
Kharif-winter-rainfed rice (classes 1,2 and 3)       2,408,664 ha   70%       01. Irrigated-SW/GW-rice
                                                                              02. Irrigated-SW-rice
Kharif-winter-irrigated rice (classes 4,6 and 7)     1,054,899 ha   30%
                                                                              03. Irrigated-GW-rice
Total kharif-autumn-rice                             3,463,562 ha             04. Rainfed - rice
Rabi-summer-Irrigated rice (classes 6 and 7)          442,146 ha              Other classes

Total rice area (kharif + rabi)                      4,790,000 ha
Methodology: Drought/Submergence mapping
                                                 MODIS 8- day
                                                 7b data for the
                                                 year 2010:
                                                 322 bands


                                                          Google earth




                                               Irrigated, rice first crop, other
                                    0.8
                                               crops second crop, double crop
MFDC has 344 layers, for a
                                    0.6
                             NDVI




total data volume of 84.5           0.4
gigabytes                           0.2
                                    0.0
                                      Jun-10     Sep-10    Dec-10    Apr-11

                                                          Date
Temporal signatures for different rice systems
                                     irrigated - single crop - rice                     irrigated - double crop - rice/rice
                                     irrigated - double crop - rice/other               rainfed - single crop - rice

                         Jun   Jul   Aug         Sep          Oct           Nov   Dec          Jan          Feb         Mar   Apr   May
                   1.0

                   0.9

                   0.8

                   0.7
Vegetation index




                   0.6

                   0.5

                   0.4

                   0.3

                   0.2

                   0.1

                   0.0
Results: cropping pattern of Odisha




Gumma MK, Mohanty S, Nelson A, Rala A, and Das SR (review) Improving Rice Production in Odisha:
A Key to Achieving India's Future Food Security. PLoS ONE. (Submitted in Apr2012).
Results: cropping pattern of Odisha




Gumma MK, Mohanty S, Nelson A (2012) Identifying stress prone villages using time series satellite
imagery: A case study on Odisha. AIPA 2012, 58-64.
Dissemination

                                                     Sundargarh
                                    Jharsuguda                                   Mayurbhanj

                                                                    Keonjhar              Baleshwar
                                                    Deogarh
                               Baragarh Sambalpur

                                    Sonepur                                          Bhadrak
                                                      Angul       Dhenkanal
                                       Boudh                                     Jajpur
                         Bolangir
              Nuapada                                                     CuttackKendrapara

                                                        Nayagarh               Jagatsinghpur
                                                                Khordha
                                    Kandhamal                             Puri
                    Kalahandi
                                                    Ganjam
    Nabarangpur
                              Rayagada
                                         Gajapati

               Koraput                                Legend
                                                                          Land use change by Land use change by
                                                              Districts
                                                                          submergence        drought
 Malkangiri                                                   Major roads     Once               Once
                                                                              2-3                2-3
                                                                              >3                 >3
2010-11
                                                                   2009-10
                                                                   2004-05
                                                                   2002-03
                                                                    2008-09
                                                                     2003-04
                                                                     2006-07
                                                                     2000-01
                                                                     2005-06
                                                                      2001-02
                                                                   2007--08
                                                                    2007--08
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                                                                                                                     Sundargarh
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                                                                                                                       Khordha Puri PuriJagatsinghpur
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                                                                                                             Gajapati G n m
                                                                                                                       aaj                                                                           Rice growingareas
                                                                                      Koraput
                                                                                       Koraput
                                                                                      Koraput
                                                                                       Krp t
                                                                                        oa u                                                                                                         Moderate drought
                                                                                                                                                                                                     Severe drought
                                                                                                                                                                                                     Submergence
                                                                      Malkangiri
                                                                      Malkangiri
                                                                      Malkangiri
                                                                       M l a gi
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                                                                         k i
                              800
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                              700
                              700                                                                                                                                                                                    0.8
                                                                                                                                                                                                                     0.8
                                                                                                                                                                                                                     0.7
                                                                                                                                                                                                                     0.7
                              600
TRMM rainfall rainfall (mm)




                              600
                                                                                                                                                                                                                     0.6
                                                                                                                                                                                                                     0.6
                              500
                              500
      TRMM (mm)




                                                                                                                                                                                                                     0.5
                                                                                                                                                                                                                     0.5




                                                                                                                                                                                                                           NDVI
                              400
                              400
                                                                                                                                                                                                                     0.4
                                                                                                                                                                                                                     0.4
                              300
                              300
                                                                                                                                                                                                                     0.3
                                                                                                                                                                                                                     0.3




                                                                                                                                                                                                                             NDVI
                              200
                              200                                                                                                                                                                                    0.2
                                                                                                                                                                                                                     0.2
                              100
                              100                                                                                                                                                                                    0.1
                                                                                                                                                                                                                     0.1
                               0
                               0                                                                                                                                                                                      0
                                                                                                                                                                                                                      0
                               15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan-15-Jul- 15-Jan-
                                  15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15-                                    15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15-
                                Jan-00 00
                                 00       00 Jan-01 01
                                                 01      01 Jan-02 02
                                                                 02      02 Jan-03 03
                                                                                 03      03 Jan-04 04 Jan-05 05 Jan-06 06 Jan-07 07 Jan-08 08 Jan-09 09 Jan-10 10 Jan-11
                                                                                                 04      04      05      05      06              07              08              09      09      10     10      11
                                                                                                                        Date
                                                                                                                                           Date
Spatial distribution of Household information




                              Kumasi
Spatial distribution of Bio-physical and Household information




Bio-Physical parameters by RS data           Household information by surveys

•   Land use maps                            •   Crop intensity and Production

•   Stress prone areas (drought/submergence) •   Income

•   Land use changes                         •   Expenditure

•   Agro-ecological zones                    •   Savings

•   Rainfall (TRMM)                          •   Technology adoption and information
Methodology

Spatial Model Components




Impact assessment and rice
       area changes          (Gumma et al., 2009)
11 July SSD IRRI Meet CSSIA
11 July SSD IRRI Meet CSSIA
11 July SSD IRRI Meet CSSIA

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11 July SSD IRRI Meet CSSIA

  • 1. Mapping Crop intensity and characterization of stress prone areas using Remote sensing Remote sensing and GIS analysis Murali Krishna Gumma CSISA
  • 2. Objectives Datasets Mapping methods Results Conclusions Results: cropping pattern of Odisha Legend Districts Rice classes 01. Rainfed-SC-kharif-winter-rice 02. Rainfed-supplemental-SC-kharif-winter-rice 03. Rainfed-SC-kharif-winter-rice (mixed other crops) 04. Irrigated-SW-SC-kharif-winter-rice 05. Irrigated-SW/GW-SC-kharif-winter-rice 06. Irrigated-SW/GW-DC-kharif-autumn & summer-rice 07. Irrigated-SW/GW-TC-kharif-autumn-winter & summer-rice Other classes
  • 3. Results: cropping pattern of Odisha Kharif-autumn (2010-11) Kharif-winter (2010-11) Rabi-summer (2010-11) Legend Total kharif-autumn-Irrigated-rice (class 6,7) 884,292 ha Districts Kharif-winter-rainfed rice (classes 1,2 and 3) 2,408,664 ha 70% 01. Irrigated-SW/GW-rice 02. Irrigated-SW-rice Kharif-winter-irrigated rice (classes 4,6 and 7) 1,054,899 ha 30% 03. Irrigated-GW-rice Total kharif-autumn-rice 3,463,562 ha 04. Rainfed - rice Rabi-summer-Irrigated rice (classes 6 and 7) 442,146 ha Other classes Total rice area (kharif + rabi) 4,790,000 ha
  • 4. Methodology: Drought/Submergence mapping MODIS 8- day 7b data for the year 2010: 322 bands Google earth Irrigated, rice first crop, other 0.8 crops second crop, double crop MFDC has 344 layers, for a 0.6 NDVI total data volume of 84.5 0.4 gigabytes 0.2 0.0 Jun-10 Sep-10 Dec-10 Apr-11 Date
  • 5. Temporal signatures for different rice systems irrigated - single crop - rice irrigated - double crop - rice/rice irrigated - double crop - rice/other rainfed - single crop - rice Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar Apr May 1.0 0.9 0.8 0.7 Vegetation index 0.6 0.5 0.4 0.3 0.2 0.1 0.0
  • 6. Results: cropping pattern of Odisha Gumma MK, Mohanty S, Nelson A, Rala A, and Das SR (review) Improving Rice Production in Odisha: A Key to Achieving India's Future Food Security. PLoS ONE. (Submitted in Apr2012).
  • 7. Results: cropping pattern of Odisha Gumma MK, Mohanty S, Nelson A (2012) Identifying stress prone villages using time series satellite imagery: A case study on Odisha. AIPA 2012, 58-64.
  • 8. Dissemination Sundargarh Jharsuguda Mayurbhanj Keonjhar Baleshwar Deogarh Baragarh Sambalpur Sonepur Bhadrak Angul Dhenkanal Boudh Jajpur Bolangir Nuapada CuttackKendrapara Nayagarh Jagatsinghpur Khordha Kandhamal Puri Kalahandi Ganjam Nabarangpur Rayagada Gajapati Koraput Legend Land use change by Land use change by Districts submergence drought Malkangiri Major roads Once Once 2-3 2-3 >3 >3
  • 9. 2010-11 2009-10 2004-05 2002-03 2008-09 2003-04 2006-07 2000-01 2005-06 2001-02 2007--08 2007--08 Sundargarh Sundargarh Sundargarh S n ag r u d r ah Jharsuguda Jharsuguda Jharsuguda J as g d h ru u a Mayurbhanj Mayurbhanj Mayurbhanj Mayurbhanj Myrh n a ub a j Keonjhar Keonjhar Keonjhar Keonjhar Kohr ena j Sambalpur Deogarh Sambalpur Deogarh Sambalpur Deogarh Sm au a bl r p D o ah egr Baleshwar Baleshwar Baleshwar Bl swr a ha e Baragarh Baragarh Baragarh Baragarh Brg r aa ah Sonepur Sonepur Sonepur Sn pr oeu Bhadrak Bhadrak Bhadrak Ba rk h da Angul Dhenkanal Jajpur Angul Dhenkanal Jajpur Angul Dhenkanal Jajpur Ag l nu Deknl h na a Jj u a r p Boudh Boudh Boudh Bu h od Kendrapara Kendrapara Kn rpr e da aa Kendrapara Bolangir Bolangir Bolangir Bl nr o g a i Kendrapara Kendrapara Kendrapara Kn rpr e da aa Nuapada Nuapada Nuapada Naaa upd Cuttack Cuttack Cuttack C ta k uc Nayagarh Nayagarh Nayagarh Nygr aa ah Jagatsinghpur Jagatsinghpur Jagatsinghpur J g tn h u a aig pr s Jagatsinghpur Kandhamal Kandhamal Kandhamal Kandhamal Kn hm l ada a Khordha Puri PuriJagatsinghpur Khordha Puri Puri Jagatsinghpur Khordha Puri Puri Jagatsinghpur Khordha P r K od a hrh ui Puri Jagatsinghpur P r J g tn h u ui a a i g p r s Kalahandi Kalahandi Kalahandi Kl hni a ad a Puri Puri Puri Puri Pr ui Legend Ganjam Ganjam Ganjam Gnm aa j Nabarangpur Nabarangpur Nabarangpur Nbrnpr a aa g u Districts Rayagada Rayagada Rayagada Rayagada Rygd aa a a Builtup areas Gajapati Ganjam Gajapati Ganjam Ga a ap t j i Gajapati Ganjam Gajapati G n m aaj Rice growingareas Koraput Koraput Koraput Krp t oa u Moderate drought Severe drought Submergence Malkangiri Malkangiri Malkangiri M l a gi a nr k i 800 800 0.9 0.9 700 700 0.8 0.8 0.7 0.7 600 TRMM rainfall rainfall (mm) 600 0.6 0.6 500 500 TRMM (mm) 0.5 0.5 NDVI 400 400 0.4 0.4 300 300 0.3 0.3 NDVI 200 200 0.2 0.2 100 100 0.1 0.1 0 0 0 0 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan- 15-Jul- 15-Jan-15-Jul- 15-Jan- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- 15-Jul- 15- Jan-00 00 00 00 Jan-01 01 01 01 Jan-02 02 02 02 Jan-03 03 03 03 Jan-04 04 Jan-05 05 Jan-06 06 Jan-07 07 Jan-08 08 Jan-09 09 Jan-10 10 Jan-11 04 04 05 05 06 07 08 09 09 10 10 11 Date Date
  • 10. Spatial distribution of Household information Kumasi
  • 11. Spatial distribution of Bio-physical and Household information Bio-Physical parameters by RS data Household information by surveys • Land use maps • Crop intensity and Production • Stress prone areas (drought/submergence) • Income • Land use changes • Expenditure • Agro-ecological zones • Savings • Rainfall (TRMM) • Technology adoption and information
  • 12. Methodology Spatial Model Components Impact assessment and rice area changes (Gumma et al., 2009)