Full text: Resource and environmental monitoring (A)

    
   
    
   
    
   
    
  
    
  
     
   
   
   
    
   
   
    
   
   
    
      
   
     
   
      
     
   
   
IAPRS & SIS, Vol.34, Part 7, "Resource and Environmental Monitoring", Hyderabad, India, 2002 
  
interpretation of the data leading to the delineation of the post 
kharif rice fallow fields. Image processing software 
EASI/PACE 6.3 version was used to carry out this analysis. 
Prior to defining the training areas, a separate Normalised 
Difference Vegetation Index (NDVI) was computed, using the 
reflectance data of red and near infrared bands in digital 
numbers. This NDVI was used as an additional dimension to 
the red and near infrared channels in the classification. 
Based on the ground truth information and a priori knowledge, 
training areas were defined on the satellite data corresponding 
to the kharif season and signatures were generated. The 
signatures were checked for their separability through 
bivariate spectral plots. The spectral signatures of different 
agricultural land covers were distinct and separable and resulted 
in obtaining better classification accuracies. This was followed 
by classification of the satellite data, employing the maximum 
likelihood algorithm (Schowengerdt, 1997). Similarly, the post 
kharif data was also classified and the crop covers and the 
fallow lands were delineated. These two outputs viz., kharif rice 
cropped areas and the fallow lands were unioned to obtain the 
spatial distribution of the fallow lands, with rice crop in the 
kharif season and the area statistics were also generated. 
4.6 Post classification verification / validation 
The classified outputs of kharif 1999 showing the cropped areas 
and the rice-fallows of rabi 2000 of Bangladesh were verified 
using the field information available with liaison offices of 
- ICRISAT in Bangladesh. The feedback enabled to properly 
label them into different crop classes. The numerical estimates 
of kharif rice acreage estimates using RADARSAT data and of 
wheat acreage using WiFS data in the national level rice and 
wheat production estimation projects under FASAL project of 
the Department of Space were also used in verifying the 
classification results for the estimation of kharif rice and the 
wheat acreage in the following rabi season. 
5. RESULTS & DISCUSSION 
The satellite derived acreages of kharif rice and rabi fallows 
obtained in the present study are presented in the table 1. A 
perusal of the table indicates that in India kharif rice and rice 
fallows covered 40.2 and 11.65 M ha respectively. In Pakistan, 
kharif rice covered 2.45 M ha and the post kharif rice fallows 
occupied 0.14 M ha. In Bangladesh kharif rice covered 6.36 M 
ha and rice fallows occupied 2.11 M ha. In Nepal, most of the 
kharif rice crop of 1.45 M ha was concentrated in the Southern 
Terai districts, where wheat is the dominant crop in the rabi 
season thus leaving only 0.39 M ha of rice fallow lands. 
In order to evaluate the intrastate classification accuracies, three 
categories of districts were identified in each State, representing 
high, medium and low coverage of kharif rice and rabi wheat 
crops. Two districts were selected from each of these 
categories. The estimates obtained using the selected WiFS 
datasets in this project for these districts were compared with 
government estimates of recent past or of normal acreages and 
district wise estimates of other studies using remote sensing 
techniques. 
The estimates of the kharif rice at State level were evaluated 
using the WiFS data of the present study with the Radarsat data 
of FASAL project. The relative difference at individual State 
level ranged from 0.90 to 11.2896, with an overall relative 
difference of 2.3596, indicating a close agreement. The wheat 
acreage estimates at State level using the WiFS data of the 
present study were compared with those generated by the multi 
date WiFS data, employing the sampling approach. The 
relative difference at individual State level ranged from 0.44 to 
7.8196, with an overall difference of 3.83 96. This indicated 
overall differences between the estimates made in this project 
vis-à-vis the FASAL project were low  validating the 
methodology adopted in this study. 
5.1 INDIA 
India is the second largest producer of rice in the world, next to 
China with well developed irrigation infrastructure and 
adoption of improved practices. In India, rice is mostly 
cultivated during kharif season, coinciding with the period of 
active monsoon rains. Rice is distributed almost in the entire 
country, with the highest concentration in the Eastern and the 
Southern bound States. Availability of irrigation waters 
expanded the cultivation of rice crop to the sandy soils of the 
north Indian States of Punjab and Haryana also. Sugarcane, 
cotton, chillies and tobacco are the other important cash crops 
grown in kharif season. 
In the northern part of India, wheat, mustard and gram are the 
major rabi crops because of the congenial pedo - climatic 
conditions. In South India, rice-rice and rice-pulse cropping 
systems are predominant, depending upon the availability of 
irrigation facilities. India is the largest pulse producing nation 
and accounting nearly 1/5th of the total area under food grain 
crops and contribute about 1/12th of the total food grain 
production in the country (Jagdish Kumar, 2000). 
State-wise distribution of kharif rice and post kharif rice 
fallows was grouped into five regions based on the agro- 
ecological perspective: (1) North India, covering Punjab, 
Haryana, Uttar Pradesh and Uttaranchal, (2) Eastern India, 
covering Bihar, Jharkhand, Assam, West Bengal and Orissa, 
(3) Western India, covering Gujarat and Rajasthan, (4) 
Central India, covering Madhya Pradesh, Chhatisgarh and 
Maharashtra and (5) South India, covering Andhra Pradesh, 
Tamil Nadu, Karnataka and Kerala States. 
Tablel : Acreages of kharif rice and post kharif rice fallow 
lands of Pakistan, Bangladesh, Nepal and India 
  
  
  
  
  
  
  
  
  
  
Country Region/ Acreages (M ha) 
State Kharif Rabi 
rice fallows 
Pakistan 2.45 0.14 
Bangladesh 6.36 241 
Nepal 1.50 0.39 
India Western India 
Rajasthan 0.21 0.02 
Gujarat 0.47 0.08 
North India 
Punjab 2.5 0.00 
Haryana 1.11 0.00 
Uttar Pradesh 6.25 0.35 
East India 
Bihar 5.98 2.20 
Assam 2.23 0.54 
West Bengal 4.62 1.72 
Orissa 3.88 1:22 
Central India 
Madhya Pradesh 5.60 4.39 
Maharastra 1.77 0.63 
South India 
Andhra Pradesh 2.66 0.30 
Karnataka 0.99 0.19 
  
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