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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1041
ACREAGE ESTIMATION OF TOMATO IN GHORAWAL BLOCK OF
SONBHADRA DISTRICT USING REMOTE SENSING AND GIS TECHNOLOGY
Manish Kumar1, Shri. Narendra Kumar 2, Dr. Sudhakar Shukla3
1M.Tech Scholar, School of Geo-informatics, Remote Sensing Applications Centre, Uttar Pradesh, India
2Scientist-SE, Remote Sensing Applications Centre, Uttar Pradesh, India
3Scientist-SE and Head of School of Geo-informatics, Remote Sensing Applications Centre, Uttar Pradesh, India
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Tomato is an important crop in Uttar Pradesh. The
crop is grown in around 12.10 Thousand hectares. The area
under Tomato cultivation in Ghorawal block of Sonbhadra
district is calculated using Remote sensing techniques which
provide a methodology to map the area of tomato field with
the help of Sentinel 2b satellite data and Geographical
Information System database. ArcGIS 10.4 and Erdas Imagine
software is used to calculate the acreage. Data of the month
October, November and December, 2021 have been used. The
total area calculated under tomato cultivation in Ghorawal
block is 3637.7 acre.
Key Words: Acreage, Sentinel, GIS, Remote Sensing,
Classification, Tomato.
1. INTRODUCTION
Tomato comes under the family of Solanaceae and its
scientific name is Solanum lycopersium.Potato,tobacco,and
peppers are some example that comes under this family.
Andhra Pradesh is the leading produceroftomatoesinIndia.
It is estimated that 852 thousand hectares of land are under
tomato cultivation in India. In Uttar Pradesh total area
estimated under tomato, cultivation is 12.10 thousand
hectares.
Tomato is one of the main horticulture crops in India.
Tomato is one of the generally significant "Defensive food
varieties" in view of its nutritive worth. The tomato crop is
developed from nearly MSL to an elevation of 1500m in the
tropical and sub-tropical region, with a yearly rainfall of 60-
150 cm. extremely high precipitation duringitsdevelopment
is unsafe. Whenever it has become under hot atmospheric
conditions, it is developed as an irrigated crop. In the colder
time of year, crop is planted from August to September. The
winter crop is great for natural cultivating of tomatoes. The
best reasonable land for developing tomato is very much
depleted sandy topsoil soil with high organic content, the
soil with high acidity isn't reasonable for developingtomato.
1.1. Objective
The principal objective of this study is-
 Acreage Estimation of Tomato in Ghorawal Block.
2. STUDY AREA
2.1 Location and Area
Sonbhadra or Sonebhadra is the second largest district by
area of Uttar Pradesh after Lakhimpur Kheri. It is the only
district in India that borders four states, namely Madhya
Pradesh to the west, Chhattisgarh to the south, Jharkhand in
the south-east, and Bihar to the north-east. The district has
an area of 6,788 km.
2.2 Geography and Physical Features
Sonbhadra District lies between 24.6850 N latitude and
83.0684’ E longitude.
Fig -1: Study area of Sonbhadra district, Uttar Pradesh
3. DATA USED
Table -1: Date wise Sentinel data used for the study
DATA DATE TILE NUMBER
Sentinel
2b
11
DEC,2021
T44RPN,T44QPN,T44QQ
M,T44RQM
Sentinel
2b
12
NOV,2021
T44RPN,T44QPN,T44QQ
M,T44RQM
Sentinel 20 T44RPN,T44QPN,T44QQ
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1042
2b OCT,2021 M,T44RQM
4. METHODOLOGY
Fig -2: Methodology adopted for Acreage estimation
Acreage estimation of tomato farming inGhorawal block has
been calculated using several steps. First of all, I have
downloaded the Sentinel 2b images of 11 December, 12
November, and 20 October (Rabi Season) with a cloud cover
of less than 10%. False-color composite is generated using
band -2 (Blue), band -3 (green), band 4 (red), and band 8
(Visible and near-infrared). After layer stacking, mosaicking
of the generated false-color composite has been done. After
this process subset has been done to generate the area of
interest (Sonbhadra) using the boundary of the district. As I
have to calculate the acreage estimation masking of non-
agriculture land has been done. Unsupervised classification
has been done with the help of ground truthdata tocalculate
the area under tomato cultivation by assigning 150 classes
during Un-supervised classification.
Fig -3: Fcc map of Ghorwal block sonbhadra district, Uttar
Pradesh
Fig -4: Masked map of Ghorwal block sonbhadra district,
Uttar Pradesh
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1043
5. RESULTS
Tomato crop is identified on the basis of image
interpretation by the help of ground truth data where green
color show that area is under tomato cultivation. Thematic
recoding has been performed to assign a same value for
tomato crop. The ground truth data is used for accuracy
assessment.
Area Calculated Under Tomato Cultivation =3637.7 Acre.
Fig -5: Classified map of Ghorwal block sonbhadra district,
Uttar Pradesh
Fig -6: Masked map of Ghorwal block sonbhadra district,
Uttar Pradesh
Fig -7: Ground Truth map for Ghorwal block sonbhadra
district, Uttar Pradesh
6. CONCLUSION
On the basis of ground truth data it is observed that tomato
crop is mainly surrounded by field of paddy, chilli and red
gram. Tomato crop is identified by the basic image
interpretation.
REFERENCES
[1] R.S. DeFries, M.C. Hansen, J.R.G. Townshend, and R.S.
Sohlberg, Global land cover classifications at 8 km
spatial resolution: the use of training data derived from
Land sat imagery in decision tree classifiers,
International Journal of Remote Sensing, 19, 3141–
3168, 1998.
[2] M.A. Friedl and C.E. Brodley, Decision tree classification
of land cover from remotely sensed data, Remote
Sensing of Environment, 61, 3, 399– 409, 1997.
[3] R. Lawrence, A. Bunn, S. Powell, and M. Zambon,
Classification of remotely sensed imagery using
stochastic gradient boosting as a refinement of
classification tree analysis, Remote Sensing of
Environment, 90, 331–336, 2004.
[4] R.S. DeFries and J.R.G. Townshend, NDVI-derived land
cover classification at a global scale, International
Journal of Remote Sensing, 15, 3567–3586, 1994.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1044
[5] P. Jonsson and L. Eklundh, TIMESAT––A program for
analyzing time series of satellite sensor data, Computer
& Geosciences, 30, 833– 845, 2004.
[6] L.G. Ferraira, and A.R. Huete, Assessing the seasonal
dynamics of the Brazilian Cerrado vegetation through
the use of spectral vegetation indices, International
Journal of Remote Sensing, 2510, 1837–1860, 2004.
[7] Al-Bakri JT, Taylor JC. (2003) Application of NOAA
AVHRR for monitoring vegetation conditions and
biomass in Jordan, J Arid Environ, vol. 54 (pg. 579-93).
[8] Amit Kumar Verma, P.K Garg, K.S Hari Prasad, V.K
Dadhwal (2016) Classification of LISS IV Imagery using
Decision Tree Methods. The International Archives of
the Photogrammetry, Remote Sensing and Spatial
Information Sciences, Volume XLI-B8, pg. 1061-1066.

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ACREAGE ESTIMATION OF TOMATO IN GHORAWAL BLOCK OF SONBHADRA DISTRICT USING REMOTE SENSING AND GIS TECHNOLOGY

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1041 ACREAGE ESTIMATION OF TOMATO IN GHORAWAL BLOCK OF SONBHADRA DISTRICT USING REMOTE SENSING AND GIS TECHNOLOGY Manish Kumar1, Shri. Narendra Kumar 2, Dr. Sudhakar Shukla3 1M.Tech Scholar, School of Geo-informatics, Remote Sensing Applications Centre, Uttar Pradesh, India 2Scientist-SE, Remote Sensing Applications Centre, Uttar Pradesh, India 3Scientist-SE and Head of School of Geo-informatics, Remote Sensing Applications Centre, Uttar Pradesh, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Tomato is an important crop in Uttar Pradesh. The crop is grown in around 12.10 Thousand hectares. The area under Tomato cultivation in Ghorawal block of Sonbhadra district is calculated using Remote sensing techniques which provide a methodology to map the area of tomato field with the help of Sentinel 2b satellite data and Geographical Information System database. ArcGIS 10.4 and Erdas Imagine software is used to calculate the acreage. Data of the month October, November and December, 2021 have been used. The total area calculated under tomato cultivation in Ghorawal block is 3637.7 acre. Key Words: Acreage, Sentinel, GIS, Remote Sensing, Classification, Tomato. 1. INTRODUCTION Tomato comes under the family of Solanaceae and its scientific name is Solanum lycopersium.Potato,tobacco,and peppers are some example that comes under this family. Andhra Pradesh is the leading produceroftomatoesinIndia. It is estimated that 852 thousand hectares of land are under tomato cultivation in India. In Uttar Pradesh total area estimated under tomato, cultivation is 12.10 thousand hectares. Tomato is one of the main horticulture crops in India. Tomato is one of the generally significant "Defensive food varieties" in view of its nutritive worth. The tomato crop is developed from nearly MSL to an elevation of 1500m in the tropical and sub-tropical region, with a yearly rainfall of 60- 150 cm. extremely high precipitation duringitsdevelopment is unsafe. Whenever it has become under hot atmospheric conditions, it is developed as an irrigated crop. In the colder time of year, crop is planted from August to September. The winter crop is great for natural cultivating of tomatoes. The best reasonable land for developing tomato is very much depleted sandy topsoil soil with high organic content, the soil with high acidity isn't reasonable for developingtomato. 1.1. Objective The principal objective of this study is-  Acreage Estimation of Tomato in Ghorawal Block. 2. STUDY AREA 2.1 Location and Area Sonbhadra or Sonebhadra is the second largest district by area of Uttar Pradesh after Lakhimpur Kheri. It is the only district in India that borders four states, namely Madhya Pradesh to the west, Chhattisgarh to the south, Jharkhand in the south-east, and Bihar to the north-east. The district has an area of 6,788 km. 2.2 Geography and Physical Features Sonbhadra District lies between 24.6850 N latitude and 83.0684’ E longitude. Fig -1: Study area of Sonbhadra district, Uttar Pradesh 3. DATA USED Table -1: Date wise Sentinel data used for the study DATA DATE TILE NUMBER Sentinel 2b 11 DEC,2021 T44RPN,T44QPN,T44QQ M,T44RQM Sentinel 2b 12 NOV,2021 T44RPN,T44QPN,T44QQ M,T44RQM Sentinel 20 T44RPN,T44QPN,T44QQ
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1042 2b OCT,2021 M,T44RQM 4. METHODOLOGY Fig -2: Methodology adopted for Acreage estimation Acreage estimation of tomato farming inGhorawal block has been calculated using several steps. First of all, I have downloaded the Sentinel 2b images of 11 December, 12 November, and 20 October (Rabi Season) with a cloud cover of less than 10%. False-color composite is generated using band -2 (Blue), band -3 (green), band 4 (red), and band 8 (Visible and near-infrared). After layer stacking, mosaicking of the generated false-color composite has been done. After this process subset has been done to generate the area of interest (Sonbhadra) using the boundary of the district. As I have to calculate the acreage estimation masking of non- agriculture land has been done. Unsupervised classification has been done with the help of ground truthdata tocalculate the area under tomato cultivation by assigning 150 classes during Un-supervised classification. Fig -3: Fcc map of Ghorwal block sonbhadra district, Uttar Pradesh Fig -4: Masked map of Ghorwal block sonbhadra district, Uttar Pradesh
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1043 5. RESULTS Tomato crop is identified on the basis of image interpretation by the help of ground truth data where green color show that area is under tomato cultivation. Thematic recoding has been performed to assign a same value for tomato crop. The ground truth data is used for accuracy assessment. Area Calculated Under Tomato Cultivation =3637.7 Acre. Fig -5: Classified map of Ghorwal block sonbhadra district, Uttar Pradesh Fig -6: Masked map of Ghorwal block sonbhadra district, Uttar Pradesh Fig -7: Ground Truth map for Ghorwal block sonbhadra district, Uttar Pradesh 6. CONCLUSION On the basis of ground truth data it is observed that tomato crop is mainly surrounded by field of paddy, chilli and red gram. Tomato crop is identified by the basic image interpretation. REFERENCES [1] R.S. DeFries, M.C. Hansen, J.R.G. Townshend, and R.S. Sohlberg, Global land cover classifications at 8 km spatial resolution: the use of training data derived from Land sat imagery in decision tree classifiers, International Journal of Remote Sensing, 19, 3141– 3168, 1998. [2] M.A. Friedl and C.E. Brodley, Decision tree classification of land cover from remotely sensed data, Remote Sensing of Environment, 61, 3, 399– 409, 1997. [3] R. Lawrence, A. Bunn, S. Powell, and M. Zambon, Classification of remotely sensed imagery using stochastic gradient boosting as a refinement of classification tree analysis, Remote Sensing of Environment, 90, 331–336, 2004. [4] R.S. DeFries and J.R.G. Townshend, NDVI-derived land cover classification at a global scale, International Journal of Remote Sensing, 15, 3567–3586, 1994.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 03 | Mar 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1044 [5] P. Jonsson and L. Eklundh, TIMESAT––A program for analyzing time series of satellite sensor data, Computer & Geosciences, 30, 833– 845, 2004. [6] L.G. Ferraira, and A.R. Huete, Assessing the seasonal dynamics of the Brazilian Cerrado vegetation through the use of spectral vegetation indices, International Journal of Remote Sensing, 2510, 1837–1860, 2004. [7] Al-Bakri JT, Taylor JC. (2003) Application of NOAA AVHRR for monitoring vegetation conditions and biomass in Jordan, J Arid Environ, vol. 54 (pg. 579-93). [8] Amit Kumar Verma, P.K Garg, K.S Hari Prasad, V.K Dadhwal (2016) Classification of LISS IV Imagery using Decision Tree Methods. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLI-B8, pg. 1061-1066.