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Speaker: Kuldeep
M.Sc. (Ag.) Horticulture
Department of Horticulture (Fruit and Fruit Technology)
Bihar Agricultural University
Sabour, Bhagalpur-813 210, Bihar 1
 Introduction
 Principles of Remote sensing
 Classification of remote sensing
 Stage in Remote sensing
 Element of Remote sensing
 Application of Remote sensing
 Research Findings
 Challenges of Remote sensing for Horticulture crops
 Conclusion
Outline
2
What is Remote Sensing ?
What is Electro-magnetic radiation ?
What is remote sensor ?
What is platform ?
Introduction
3
 Detection and discrimination of objects or surface features means
detecting and recording radiant energy reflected or emitted by
objects or surface.
 Different objects return different amount of energy in different
bands of the electromagnetic spectrum, incident upon it.
 Depend upon the property of material (physical, structural and
chemical), surface roughness, angle of incidence, intensity and
wavelength of radiant energy.
Principles of remote sensing
4
Moran et al., 1991
Classification of remote sensing
Based on platform:
 Ground borne
 Air borne
 Space-borne
5
• Based on energy source
Active remote sensing
Passive remote sensing
6
Based on region of electromagnetic spectrum
• Optical remote sensing
• Thermal remote sensing
• Microwave remote sensing
7
Stages in remote sensing
1-Energy source or illumination(A)
2-Radiation and Atmosphere(B)
3-Intreaction with target(C)
4-Recording of energy by the sensor(D)
5-Transmition,Reception and Processing(E)
6-Interpretation and Analysis(F)
7-Application(G)
8
ELEMENTS OF REMOTE SENSING
9
Remote sensing process as applied to disease monitoring processes.
The sun (A) Electromagnetic energy (B) To plants (C). A portion of the
electromagnetic energy is transmitted through the leaves. The sensor on the
satellite detects the reflected energy (D). The data is then transmitted to the
ground station (E). The data is analyzed (F) And displayed on field maps.
The remote sensing process
10
 Assessment of crop area
 Determination of Canopy measurement
Determination of fruit yield.
Quantification and scheduling of precise and optimum application of
fertilizer, irrigation and pesticides.
Identification of diseases and pest attacks.
Weather study for site specific crops management in fruit crops.
Identifying harvest dates.
Land suitability assessment for crops.
 Disaster management.
Applications of Remote Sensing in fruit crops
11
BIOSYSTEMS ENGINEERING 193(2020)115-125
The use of UAVs in monitoring yellow sigatoka in banana
Calou et al (2020)
1-Federal Institute of Education, Science and Technology of Ceara, Iguatu/Varzea Alegre Road, Km 05, Vila
Cajazeiras, 63508-010, Iguatu-CE, Brazil
2-Department of Agricultural Engineering, Federal University of Ceara, FortalezaeCE, 60451-970, Brazil
Case Study 1
Objective
To use high spatial resolution aerial images to monitor the extent of an attack
of yellow sigatoka in a banana crop, following the basic assumptions of
identification, classification, quantification and prediction of phenotypic
factors.
12
Study area
13
Flow chart for processing the images obtained with the UAV in the
banana plantation
Russas, Ceara, Brazil
14
Degree of severity of the attack of yellow sigatoka
15
Degree of severity of the attack of yellow sigatoka (Mycosphaerella musicola) in field
evaluations (mean values from 30 plants evaluated on each mission). Russas, Ceara,
Brazil.
16
Symptoms of an attack of yellow sigatoka in banana leaves. Aerial images obtained with the
Inspire 1 UAV, Russas, Ceara, Brazil. 17
Overall Accuracy and Kappa Index of the classifier algorithms and percentage values of
the “Abnormal Leaf” class in the results of each classifier algorithm. 18
19
Enlarged sections of the study area from the flight of September 2017. Russas, Ceara, Brazil.
MX e Maximum Likelihood; MH e Mahalanobis Distance; MD e Minimum Distance; NN e
Artificial Neural Networks; SVM e Support Vector Machine. 20
Scientia Horticulture 93 (2002) 105-123
Acreage and production estimation of mango orchard using Indian
Remote Sensing (IRS) Satellite data
Yadav et al (2001)
Indian Institute of Horticulture Research,Hesaraghatta lake post Banglore 560 089, India
Case Study 2
Objective
The objective of this experiment was initiated to estimate acreage and
production of mango orchard using Indian Remote Sensing (IRS) satellite
data. 21
SOI topo coverage of the study area (These are 1 *1 maps covering the
study area)
22
Yield and production estimates of Mango orchard using
IRS data
23
24
25
Area/sensor Orchard
type
RS
acreage(ha)
Reported
acreage(ha)
Remarks(RS-
DOH/RS)*100
Total enumeration
technique
Krishna district/IRS 1B
LISS II 1995
Mango 64510 60433 6.32
Krishna district/IRS 1C
LISS III 1996
Mango 69238.679 60433 12.71
Sample segment
approach
Krishna district/IRS 1B
LISS II 1995
Mango 62734.218 60433 3.80
Krishna district/IRS 1C
LISS III 1996
Mango 64805.996 60433 6.74
26
Case Study-3
Objective
Momona Ethiopian Journal of science
Land Suitability Characterization for Crop and Fruit Production in
Midlands of Tigray, Ethiopia
T.kassa & H.Mulu (2012)
1-Department of Land Resource Management and Environmental Protection,
Mekelle University, P.O. Box: 231, Mekelle (*kassateka@yahoo.com)
2- Wukro St.Mary’s Integrated Rural Development Project, P.O.Box: 12, Wukro
The aim of this evaluation was to find out which parcels of land
may best support the different crops and fruits commonly grown by
the local farmer and recommend these results to the local
stakeholder for an increased yield. 27
Study area
28
Land unit map of the study area
29
Soil type study area
30
suitability of soils for agricultural use
1
Soil chemical characteristics of the Korir Water shed
32
Land suitability index
33
Land suitability for the common crops & fruit grown in the study area
34
Case study-4
Acta Horticulture 1211
Evaluation of specific location of litchi orchards using remote sensing and
GIS techniques: a case study of Muzaffarpur district of Bihar, India
Sinha, S., Singh, R.R., Vimal, B.K. and Siddiqui, Md.W. (2016).
1-Department of Horticulture (Fruit and Fruit Technology), BAC, Sabour-813210, Bhagalpur, India
2-Department of Soil Science and Agricultural Chemistry, BAC, Sabour-813210, Bhagalpur, India
3-Department of Food Science and Postharvest Technology, BAC, Sabour-813210, Bhagalpur, India
The main aim of this research paper is to provide information for litchi grown area using
Remote Sensing-geographic information system (RS-GIS) based techniques in which satellite
image of Indian remote sensing-linear imaging self-scanning (IRS- LISS-III) and normalized
difference vegetation index (NDVI) were used under GIS domain for the analysis of suitable
area and soils
Objective
35
36
37
38
39
Small size of land holdings
Lack of success stories or cost-benefits studied
Knowledge and technological gap
Heterogeneity of cropping system in India
Lack of local technical expertise
High initial investment
Challenges of Remote sensing for Horticulture crops in India
40
• Remote sensing technology has developed from balloon photography to
aerial photography & then advanced to multi-spectral satellite imaging.
• Radiation interaction characteristics of earth and atmosphere in different
regions of electromagnetic spectrum are very useful for identifying and
characterizing earth and atmospheric features.
• For measurements of the Earth's surface and depending on the wavelength
region examined, these properties can include factors such as roughness,
mineralogy, temperature, particle size, and elemental abundance.
• Remote sensing has become a widely accepted research tool for crop
husbandry of almost all the crops grown in the world.
CONCLUSION
Future prospects of remote sensing
Till date it is applicable in few perennial
crops. Hence, work should be done in all
horticultural crops in near future.
Precise application of inputs in all the
horticultural crops must be standardize
through remote sensing technology.
1
43

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Remote sensing in fruit crops.

  • 1. Speaker: Kuldeep M.Sc. (Ag.) Horticulture Department of Horticulture (Fruit and Fruit Technology) Bihar Agricultural University Sabour, Bhagalpur-813 210, Bihar 1
  • 2.  Introduction  Principles of Remote sensing  Classification of remote sensing  Stage in Remote sensing  Element of Remote sensing  Application of Remote sensing  Research Findings  Challenges of Remote sensing for Horticulture crops  Conclusion Outline 2
  • 3. What is Remote Sensing ? What is Electro-magnetic radiation ? What is remote sensor ? What is platform ? Introduction 3
  • 4.  Detection and discrimination of objects or surface features means detecting and recording radiant energy reflected or emitted by objects or surface.  Different objects return different amount of energy in different bands of the electromagnetic spectrum, incident upon it.  Depend upon the property of material (physical, structural and chemical), surface roughness, angle of incidence, intensity and wavelength of radiant energy. Principles of remote sensing 4
  • 5. Moran et al., 1991 Classification of remote sensing Based on platform:  Ground borne  Air borne  Space-borne 5
  • 6. • Based on energy source Active remote sensing Passive remote sensing 6
  • 7. Based on region of electromagnetic spectrum • Optical remote sensing • Thermal remote sensing • Microwave remote sensing 7
  • 8. Stages in remote sensing 1-Energy source or illumination(A) 2-Radiation and Atmosphere(B) 3-Intreaction with target(C) 4-Recording of energy by the sensor(D) 5-Transmition,Reception and Processing(E) 6-Interpretation and Analysis(F) 7-Application(G) 8
  • 9. ELEMENTS OF REMOTE SENSING 9
  • 10. Remote sensing process as applied to disease monitoring processes. The sun (A) Electromagnetic energy (B) To plants (C). A portion of the electromagnetic energy is transmitted through the leaves. The sensor on the satellite detects the reflected energy (D). The data is then transmitted to the ground station (E). The data is analyzed (F) And displayed on field maps. The remote sensing process 10
  • 11.  Assessment of crop area  Determination of Canopy measurement Determination of fruit yield. Quantification and scheduling of precise and optimum application of fertilizer, irrigation and pesticides. Identification of diseases and pest attacks. Weather study for site specific crops management in fruit crops. Identifying harvest dates. Land suitability assessment for crops.  Disaster management. Applications of Remote Sensing in fruit crops 11
  • 12. BIOSYSTEMS ENGINEERING 193(2020)115-125 The use of UAVs in monitoring yellow sigatoka in banana Calou et al (2020) 1-Federal Institute of Education, Science and Technology of Ceara, Iguatu/Varzea Alegre Road, Km 05, Vila Cajazeiras, 63508-010, Iguatu-CE, Brazil 2-Department of Agricultural Engineering, Federal University of Ceara, FortalezaeCE, 60451-970, Brazil Case Study 1 Objective To use high spatial resolution aerial images to monitor the extent of an attack of yellow sigatoka in a banana crop, following the basic assumptions of identification, classification, quantification and prediction of phenotypic factors. 12
  • 14. Flow chart for processing the images obtained with the UAV in the banana plantation Russas, Ceara, Brazil 14
  • 15. Degree of severity of the attack of yellow sigatoka 15
  • 16. Degree of severity of the attack of yellow sigatoka (Mycosphaerella musicola) in field evaluations (mean values from 30 plants evaluated on each mission). Russas, Ceara, Brazil. 16
  • 17. Symptoms of an attack of yellow sigatoka in banana leaves. Aerial images obtained with the Inspire 1 UAV, Russas, Ceara, Brazil. 17
  • 18. Overall Accuracy and Kappa Index of the classifier algorithms and percentage values of the “Abnormal Leaf” class in the results of each classifier algorithm. 18
  • 19. 19
  • 20. Enlarged sections of the study area from the flight of September 2017. Russas, Ceara, Brazil. MX e Maximum Likelihood; MH e Mahalanobis Distance; MD e Minimum Distance; NN e Artificial Neural Networks; SVM e Support Vector Machine. 20
  • 21. Scientia Horticulture 93 (2002) 105-123 Acreage and production estimation of mango orchard using Indian Remote Sensing (IRS) Satellite data Yadav et al (2001) Indian Institute of Horticulture Research,Hesaraghatta lake post Banglore 560 089, India Case Study 2 Objective The objective of this experiment was initiated to estimate acreage and production of mango orchard using Indian Remote Sensing (IRS) satellite data. 21
  • 22. SOI topo coverage of the study area (These are 1 *1 maps covering the study area) 22
  • 23. Yield and production estimates of Mango orchard using IRS data 23
  • 24. 24
  • 25. 25
  • 26. Area/sensor Orchard type RS acreage(ha) Reported acreage(ha) Remarks(RS- DOH/RS)*100 Total enumeration technique Krishna district/IRS 1B LISS II 1995 Mango 64510 60433 6.32 Krishna district/IRS 1C LISS III 1996 Mango 69238.679 60433 12.71 Sample segment approach Krishna district/IRS 1B LISS II 1995 Mango 62734.218 60433 3.80 Krishna district/IRS 1C LISS III 1996 Mango 64805.996 60433 6.74 26
  • 27. Case Study-3 Objective Momona Ethiopian Journal of science Land Suitability Characterization for Crop and Fruit Production in Midlands of Tigray, Ethiopia T.kassa & H.Mulu (2012) 1-Department of Land Resource Management and Environmental Protection, Mekelle University, P.O. Box: 231, Mekelle (*kassateka@yahoo.com) 2- Wukro St.Mary’s Integrated Rural Development Project, P.O.Box: 12, Wukro The aim of this evaluation was to find out which parcels of land may best support the different crops and fruits commonly grown by the local farmer and recommend these results to the local stakeholder for an increased yield. 27
  • 29. Land unit map of the study area 29
  • 30. Soil type study area 30
  • 31. suitability of soils for agricultural use 1
  • 32. Soil chemical characteristics of the Korir Water shed 32
  • 34. Land suitability for the common crops & fruit grown in the study area 34
  • 35. Case study-4 Acta Horticulture 1211 Evaluation of specific location of litchi orchards using remote sensing and GIS techniques: a case study of Muzaffarpur district of Bihar, India Sinha, S., Singh, R.R., Vimal, B.K. and Siddiqui, Md.W. (2016). 1-Department of Horticulture (Fruit and Fruit Technology), BAC, Sabour-813210, Bhagalpur, India 2-Department of Soil Science and Agricultural Chemistry, BAC, Sabour-813210, Bhagalpur, India 3-Department of Food Science and Postharvest Technology, BAC, Sabour-813210, Bhagalpur, India The main aim of this research paper is to provide information for litchi grown area using Remote Sensing-geographic information system (RS-GIS) based techniques in which satellite image of Indian remote sensing-linear imaging self-scanning (IRS- LISS-III) and normalized difference vegetation index (NDVI) were used under GIS domain for the analysis of suitable area and soils Objective 35
  • 36. 36
  • 37. 37
  • 38. 38
  • 39. 39
  • 40. Small size of land holdings Lack of success stories or cost-benefits studied Knowledge and technological gap Heterogeneity of cropping system in India Lack of local technical expertise High initial investment Challenges of Remote sensing for Horticulture crops in India 40
  • 41. • Remote sensing technology has developed from balloon photography to aerial photography & then advanced to multi-spectral satellite imaging. • Radiation interaction characteristics of earth and atmosphere in different regions of electromagnetic spectrum are very useful for identifying and characterizing earth and atmospheric features. • For measurements of the Earth's surface and depending on the wavelength region examined, these properties can include factors such as roughness, mineralogy, temperature, particle size, and elemental abundance. • Remote sensing has become a widely accepted research tool for crop husbandry of almost all the crops grown in the world. CONCLUSION
  • 42. Future prospects of remote sensing Till date it is applicable in few perennial crops. Hence, work should be done in all horticultural crops in near future. Precise application of inputs in all the horticultural crops must be standardize through remote sensing technology. 1
  • 43. 43

Editor's Notes

  1. the large volume of data from the images obtained with the UAV used in the present study was of great importance for the high levels of accuracy of the algorithms in identifying and classifying leaf spot in the banana.
  2. PCA image indicated the clear cut demarcation of green patches from surrounding in which litchi orchards are located.