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Awareness on Impact of Climate
Change in Agriculture, A
Comparative Study of
Chidambaram Agricultural Area by
Using Educational Global Climate
Model Software & Weather
Research and Forecasting Model
Atun RoyChoudhury
M.E. Scholar (Env Engg) & ResearchAsst
Annamalai University (Ramky)
Over view
Introduction
Study Area
Basic Study
Advanced Study
Elaborative Description of the Instruments
Working module
Modeling & Prediction
Results & Discussion
Conclusion & Mitigation
Future Research
2 12/17/2018 Department of Civil Engg, AU
Brief Overview
3 12/17/2018 Department of Civil Engg, AU
Introduction
4 12/17/2018 Department of Civil Engg, AU
Climate Change Cycle
5 12/17/2018 Department of Civil Engg, AU
Share of GHG by Different Sectors
6 12/17/2018 Department of Civil Engg, AU
Share of GHG from Agricultural Sector
7 12/17/2018 Department of Civil Engg, AU
Study Area
Chidambaram, a semiarid region is subjected to high climate variability and
sensitivity.
The town nearly lies at 11.3982° N, 79.6954° E latitude and longitude, with a
geographical area of 4.8 km2.
In Chidambaram 1376 people comprising 5 per cent were involved in agricultural
sector activities.
In spite of the environmental confrontation primary agricultural sector consists of
local and regional marketing, with paddy being the primary traded product,
accompanied by cereals, black gram, pulses and sugarcane.
8 12/17/2018 Department of Civil Engg, AU
Preliminary Study
The study area has been explored at local scale, by means of interviewing
several farmers.
A sophisticated weather station established by Annamalai University was
utilized to explore the weather phenomenon at micro scale.
Abundant elementary instruments were utilized to gather interpretable
meteorological data namely,
• “Rain Gauge”
• “SoilThermometer”
• “Sunshine Recorder”
• “WindVane”
• “Anemometer”
9 12/17/2018 Department of Civil Engg, AU
AU Weather Station and Instruments
10 12/17/2018 Department of Civil Engg, AU
Advanced Study
In order of broad scale understanding, advanced meteorological Meta data
have been collected from the National atmospheric research lab, Tirupati for
the period of 3 months (i.e. October to December 2016), which relates the
study to the national scale.
The data has been interpreted using High Performance Computing (HPC
7000). The features are listed below.
11 12/17/2018 Department of Civil Engg, AU
Sl No. Feature Value
1 Core 408
2 RAM 2448 GB
3 Data Exchange Rate 40 GB/S
4 Storage 21.024 TB
5 Computing Power 10 TF
6 Avg. Efficiency 89.43%
Datelining of Instruments
Surface Flux Tower (10m)
12 12/17/2018 Department of Civil Engg, AU
Relative
Humidity
& Temp.
Sensor Thermoc
ouple
Anemo
meter
Continuation
Lightening Detector (Visala Alarm)
13 12/17/2018 Department of Civil Engg, AU
Optical Sensor
Magnetic Sensor
Electrical Field
Sensor
Continuation
Microwave Radio meter
14 12/17/2018 Department of Civil Engg, AU
Microwave
sensorDevice
Rainfall
IndicatorDevice
Miscellaneous instruments
Electric Field Mills
• Thunder storm studies
Net Radio Meter
• Measure incoming and
outgoing radiation
15 12/17/2018 Department of Civil Engg, AU
The Overview of Incorporated Instruments
16 12/17/2018 Department of Civil Engg, AU
Working Module
17 12/17/2018 Department of Civil Engg, AU
EdGCM Modelling
EdGCM is an incorporated software module, which efficiently performs the
process such as-
• monitoring
• analyzing
• prediction
It’s a complete climate change prediction platform, based on the real time data
availability .
18 12/17/2018 Department of Civil Engg, AU
WRF Model
The system is compatible with a high performance super
computer in Linux operating system.
The data source of WRF model is of 2 types namely,
• Static Data
• Grib Data
19 12/17/2018 Department of Civil Engg, AU
CYP Simulation Model
CYP stands for “Crop Yield Predictor”.
It’s a multi disciplinary restricted-access approach software toolkit which
predicts the yield of crop for next climate year, based on the micro scale
phenomenon.
Input data needs to be very precise in order to get an accurate real-time
values.
Feed data:
• Location and Rainfall
• Soil information
• Irrigation efficiency
• Crop selection & irrigation schedule
• Runoff & Soil water
• Climate review input
20 12/17/2018 Department of Civil Engg, AU
Analysis Report
A complex study was performed by HPC supercomputers through
Weather research and forecast model which yields the following
outputs-
• Surface temperature
• Rainfall data
• Meteograms
• Tephigrams
• Mixing rate of CO
• Relative Humidity & PM10 analysis
• Sea level Pressure
• Wind speed
21 12/17/2018 Department of Civil Engg, AU
Surface temperature & Rainfall data
22 12/17/2018 Department of Civil Engg, AU
Meteograms for Puducherry
23 12/17/2018 Department of Civil Engg, AU
Tephigrams for Puducherry
24 12/17/2018 Department of Civil Engg, AU
Mixing rate of CO, RH & PM10 analysis
25 12/17/2018 Department of Civil Engg, AU
Relative humidity, Sea level Pressure, Wind speed
26 12/17/2018 Department of Civil Engg, AU
Change in various meteorological parameters with
respect to height
27 12/17/2018 Department of Civil Engg, AU
Temperature Variation Pattern over Time
28 12/17/2018 Department of Civil Engg, AU
Change in Precipitation Pattern
29 12/17/2018 Department of Civil Engg, AU
Change in Wind Velocity with Respect to Time
30 12/17/2018 Department of Civil Engg, AU
CO2 emissions during 2015- 2016 concerning
with various other parameters
31 12/17/2018 Department of Civil Engg, AU
Global Warming During 2015-2016
32 12/17/2018 Department of Civil Engg, AU
Prediction of Wheat Production with CYP Model
33 12/17/2018 Department of Civil Engg, AU
Prediction of Evaporation losses
34 12/17/2018 Department of Civil Engg, AU
Prediction of Surface Run-off
35 12/17/2018 Department of Civil Engg, AU
Impact on Crop Production
Tamil Nadu posses 22% of its annual gross income from the basic agricultural
and associated activities.
A susceptible rise of 15.28% during 2006-’07, faced a subsequent loss of
4.46% in 2007-‘08 due to the ill effects of natural calamities.
The total crop of Annamalai Agricultural sector is approximately 258
hectares.
It’s irrigated and managed by “sewage farming” technique, by means of
partially treated wastewater collected from several residential buildings
under university premises.
The above analysis predicts that the Rainfed crops are the worst sufferer due
to climate change susceptibility.
Based on the precipitation pattern the analysis also indicates that the Tamil
Nadu and Southern Peninsula is going to be the worst case scenario
compares to northern parts of India.
36 12/17/2018 Department of Civil Engg, AU
Categorization of Impacts
37 12/17/2018 Department of Civil Engg, AU
Schematic Generalized Impact Representation
38 12/17/2018 Department of Civil Engg, AU
Global Scenario of Crop Yield Variability
39 12/17/2018 Department of Civil Engg, AU
Change in Crop Yield in Last One Decade
40 12/17/2018 Department of Civil Engg, AU
Change in Crop Yield in Last Decade
41 12/17/2018 Department of Civil Engg, AU
Crop varieties 2005-2006 (kg/ha) 2015-2016 (kg/ha) Ultimate change
(%)
Paddy 2887 2792 -3.3
Maize 1047 1334 +27.4
Wheat 1483 1461 -1.49
Ragi 432 518 +19.9
Pulse 268 261 -2.7
Mitigation Measures
42 12/17/2018 Department of Civil Engg, AU
Climate Smart Agriculture
43 12/17/2018 Department of Civil Engg, AU
Adaptation Measures
44 12/17/2018 Department of Civil Engg, AU
Stage of the Project
Pilot Scale Mitigation Measure implementation ongoing.
45 12/17/2018 Department of Civil Engg, AU
Acknowledgements
I sincerely thank NARL for financially supporting the project.
I would like to convey my sincere gratitude to Pondicherry Engineering
College for giving me an opportunity to present my research in front of the
jury.
I’m also grateful to Dr. Kathiresan, Former Dean, Director & Syndicate
Member, Centre of Advanced Study in Marine Biology, Annamalai University
for sharing his pearls of wisdom with us during the course of this research.
46 12/17/2018 Department of Civil Engg, AU
Conclusion
The calibrated model predicts that the subsequent temperature rise of about
2.00C will result in major declination of mass production.
The experimental values indicate that predominant pessimistic change takes
place in the case of paddy, wheat & pulse.
Above study reveals a potential temperature rise of 5.6oF within 2060 &
uncertainty in precipitation is over various climatic zones.
Making possible of interlinking rivers from the northern to the southern
India region to solve the problems of drought.
A practical remedial strategy of raising mangrove forest is suggested to offer
protection against natural calamities.
47 12/17/2018 Department of Civil Engg, AU
Incorporation of
Crop Data
Weather
Prediction
and
Modelling
Comparative
Analysis
Mitigation
measures
InitialWeather Data
Collection
(AU Campus)
48 12/17/2018 Department of Civil Engg, AU
Publications
Atun et al. (2016) Awareness on Impact of Climate Change in
Agriculture, A Study of Chidambaram Agricultural Area by Using
Educational Global Climate Model Software. IJSR, 5(11), 689-693.
Atun et al. (2017) Awareness on Impact of Climate Change in
Agriculture, A Comparative Study of Chidambaram Agricultural Area by
Using Educational Global Climate Model Software & Weather Research
and Forecasting Model. IRJES, 6(4), 24-36.
Atun et al. (2017) Mangrove based sequestration system renovates
with algal remediation. Journal of Civil Engineering, KSCE, Springer
(Accepted).
49 12/17/2018 Department of Civil Engg, AU
Future Research
In order to improve the understanding of all the
meteorological parameters effect on crop yield, individual
parameters will be monitored and analyzed.
Water and nutrition management also could be undertaken
into study, for better understanding of the growth pattern of
crops.
Influence of pests and bugs also will be taken into account.
50 12/17/2018 Department of Civil Engg, AU
References
• Ashalatha K.V., Gopinath M., and Bhat A. R. S. (2013). Impact of Climate Change on Rainfed Agriculture in India: A Case Study
of Dharwad. International Journal of Environmental Science and Development, 3(4), 368-371.
• Climate change effect on crop production (2016 November 04). Retrieved from
http://www.slideshare.net/AtunRoyChoudhury/effect-of-climate-change-on-crop-production
• Upadhyaya S.D. and Agrawal K.K. (2014). Rainfed agriculture in Central India: strategies for combating climate change.
JNKVV, 48 (1), 1-13.
• Contemporary global climate change (2016 January 21). Retrieved from http://www.insightsonindia.com/2015/01/21/1
• Casarejos F., Rocha M.N.F.J.E., Silva W.R.D. and Barreto Jr. J.T. (2016). Corporate Sustainability Strategies: A Case Study in
Brazil Focused on High Consumers of Electricity. Multidisciplinary Digital Publishing Institute open access journals
(Sustainability), 1-20.
• Phan R.S., Weber F. and Santamouris M. (2015). The Mitigative Potential of Urban Environments and Their Microclimates.
Multidisciplinary Digital Publishing Institute open access journals (Buildings), 5, 783-801.
• Raymond C.L., Peterson D.L. and Rochefort R.M. (2013). The North Cascadia Adaptation Partnership: A Science-Management
Collaboration for Responding to Climate Change. Multidisciplinary Digital Publishing Institute open access journals
(Sustainability), 5, 136-159.
• Tamilnadu climate change action plan (2013 October). Retrieved from docslide.us/documents/tamil-nadu-climate-change-
action-plan.html
• Quick start guide (2016 November 04). Retrieved from http://edgcm.columbia.edu
• Tamilnadu state action plan on climate change, Agriculture and allied sector (2013 October). Retrieved from
www.environment.tn.nic.in/doc/pdf/Chapter 5.pdf
• Weather forecast (2016 November 01). Retrieved from
http://forecast.narl.gov.in/weather/pdf/new/20161101/meteograms.html
• Salifu A.N. (2012). Analysis of Information Needs of Agricultural Extension Agents in Rural Ghana. GIMPA Journal of
Leadership, Management, and Administration, 1-24.
• M.C.M Silva, “Public Space and Flood Management,” journal of university of Barcelona, pp. 0-51.
51 12/17/2018 Department of Civil Engg, AU
Special Thanks to Dr. Amit P. Kesarkar, Scientist, NARL,
Head-WRG
52 12/17/2018 Department of Civil Engg, AU
53 12/17/2018 Add a footer

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Impact of climate change on agriculture and possible mitigation

  • 1. Awareness on Impact of Climate Change in Agriculture, A Comparative Study of Chidambaram Agricultural Area by Using Educational Global Climate Model Software & Weather Research and Forecasting Model Atun RoyChoudhury M.E. Scholar (Env Engg) & ResearchAsst Annamalai University (Ramky)
  • 2. Over view Introduction Study Area Basic Study Advanced Study Elaborative Description of the Instruments Working module Modeling & Prediction Results & Discussion Conclusion & Mitigation Future Research 2 12/17/2018 Department of Civil Engg, AU
  • 3. Brief Overview 3 12/17/2018 Department of Civil Engg, AU
  • 5. Climate Change Cycle 5 12/17/2018 Department of Civil Engg, AU
  • 6. Share of GHG by Different Sectors 6 12/17/2018 Department of Civil Engg, AU
  • 7. Share of GHG from Agricultural Sector 7 12/17/2018 Department of Civil Engg, AU
  • 8. Study Area Chidambaram, a semiarid region is subjected to high climate variability and sensitivity. The town nearly lies at 11.3982° N, 79.6954° E latitude and longitude, with a geographical area of 4.8 km2. In Chidambaram 1376 people comprising 5 per cent were involved in agricultural sector activities. In spite of the environmental confrontation primary agricultural sector consists of local and regional marketing, with paddy being the primary traded product, accompanied by cereals, black gram, pulses and sugarcane. 8 12/17/2018 Department of Civil Engg, AU
  • 9. Preliminary Study The study area has been explored at local scale, by means of interviewing several farmers. A sophisticated weather station established by Annamalai University was utilized to explore the weather phenomenon at micro scale. Abundant elementary instruments were utilized to gather interpretable meteorological data namely, • “Rain Gauge” • “SoilThermometer” • “Sunshine Recorder” • “WindVane” • “Anemometer” 9 12/17/2018 Department of Civil Engg, AU
  • 10. AU Weather Station and Instruments 10 12/17/2018 Department of Civil Engg, AU
  • 11. Advanced Study In order of broad scale understanding, advanced meteorological Meta data have been collected from the National atmospheric research lab, Tirupati for the period of 3 months (i.e. October to December 2016), which relates the study to the national scale. The data has been interpreted using High Performance Computing (HPC 7000). The features are listed below. 11 12/17/2018 Department of Civil Engg, AU Sl No. Feature Value 1 Core 408 2 RAM 2448 GB 3 Data Exchange Rate 40 GB/S 4 Storage 21.024 TB 5 Computing Power 10 TF 6 Avg. Efficiency 89.43%
  • 12. Datelining of Instruments Surface Flux Tower (10m) 12 12/17/2018 Department of Civil Engg, AU Relative Humidity & Temp. Sensor Thermoc ouple Anemo meter
  • 13. Continuation Lightening Detector (Visala Alarm) 13 12/17/2018 Department of Civil Engg, AU Optical Sensor Magnetic Sensor Electrical Field Sensor
  • 14. Continuation Microwave Radio meter 14 12/17/2018 Department of Civil Engg, AU Microwave sensorDevice Rainfall IndicatorDevice
  • 15. Miscellaneous instruments Electric Field Mills • Thunder storm studies Net Radio Meter • Measure incoming and outgoing radiation 15 12/17/2018 Department of Civil Engg, AU
  • 16. The Overview of Incorporated Instruments 16 12/17/2018 Department of Civil Engg, AU
  • 17. Working Module 17 12/17/2018 Department of Civil Engg, AU
  • 18. EdGCM Modelling EdGCM is an incorporated software module, which efficiently performs the process such as- • monitoring • analyzing • prediction It’s a complete climate change prediction platform, based on the real time data availability . 18 12/17/2018 Department of Civil Engg, AU
  • 19. WRF Model The system is compatible with a high performance super computer in Linux operating system. The data source of WRF model is of 2 types namely, • Static Data • Grib Data 19 12/17/2018 Department of Civil Engg, AU
  • 20. CYP Simulation Model CYP stands for “Crop Yield Predictor”. It’s a multi disciplinary restricted-access approach software toolkit which predicts the yield of crop for next climate year, based on the micro scale phenomenon. Input data needs to be very precise in order to get an accurate real-time values. Feed data: • Location and Rainfall • Soil information • Irrigation efficiency • Crop selection & irrigation schedule • Runoff & Soil water • Climate review input 20 12/17/2018 Department of Civil Engg, AU
  • 21. Analysis Report A complex study was performed by HPC supercomputers through Weather research and forecast model which yields the following outputs- • Surface temperature • Rainfall data • Meteograms • Tephigrams • Mixing rate of CO • Relative Humidity & PM10 analysis • Sea level Pressure • Wind speed 21 12/17/2018 Department of Civil Engg, AU
  • 22. Surface temperature & Rainfall data 22 12/17/2018 Department of Civil Engg, AU
  • 23. Meteograms for Puducherry 23 12/17/2018 Department of Civil Engg, AU
  • 24. Tephigrams for Puducherry 24 12/17/2018 Department of Civil Engg, AU
  • 25. Mixing rate of CO, RH & PM10 analysis 25 12/17/2018 Department of Civil Engg, AU
  • 26. Relative humidity, Sea level Pressure, Wind speed 26 12/17/2018 Department of Civil Engg, AU
  • 27. Change in various meteorological parameters with respect to height 27 12/17/2018 Department of Civil Engg, AU
  • 28. Temperature Variation Pattern over Time 28 12/17/2018 Department of Civil Engg, AU
  • 29. Change in Precipitation Pattern 29 12/17/2018 Department of Civil Engg, AU
  • 30. Change in Wind Velocity with Respect to Time 30 12/17/2018 Department of Civil Engg, AU
  • 31. CO2 emissions during 2015- 2016 concerning with various other parameters 31 12/17/2018 Department of Civil Engg, AU
  • 32. Global Warming During 2015-2016 32 12/17/2018 Department of Civil Engg, AU
  • 33. Prediction of Wheat Production with CYP Model 33 12/17/2018 Department of Civil Engg, AU
  • 34. Prediction of Evaporation losses 34 12/17/2018 Department of Civil Engg, AU
  • 35. Prediction of Surface Run-off 35 12/17/2018 Department of Civil Engg, AU
  • 36. Impact on Crop Production Tamil Nadu posses 22% of its annual gross income from the basic agricultural and associated activities. A susceptible rise of 15.28% during 2006-’07, faced a subsequent loss of 4.46% in 2007-‘08 due to the ill effects of natural calamities. The total crop of Annamalai Agricultural sector is approximately 258 hectares. It’s irrigated and managed by “sewage farming” technique, by means of partially treated wastewater collected from several residential buildings under university premises. The above analysis predicts that the Rainfed crops are the worst sufferer due to climate change susceptibility. Based on the precipitation pattern the analysis also indicates that the Tamil Nadu and Southern Peninsula is going to be the worst case scenario compares to northern parts of India. 36 12/17/2018 Department of Civil Engg, AU
  • 37. Categorization of Impacts 37 12/17/2018 Department of Civil Engg, AU
  • 38. Schematic Generalized Impact Representation 38 12/17/2018 Department of Civil Engg, AU
  • 39. Global Scenario of Crop Yield Variability 39 12/17/2018 Department of Civil Engg, AU
  • 40. Change in Crop Yield in Last One Decade 40 12/17/2018 Department of Civil Engg, AU
  • 41. Change in Crop Yield in Last Decade 41 12/17/2018 Department of Civil Engg, AU Crop varieties 2005-2006 (kg/ha) 2015-2016 (kg/ha) Ultimate change (%) Paddy 2887 2792 -3.3 Maize 1047 1334 +27.4 Wheat 1483 1461 -1.49 Ragi 432 518 +19.9 Pulse 268 261 -2.7
  • 42. Mitigation Measures 42 12/17/2018 Department of Civil Engg, AU
  • 43. Climate Smart Agriculture 43 12/17/2018 Department of Civil Engg, AU
  • 44. Adaptation Measures 44 12/17/2018 Department of Civil Engg, AU
  • 45. Stage of the Project Pilot Scale Mitigation Measure implementation ongoing. 45 12/17/2018 Department of Civil Engg, AU
  • 46. Acknowledgements I sincerely thank NARL for financially supporting the project. I would like to convey my sincere gratitude to Pondicherry Engineering College for giving me an opportunity to present my research in front of the jury. I’m also grateful to Dr. Kathiresan, Former Dean, Director & Syndicate Member, Centre of Advanced Study in Marine Biology, Annamalai University for sharing his pearls of wisdom with us during the course of this research. 46 12/17/2018 Department of Civil Engg, AU
  • 47. Conclusion The calibrated model predicts that the subsequent temperature rise of about 2.00C will result in major declination of mass production. The experimental values indicate that predominant pessimistic change takes place in the case of paddy, wheat & pulse. Above study reveals a potential temperature rise of 5.6oF within 2060 & uncertainty in precipitation is over various climatic zones. Making possible of interlinking rivers from the northern to the southern India region to solve the problems of drought. A practical remedial strategy of raising mangrove forest is suggested to offer protection against natural calamities. 47 12/17/2018 Department of Civil Engg, AU
  • 49. Publications Atun et al. (2016) Awareness on Impact of Climate Change in Agriculture, A Study of Chidambaram Agricultural Area by Using Educational Global Climate Model Software. IJSR, 5(11), 689-693. Atun et al. (2017) Awareness on Impact of Climate Change in Agriculture, A Comparative Study of Chidambaram Agricultural Area by Using Educational Global Climate Model Software & Weather Research and Forecasting Model. IRJES, 6(4), 24-36. Atun et al. (2017) Mangrove based sequestration system renovates with algal remediation. Journal of Civil Engineering, KSCE, Springer (Accepted). 49 12/17/2018 Department of Civil Engg, AU
  • 50. Future Research In order to improve the understanding of all the meteorological parameters effect on crop yield, individual parameters will be monitored and analyzed. Water and nutrition management also could be undertaken into study, for better understanding of the growth pattern of crops. Influence of pests and bugs also will be taken into account. 50 12/17/2018 Department of Civil Engg, AU
  • 51. References • Ashalatha K.V., Gopinath M., and Bhat A. R. S. (2013). Impact of Climate Change on Rainfed Agriculture in India: A Case Study of Dharwad. International Journal of Environmental Science and Development, 3(4), 368-371. • Climate change effect on crop production (2016 November 04). Retrieved from http://www.slideshare.net/AtunRoyChoudhury/effect-of-climate-change-on-crop-production • Upadhyaya S.D. and Agrawal K.K. (2014). Rainfed agriculture in Central India: strategies for combating climate change. JNKVV, 48 (1), 1-13. • Contemporary global climate change (2016 January 21). Retrieved from http://www.insightsonindia.com/2015/01/21/1 • Casarejos F., Rocha M.N.F.J.E., Silva W.R.D. and Barreto Jr. J.T. (2016). Corporate Sustainability Strategies: A Case Study in Brazil Focused on High Consumers of Electricity. Multidisciplinary Digital Publishing Institute open access journals (Sustainability), 1-20. • Phan R.S., Weber F. and Santamouris M. (2015). The Mitigative Potential of Urban Environments and Their Microclimates. Multidisciplinary Digital Publishing Institute open access journals (Buildings), 5, 783-801. • Raymond C.L., Peterson D.L. and Rochefort R.M. (2013). The North Cascadia Adaptation Partnership: A Science-Management Collaboration for Responding to Climate Change. Multidisciplinary Digital Publishing Institute open access journals (Sustainability), 5, 136-159. • Tamilnadu climate change action plan (2013 October). Retrieved from docslide.us/documents/tamil-nadu-climate-change- action-plan.html • Quick start guide (2016 November 04). Retrieved from http://edgcm.columbia.edu • Tamilnadu state action plan on climate change, Agriculture and allied sector (2013 October). Retrieved from www.environment.tn.nic.in/doc/pdf/Chapter 5.pdf • Weather forecast (2016 November 01). Retrieved from http://forecast.narl.gov.in/weather/pdf/new/20161101/meteograms.html • Salifu A.N. (2012). Analysis of Information Needs of Agricultural Extension Agents in Rural Ghana. GIMPA Journal of Leadership, Management, and Administration, 1-24. • M.C.M Silva, “Public Space and Flood Management,” journal of university of Barcelona, pp. 0-51. 51 12/17/2018 Department of Civil Engg, AU
  • 52. Special Thanks to Dr. Amit P. Kesarkar, Scientist, NARL, Head-WRG 52 12/17/2018 Department of Civil Engg, AU
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