SlideShare a Scribd company logo
WETLAND LANDSCAPE SPATIO-TEMPORAL
DEGRADATION DYNAMICS USING THE NEW GOOGLE
EARTH ENGINE CLOUD-BASED PLATFORM:
OPPORTUNITIES FOR NON-SPECIALISTS IN REMOTE
SENSING
Alec Popichak
25 April 2018
Background
 Importance of wetlands
 Carbon sequestration
 Biodiversity
 Important to map but difficult
 Google Earth Engine (GEE) becoming open for scientific use
Objectives
 Use GEE for wetland studies
 Demonstrate the capabilities of GEE
 Create a time series
 Create normalized difference vegetation index (NDVI)
 Based on vegetation absorbing red electromagnetic radiation
Materials and Methods
 Used Tempisque Watershed in Costa Rica
 Known for its biodiversity
 Runs through Palo Verde National Park (PVNP)
 Vegetative shift due to human involvement
 Cattails- decline in bird populations
 Severely degraded
Objectives Continued
 Identify long-term wetland degradation drivers
 Use time series analysis
 Set of hypothesized drivers
 Time series of Meteorological variables
 Time series of Hydrological variables
Preparing a Model
 Study area divided into eleven polygons
 PVNP divided into four sections
 Zones 1-3: combination of adjacent wetlands
 Zone four: dry land in PVNP
Finishing the Model
 Upper watershed divided into other seven
 Grouped by subwatersheds
 Generated with Hydrology Toolbox in ESRI’s ArcMap
 Final polygon created for irrigation district
Calculations
 rNIR = spectral reflectance recorded by near-infrared channel
 rred = spectral reflectance recorded by red channel
 NDVI generated from Landsat and MOTIS images
 GEE constructed and examined NDVI time series
Results
 Images with over 25% cloud cover excluded
 Led to lower usable images during rainy season
 Increase in vegetation greenness
 Abandonment of cattle ranging
 PVNP increase
 Cattail invasion
Landsat
MODIS
Conclusion
 GEE potential
 Create custom time series and maps
 Temporal evolution of NDVI
 Vegetation time series
 Tested against covariates to draw inferences
 Hindcast NDVI prior to 2000
Questions
References
 https://en.wikipedia.org/wiki/Normalized_difference_vegetation_index#/media/File:
NDVI_062003.png
 https://en.wikipedia.org/wiki/Normalized_difference_vegetation_index#/media/File:
NDVI_102003.png
 A. Alonso, et al., WETLAND LANDSCAPE SPATIO-TEMPORAL DEGRADATION
DYNAMICS USING THE NEW GOOGLE EARTH ENGINE CLOUD-BASED PLATFORM:
OPPORTUNITIES FOR NON-SPECIALISTS IN REMOTE SENSING.

More Related Content

What's hot

Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...
Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...
Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...
Dhiraj Jhunjhunwala
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
India UK Water Centre (IUKWC)
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MAST
TERN Australia
 
23 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-17
23 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-1723 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-17
23 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-17
indiawrm
 
Measurement-based upscaling of pan-Arctic net ecosystem exchange
Measurement-based upscaling of pan-Arctic net ecosystem exchangeMeasurement-based upscaling of pan-Arctic net ecosystem exchange
Measurement-based upscaling of pan-Arctic net ecosystem exchange
Integrated Carbon Observation System (ICOS)
 
Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...
Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...
Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...
Beniamino Murgante
 
WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...
WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...
WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...
Moudud Hasan
 
Tang nccsc 2013 04 05
Tang nccsc 2013 04 05Tang nccsc 2013 04 05
Tang nccsc 2013 04 05NC_CSC
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...
India UK Water Centre (IUKWC)
 
WETLAND MAPPING USING RS AND GIS
WETLAND MAPPING USING RS AND GISWETLAND MAPPING USING RS AND GIS
WETLAND MAPPING USING RS AND GISAbhiram Kanigolla
 
Global Atlas presentation for the IRENA Clean Energy Corridor inititiave
Global Atlas presentation for the IRENA Clean Energy Corridor inititiaveGlobal Atlas presentation for the IRENA Clean Energy Corridor inititiave
Global Atlas presentation for the IRENA Clean Energy Corridor inititiaveIRENA Global Atlas
 
How is the climate changing? Climate monitoring based on observations
How is the climate changing? Climate monitoring based on observations How is the climate changing? Climate monitoring based on observations
How is the climate changing? Climate monitoring based on observations
Copernicus ECMWF
 
Copernicus Atmosphere Monitoring Service - An introduction
Copernicus Atmosphere Monitoring Service - An introductionCopernicus Atmosphere Monitoring Service - An introduction
Copernicus Atmosphere Monitoring Service - An introduction
Copernicus ECMWF
 
Monitoring peatlands for climate impacts and benefits using ground and satell...
Monitoring peatlands for climate impacts and benefits using ground and satell...Monitoring peatlands for climate impacts and benefits using ground and satell...
Monitoring peatlands for climate impacts and benefits using ground and satell...
CIFOR-ICRAF
 
Current HDF Tools (1997)
Current HDF Tools (1997)Current HDF Tools (1997)
2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FD2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FDEmma Singh Baghel
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
The Statistical and Applied Mathematical Sciences Institute
 
Sensor-Based Site-Specific Management of Irrigation and Fertilizer
Sensor-Based Site-Specific Management of Irrigation and FertilizerSensor-Based Site-Specific Management of Irrigation and Fertilizer
Sensor-Based Site-Specific Management of Irrigation and Fertilizer
Daugherty Water for Food Global Institute
 
Application of GIS and MODFLOW to Ground Water Hydrology- A Review
Application of GIS and MODFLOW to Ground Water Hydrology- A ReviewApplication of GIS and MODFLOW to Ground Water Hydrology- A Review
Application of GIS and MODFLOW to Ground Water Hydrology- A Review
IJERA Editor
 

What's hot (20)

Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...
Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...
Using Computer-simulated hydrological model (SWAT) to estimate the ground-wat...
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MAST
 
23 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-17
23 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-1723 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-17
23 - NRSC - Remote Satellite Imgae - Hydrology and Water Management-Sep-17
 
130619 cec presentation
130619 cec presentation130619 cec presentation
130619 cec presentation
 
Measurement-based upscaling of pan-Arctic net ecosystem exchange
Measurement-based upscaling of pan-Arctic net ecosystem exchangeMeasurement-based upscaling of pan-Arctic net ecosystem exchange
Measurement-based upscaling of pan-Arctic net ecosystem exchange
 
Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...
Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...
Scale-dependency and Sensitivity of Hydrological Estimations to Land Use and ...
 
WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...
WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...
WATER RESOURCES MODELING OF THE GANGES-BRAHMAPUTRA-MEGHNA RIVER BASINS USING ...
 
Tang nccsc 2013 04 05
Tang nccsc 2013 04 05Tang nccsc 2013 04 05
Tang nccsc 2013 04 05
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security -...
 
WETLAND MAPPING USING RS AND GIS
WETLAND MAPPING USING RS AND GISWETLAND MAPPING USING RS AND GIS
WETLAND MAPPING USING RS AND GIS
 
Global Atlas presentation for the IRENA Clean Energy Corridor inititiave
Global Atlas presentation for the IRENA Clean Energy Corridor inititiaveGlobal Atlas presentation for the IRENA Clean Energy Corridor inititiave
Global Atlas presentation for the IRENA Clean Energy Corridor inititiave
 
How is the climate changing? Climate monitoring based on observations
How is the climate changing? Climate monitoring based on observations How is the climate changing? Climate monitoring based on observations
How is the climate changing? Climate monitoring based on observations
 
Copernicus Atmosphere Monitoring Service - An introduction
Copernicus Atmosphere Monitoring Service - An introductionCopernicus Atmosphere Monitoring Service - An introduction
Copernicus Atmosphere Monitoring Service - An introduction
 
Monitoring peatlands for climate impacts and benefits using ground and satell...
Monitoring peatlands for climate impacts and benefits using ground and satell...Monitoring peatlands for climate impacts and benefits using ground and satell...
Monitoring peatlands for climate impacts and benefits using ground and satell...
 
Current HDF Tools (1997)
Current HDF Tools (1997)Current HDF Tools (1997)
Current HDF Tools (1997)
 
2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FD2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FD
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
 
Sensor-Based Site-Specific Management of Irrigation and Fertilizer
Sensor-Based Site-Specific Management of Irrigation and FertilizerSensor-Based Site-Specific Management of Irrigation and Fertilizer
Sensor-Based Site-Specific Management of Irrigation and Fertilizer
 
Application of GIS and MODFLOW to Ground Water Hydrology- A Review
Application of GIS and MODFLOW to Ground Water Hydrology- A ReviewApplication of GIS and MODFLOW to Ground Water Hydrology- A Review
Application of GIS and MODFLOW to Ground Water Hydrology- A Review
 

Similar to Be 2100 final presentation

3178_IGARSS11.ppt
3178_IGARSS11.ppt3178_IGARSS11.ppt
3178_IGARSS11.pptgrssieee
 
igarss11_rudiger.ppt
igarss11_rudiger.pptigarss11_rudiger.ppt
igarss11_rudiger.pptgrssieee
 
TH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEW
TH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEWTH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEW
TH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEWgrssieee
 
Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...
Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...
Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...
Global Water Partnership Central and Eastern Europe
 
From Global satellite water cycle products to field scale satellite water states
From Global satellite water cycle products to field scale satellite water statesFrom Global satellite water cycle products to field scale satellite water states
From Global satellite water cycle products to field scale satellite water states
Salvatore Manfreda
 
Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...
Ramesh Dhungel
 
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONSTU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONSgrssieee
 
Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...
Leonardo ENERGY
 
Mapping and modeling affected areas by environment and climate stresses: Egyp...
Mapping and modeling affected areas by environment and climate stresses: Egyp...Mapping and modeling affected areas by environment and climate stresses: Egyp...
Mapping and modeling affected areas by environment and climate stresses: Egyp...
International Food Policy Research Institute (IFPRI)
 
Monitoring and retrieving historical daily surface temperature of sub-alpine ...
Monitoring and retrieving historical daily surface temperature of sub-alpine ...Monitoring and retrieving historical daily surface temperature of sub-alpine ...
Monitoring and retrieving historical daily surface temperature of sub-alpine ...
Sajid Pareeth
 
Smart management for the public sector
Smart management for the public sectorSmart management for the public sector
Cloud Computing for Drought Monitoring with Google Earth Engine
Cloud Computing for Drought Monitoring with Google Earth EngineCloud Computing for Drought Monitoring with Google Earth Engine
Cloud Computing for Drought Monitoring with Google Earth Engine
DRIscience
 
4 ROMAN_IGARSS'11.ppt
4 ROMAN_IGARSS'11.ppt4 ROMAN_IGARSS'11.ppt
4 ROMAN_IGARSS'11.pptgrssieee
 
A knowledge-based model for identifying and mapping tropical wetlands and pea...
A knowledge-based model for identifying and mapping tropical wetlands and pea...A knowledge-based model for identifying and mapping tropical wetlands and pea...
A knowledge-based model for identifying and mapping tropical wetlands and pea...
ExternalEvents
 
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
Global Water Partnership Central and Eastern Europe
 
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
Deltares
 
An integrative information aqueduct to close the gaps between global satellit...
An integrative information aqueduct to close the gaps between global satellit...An integrative information aqueduct to close the gaps between global satellit...
An integrative information aqueduct to close the gaps between global satellit...
Salvatore Manfreda
 
IRJET- Future Generation of Multi Daily Rainfall Time Series for Hydrolog...
IRJET-  	  Future Generation of Multi Daily Rainfall Time Series for Hydrolog...IRJET-  	  Future Generation of Multi Daily Rainfall Time Series for Hydrolog...
IRJET- Future Generation of Multi Daily Rainfall Time Series for Hydrolog...
IRJET Journal
 
A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES
A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES  A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES
A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES
Roberto Valer
 
Drought monitoring, Precipitation statistics, and water balance with freely a...
Drought monitoring, Precipitation statistics, and water balance with freely a...Drought monitoring, Precipitation statistics, and water balance with freely a...
Drought monitoring, Precipitation statistics, and water balance with freely a...
AngelosAlamanos
 

Similar to Be 2100 final presentation (20)

3178_IGARSS11.ppt
3178_IGARSS11.ppt3178_IGARSS11.ppt
3178_IGARSS11.ppt
 
igarss11_rudiger.ppt
igarss11_rudiger.pptigarss11_rudiger.ppt
igarss11_rudiger.ppt
 
TH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEW
TH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEWTH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEW
TH3.L10.1: THE NASA SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION: OVERVIEW
 
Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...
Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...
Joint GWP CEE/DMCSEE training: Drought management by Gregor Gregorič and Andr...
 
From Global satellite water cycle products to field scale satellite water states
From Global satellite water cycle products to field scale satellite water statesFrom Global satellite water cycle products to field scale satellite water states
From Global satellite water cycle products to field scale satellite water states
 
Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...
 
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONSTU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
 
Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...
 
Mapping and modeling affected areas by environment and climate stresses: Egyp...
Mapping and modeling affected areas by environment and climate stresses: Egyp...Mapping and modeling affected areas by environment and climate stresses: Egyp...
Mapping and modeling affected areas by environment and climate stresses: Egyp...
 
Monitoring and retrieving historical daily surface temperature of sub-alpine ...
Monitoring and retrieving historical daily surface temperature of sub-alpine ...Monitoring and retrieving historical daily surface temperature of sub-alpine ...
Monitoring and retrieving historical daily surface temperature of sub-alpine ...
 
Smart management for the public sector
Smart management for the public sectorSmart management for the public sector
Smart management for the public sector
 
Cloud Computing for Drought Monitoring with Google Earth Engine
Cloud Computing for Drought Monitoring with Google Earth EngineCloud Computing for Drought Monitoring with Google Earth Engine
Cloud Computing for Drought Monitoring with Google Earth Engine
 
4 ROMAN_IGARSS'11.ppt
4 ROMAN_IGARSS'11.ppt4 ROMAN_IGARSS'11.ppt
4 ROMAN_IGARSS'11.ppt
 
A knowledge-based model for identifying and mapping tropical wetlands and pea...
A knowledge-based model for identifying and mapping tropical wetlands and pea...A knowledge-based model for identifying and mapping tropical wetlands and pea...
A knowledge-based model for identifying and mapping tropical wetlands and pea...
 
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
 
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
 
An integrative information aqueduct to close the gaps between global satellit...
An integrative information aqueduct to close the gaps between global satellit...An integrative information aqueduct to close the gaps between global satellit...
An integrative information aqueduct to close the gaps between global satellit...
 
IRJET- Future Generation of Multi Daily Rainfall Time Series for Hydrolog...
IRJET-  	  Future Generation of Multi Daily Rainfall Time Series for Hydrolog...IRJET-  	  Future Generation of Multi Daily Rainfall Time Series for Hydrolog...
IRJET- Future Generation of Multi Daily Rainfall Time Series for Hydrolog...
 
A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES
A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES  A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES
A PHYSICAL METHOD TO COMPUTE SURFACE RADIATION FROM GEOSTATIONARY SATELLITES
 
Drought monitoring, Precipitation statistics, and water balance with freely a...
Drought monitoring, Precipitation statistics, and water balance with freely a...Drought monitoring, Precipitation statistics, and water balance with freely a...
Drought monitoring, Precipitation statistics, and water balance with freely a...
 

More from AlecPopichak

Be 4380 project presentation
Be 4380 project presentationBe 4380 project presentation
Be 4380 project presentation
AlecPopichak
 
Ecological engineering project presentation
Ecological engineering project presentationEcological engineering project presentation
Ecological engineering project presentation
AlecPopichak
 
Be 4120 project
Be 4120 projectBe 4120 project
Be 4120 project
AlecPopichak
 
Algae product
Algae productAlgae product
Algae product
AlecPopichak
 
Wetland methane flux chamber
Wetland methane flux chamberWetland methane flux chamber
Wetland methane flux chamber
AlecPopichak
 
Research powerpoint
Research powerpointResearch powerpoint
Research powerpoint
AlecPopichak
 

More from AlecPopichak (6)

Be 4380 project presentation
Be 4380 project presentationBe 4380 project presentation
Be 4380 project presentation
 
Ecological engineering project presentation
Ecological engineering project presentationEcological engineering project presentation
Ecological engineering project presentation
 
Be 4120 project
Be 4120 projectBe 4120 project
Be 4120 project
 
Algae product
Algae productAlgae product
Algae product
 
Wetland methane flux chamber
Wetland methane flux chamberWetland methane flux chamber
Wetland methane flux chamber
 
Research powerpoint
Research powerpointResearch powerpoint
Research powerpoint
 

Recently uploaded

Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
camseq
 
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
dxobcob
 
01-GPON Fundamental fttx ftth basic .pptx
01-GPON Fundamental fttx ftth basic .pptx01-GPON Fundamental fttx ftth basic .pptx
01-GPON Fundamental fttx ftth basic .pptx
benykoy2024
 
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
bakpo1
 
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
thanhdowork
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
jpsjournal1
 
Recycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part IIIRecycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part III
Aditya Rajan Patra
 
sieving analysis and results interpretation
sieving analysis and results interpretationsieving analysis and results interpretation
sieving analysis and results interpretation
ssuser36d3051
 
bank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdfbank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdf
Divyam548318
 
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
obonagu
 
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
ydteq
 
Ethernet Routing and switching chapter 1.ppt
Ethernet Routing and switching chapter 1.pptEthernet Routing and switching chapter 1.ppt
Ethernet Routing and switching chapter 1.ppt
azkamurat
 
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Christina Lin
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
zwunae
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
NidhalKahouli2
 
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdfBPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
MIGUELANGEL966976
 
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdfTutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
aqil azizi
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
zwunae
 
Water billing management system project report.pdf
Water billing management system project report.pdfWater billing management system project report.pdf
Water billing management system project report.pdf
Kamal Acharya
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
awadeshbabu
 

Recently uploaded (20)

Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
 
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
一比一原版(Otago毕业证)奥塔哥大学毕业证成绩单如何办理
 
01-GPON Fundamental fttx ftth basic .pptx
01-GPON Fundamental fttx ftth basic .pptx01-GPON Fundamental fttx ftth basic .pptx
01-GPON Fundamental fttx ftth basic .pptx
 
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
一比一原版(SFU毕业证)西蒙菲莎大学毕业证成绩单如何办理
 
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Hori...
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
 
Recycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part IIIRecycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part III
 
sieving analysis and results interpretation
sieving analysis and results interpretationsieving analysis and results interpretation
sieving analysis and results interpretation
 
bank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdfbank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdf
 
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
 
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
一比一原版(UofT毕业证)多伦多大学毕业证成绩单如何办理
 
Ethernet Routing and switching chapter 1.ppt
Ethernet Routing and switching chapter 1.pptEthernet Routing and switching chapter 1.ppt
Ethernet Routing and switching chapter 1.ppt
 
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
 
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdfBPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
 
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdfTutorial for 16S rRNA Gene Analysis with QIIME2.pdf
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
 
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
一比一原版(UMich毕业证)密歇根大学|安娜堡分校毕业证成绩单专业办理
 
Water billing management system project report.pdf
Water billing management system project report.pdfWater billing management system project report.pdf
Water billing management system project report.pdf
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
 

Be 2100 final presentation