SlideShare una empresa de Scribd logo
1 de 15
Characterizing land cover change using multi-temporal remote sensed imagery and landscape metrics  C. R. Fichera, G. Modica,  M. Pollino Università degli Studi  Mediterranea  di Reggio Calabria - Dipartimento di Scienze e Tecnologie Agroforestali ed Ambientali ( DiSTAfA ) cr.fichera@unirc.it, giuseppe.modica@unirc.it ENEA  - Agenzia Nazionale per le Nuove tecnologie, l’Energia e lo sviluppo economico sostenibile Laboratorio Analisi e Osservazione del sistema Terra ( UTMEA-TER ) [email_address]
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object]
The study area: Conca di Avellino ,[object Object]
Multi-temporal Dataset: aerial photos The aerial photos (1954, 1974 and 1990 surveys carried by “Istituto Geografico Militare Italiano”, I.G.M.I.) and the digital orthophotos (1994 and 2006) used are listed into the following table: Year Frame data Flight data Source 1954 Sheet n° 185  Format: Digital – 600dpi Height: 6000 m Scale: 1:35000 Istituto Geografico Militare (I.G.M.) http://www.igmi.org 1974 Sheet n° 185  Format: Analogical 23x23 cm Height: 2580 m Scale: 1:16000 1990 Sheet n° 185  Format: Digital – 600dpi Height: 6400 m Scale: 1:35000 1994 B/W Aerial Orthophoto  Spatial resolution 1 m (only for consultation) National Cartographic Portal www.pcn.minambiente.it 2006 Color Aerial Orthophoto
Multi-temporal Dataset: satellite images ,[object Object],Satellite data Date Spatial resolution Source Landsat MSS (WRS-1, Path 203, Row 032) 1975 -07-15 57 m Cover Facility (GLCF) http://glcf.umiacs.umd.edu Landsat TM (WRS-2, Path 189, Row 032) 1993 -08-23 30 m Landsat ETM+ (WRS-2, Path 189, Row 032) 2004 -06-10 28.5 m – 14.5 m
LC maps for 1954 and 2004 ,[object Object],[object Object],1954 2004
LC changes (1954÷2004) ,[object Object],[object Object]
LC changes (1954÷2004) In the following  transition matrix  are reported the statistics of changes, aggregated for each LC class. The values (in hectares) reported along the diagonal express the area of the unchanged LC types; the other cells contain the measurement of the areas that have bore a transformation from a LC type to another class. The column on the right sum up the LC areas at 1954, while the last row sum up the LC areas at 2004. To From Urban Grassland /  pasture Cropland Woodland LC types Subtotals [1954] Urban 900,97 - - - 900,97 Grassland/pasture 75,12 354,37 781,98 411,30 1622,77 Cropland 3786,87 1091,66 19409,16 7420,54 31708,23 Woodland 162,11 686,50 2246,49 20136,09 23231,20 LC types subtotals [2004] 4925,07 2132,53 22437,63 27967,93 Total area:  57463,16
Landscape Metrics analysis ,[object Object],[object Object],1954 2004
Landscape Metrics analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Landscape Metrics analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Results ,[object Object],1954 2004
Final considerations ,[object Object],[object Object],[object Object]
Final considerations ,[object Object],[object Object]
Characterizing land cover change using multi-temporal remote sensed imagery and landscape metrics  C. R. Fichera, G. Modica,  M. Pollino Università degli Studi  Mediterranea  di Reggio Calabria - Dipartimento di Scienze e Tecnologie Agroforestali ed Ambientali ( DiSTAfA ) cr.fichera@unirc.it, giuseppe.modica@unirc.it ENEA  - Agenzia Nazionale per le Nuove tecnologie, l’Energia e lo sviluppo economico sostenibile Laboratorio Analisi e Osservazione del sistema Terra ( UTMEA-TER ) [email_address]

Más contenido relacionado

La actualidad más candente

Photogrammetry & Remote Sensing applications in Engineering
Photogrammetry & Remote Sensing applications in EngineeringPhotogrammetry & Remote Sensing applications in Engineering
Photogrammetry & Remote Sensing applications in EngineeringAmira Abdallah
 
Mapping Landscape Change: Dornoch Point
Mapping Landscape Change: Dornoch PointMapping Landscape Change: Dornoch Point
Mapping Landscape Change: Dornoch PointPeter McCready
 
LANDSLIDE HAZARD ZONATION MAPPING USING RS AND GIS
LANDSLIDE HAZARD ZONATION MAPPING USING RS AND GISLANDSLIDE HAZARD ZONATION MAPPING USING RS AND GIS
LANDSLIDE HAZARD ZONATION MAPPING USING RS AND GISAditya Ghumare
 
Cialdea & Maccarone - Input2012
Cialdea & Maccarone - Input2012Cialdea & Maccarone - Input2012
Cialdea & Maccarone - Input2012INPUT 2012
 
Application of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, India
Application of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, IndiaApplication of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, India
Application of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, IndiaSharik Shamsudhien
 
Applied Geospatial Sciences Assignment
Applied Geospatial Sciences AssignmentApplied Geospatial Sciences Assignment
Applied Geospatial Sciences AssignmentJoshua Brunsdon
 
e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...
e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...
e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...FAO
 
Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...
Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...
Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...IJERA Editor
 
IGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.pptIGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.pptgrssieee
 
IGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.pptIGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.pptgrssieee
 
recent advances in scvattering model-based decompositions
recent advances in scvattering model-based decompositionsrecent advances in scvattering model-based decompositions
recent advances in scvattering model-based decompositionsgrssieee
 
Surveying II ajith sir class 1
Surveying II ajith sir class 1Surveying II ajith sir class 1
Surveying II ajith sir class 1SHAMJITH KM
 
Application of Morphological Representation to Enhance the Visualization of D...
Application of Morphological Representation to Enhance the Visualization of D...Application of Morphological Representation to Enhance the Visualization of D...
Application of Morphological Representation to Enhance the Visualization of D...sanjay_rana
 

La actualidad más candente (19)

Photogrammetry & Remote Sensing applications in Engineering
Photogrammetry & Remote Sensing applications in EngineeringPhotogrammetry & Remote Sensing applications in Engineering
Photogrammetry & Remote Sensing applications in Engineering
 
Mapping Landscape Change: Dornoch Point
Mapping Landscape Change: Dornoch PointMapping Landscape Change: Dornoch Point
Mapping Landscape Change: Dornoch Point
 
LANDSLIDE HAZARD ZONATION MAPPING USING RS AND GIS
LANDSLIDE HAZARD ZONATION MAPPING USING RS AND GISLANDSLIDE HAZARD ZONATION MAPPING USING RS AND GIS
LANDSLIDE HAZARD ZONATION MAPPING USING RS AND GIS
 
Cialdea & Maccarone - Input2012
Cialdea & Maccarone - Input2012Cialdea & Maccarone - Input2012
Cialdea & Maccarone - Input2012
 
application of gis
application of gisapplication of gis
application of gis
 
Paper presentation
Paper presentationPaper presentation
Paper presentation
 
Application of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, India
Application of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, IndiaApplication of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, India
Application of GIS in Modelling Landuse Changes Of Gurupavanapuri, Kerala, India
 
Applied Geospatial Sciences Assignment
Applied Geospatial Sciences AssignmentApplied Geospatial Sciences Assignment
Applied Geospatial Sciences Assignment
 
Modern cartography
Modern cartographyModern cartography
Modern cartography
 
B1080817
B1080817B1080817
B1080817
 
e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...
e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...
e-SOTER Regional pilot platform as EU contribution to a Global Soil Observing...
 
Introduction to surveying
Introduction to surveyingIntroduction to surveying
Introduction to surveying
 
Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...
Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...
Gisand Remote Sensing Applied To Land Use ChangeOf The Prefecture Of CASABLAN...
 
IGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.pptIGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.ppt
 
IGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.pptIGARSS2011 OnTheUseOfPO.ppt
IGARSS2011 OnTheUseOfPO.ppt
 
recent advances in scvattering model-based decompositions
recent advances in scvattering model-based decompositionsrecent advances in scvattering model-based decompositions
recent advances in scvattering model-based decompositions
 
Surveying II ajith sir class 1
Surveying II ajith sir class 1Surveying II ajith sir class 1
Surveying II ajith sir class 1
 
Gis in urban
Gis in urbanGis in urban
Gis in urban
 
Application of Morphological Representation to Enhance the Visualization of D...
Application of Morphological Representation to Enhance the Visualization of D...Application of Morphological Representation to Enhance the Visualization of D...
Application of Morphological Representation to Enhance the Visualization of D...
 

Similar a Characterizing land cover change using multi-temporal remote sensed imagery and landscape metrics

Remote sensing and GIS for land cover change characterization and rural/urban...
Remote sensing and GIS for land cover change characterization and rural/urban...Remote sensing and GIS for land cover change characterization and rural/urban...
Remote sensing and GIS for land cover change characterization and rural/urban...Maurizio Pollino
 
GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...
GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...
GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...Beniamino Murgante
 
3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover Maps3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover MapsIOSRjournaljce
 
Satellite based observations of the time-variation of urban pattern morpholog...
Satellite based observations of the time-variation of urban pattern morpholog...Satellite based observations of the time-variation of urban pattern morpholog...
Satellite based observations of the time-variation of urban pattern morpholog...Beniamino Murgante
 
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Universität Salzburg
 
IGARSS11_Stramondo.ppt
IGARSS11_Stramondo.pptIGARSS11_Stramondo.ppt
IGARSS11_Stramondo.pptgrssieee
 
IGARSS11_Stramondo.ppt
IGARSS11_Stramondo.pptIGARSS11_Stramondo.ppt
IGARSS11_Stramondo.pptgrssieee
 
Monitoring Internal Migration in the United Kingdom
Monitoring Internal Migration in the United KingdomMonitoring Internal Migration in the United Kingdom
Monitoring Internal Migration in the United KingdomUKDSCensus
 
Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...
Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...
Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...IEREK Press
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentIJERD Editor
 
Land_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdf
Land_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdfLand_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdf
Land_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdfSurenAdithyaaRA19112
 
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİAli Osman Öncel
 
A comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, NepalA comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, NepalBijesh Mishra
 
Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...
Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...
Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...Istituto nazionale di statistica
 
Geographical Inequalities and Population Change in Britain, 1971-2011
Geographical Inequalities and Population Change in Britain, 1971-2011Geographical Inequalities and Population Change in Britain, 1971-2011
Geographical Inequalities and Population Change in Britain, 1971-2011UKDSCensus
 
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...Alexander Decker
 
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...Alexander Decker
 

Similar a Characterizing land cover change using multi-temporal remote sensed imagery and landscape metrics (20)

Remote sensing and GIS for land cover change characterization and rural/urban...
Remote sensing and GIS for land cover change characterization and rural/urban...Remote sensing and GIS for land cover change characterization and rural/urban...
Remote sensing and GIS for land cover change characterization and rural/urban...
 
GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...
GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...
GIS and Remote Sensing to study urban-rural transformation during a fifty-yea...
 
Half a century of land use changes in Andalusia. Sealing soils. Analysis of u...
Half a century of land use changes in Andalusia. Sealing soils. Analysis of u...Half a century of land use changes in Andalusia. Sealing soils. Analysis of u...
Half a century of land use changes in Andalusia. Sealing soils. Analysis of u...
 
3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover Maps3D Visualizations of Land Cover Maps
3D Visualizations of Land Cover Maps
 
Satellite based observations of the time-variation of urban pattern morpholog...
Satellite based observations of the time-variation of urban pattern morpholog...Satellite based observations of the time-variation of urban pattern morpholog...
Satellite based observations of the time-variation of urban pattern morpholog...
 
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
Bringing Geospatial Analysis to the Social Studies: an Assessment of the City...
 
IGARSS11_Stramondo.ppt
IGARSS11_Stramondo.pptIGARSS11_Stramondo.ppt
IGARSS11_Stramondo.ppt
 
IGARSS11_Stramondo.ppt
IGARSS11_Stramondo.pptIGARSS11_Stramondo.ppt
IGARSS11_Stramondo.ppt
 
Spatial Analysis for Urban development between “1990-2010” in city of Sulaim...
Spatial Analysis for Urban development between “1990-2010” in  city of Sulaim...Spatial Analysis for Urban development between “1990-2010” in  city of Sulaim...
Spatial Analysis for Urban development between “1990-2010” in city of Sulaim...
 
Monitoring Internal Migration in the United Kingdom
Monitoring Internal Migration in the United KingdomMonitoring Internal Migration in the United Kingdom
Monitoring Internal Migration in the United Kingdom
 
Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...
Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...
Land Consumption, Ecosystem Services and Urban Planning Policies: Preliminary...
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
Land_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdf
Land_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdfLand_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdf
Land_Use_-_Land_Cover_Change_Analysis_of_Karur_Tow.pdf
 
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİÖNCEL AKADEMİ: İSTANBUL DEPREMİ
ÖNCEL AKADEMİ: İSTANBUL DEPREMİ
 
A comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, NepalA comparison of Land Cover Change in Kaski District, Nepal
A comparison of Land Cover Change in Kaski District, Nepal
 
30. z. t. khan and dipankar bera
30. z. t. khan and dipankar bera30. z. t. khan and dipankar bera
30. z. t. khan and dipankar bera
 
Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...
Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...
Sviluppo urbano e rurale: parallelismi ed antagonismi del periodo 1960-2010 d...
 
Geographical Inequalities and Population Change in Britain, 1971-2011
Geographical Inequalities and Population Change in Britain, 1971-2011Geographical Inequalities and Population Change in Britain, 1971-2011
Geographical Inequalities and Population Change in Britain, 1971-2011
 
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
 
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
Comparison of the landsat 7 etm+ and nigeriasat-1 imagery for the revision of...
 

Más de Maurizio Pollino

La gestione del territorio e delle emergenze in caso di calamità naturali: il...
La gestione del territorio e delle emergenze in caso di calamità naturali: il...La gestione del territorio e delle emergenze in caso di calamità naturali: il...
La gestione del territorio e delle emergenze in caso di calamità naturali: il...Maurizio Pollino
 
Geomatics: soil consuming risk in renewable energy plants installation
Geomatics: soil consuming risk in renewable energy plants installation Geomatics: soil consuming risk in renewable energy plants installation
Geomatics: soil consuming risk in renewable energy plants installation Maurizio Pollino
 
Interaction between environmental and technological systems: toward an unifyi...
Interaction between environmental andtechnological systems: toward an unifyi...Interaction between environmental andtechnological systems: toward an unifyi...
Interaction between environmental and technological systems: toward an unifyi...Maurizio Pollino
 
Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...
Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...
Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...Maurizio Pollino
 
Le attività ENEA nell’ambito del Progetto SIT_MEW
Le attività ENEA nell’ambito del Progetto SIT_MEWLe attività ENEA nell’ambito del Progetto SIT_MEW
Le attività ENEA nell’ambito del Progetto SIT_MEWMaurizio Pollino
 
Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...
Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...
Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...Maurizio Pollino
 
Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...
Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...
Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...Maurizio Pollino
 
An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...
An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...
An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...Maurizio Pollino
 
Support to railway monitoring and maintenance using GIS
Support to railway monitoring and maintenance using GISSupport to railway monitoring and maintenance using GIS
Support to railway monitoring and maintenance using GISMaurizio Pollino
 
Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...
Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...
Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...Maurizio Pollino
 
Osservazioni aerospaziali: Applicazioni territoriali ed ambientali
Osservazioni aerospaziali: Applicazioni territoriali ed ambientali Osservazioni aerospaziali: Applicazioni territoriali ed ambientali
Osservazioni aerospaziali: Applicazioni territoriali ed ambientali Maurizio Pollino
 

Más de Maurizio Pollino (11)

La gestione del territorio e delle emergenze in caso di calamità naturali: il...
La gestione del territorio e delle emergenze in caso di calamità naturali: il...La gestione del territorio e delle emergenze in caso di calamità naturali: il...
La gestione del territorio e delle emergenze in caso di calamità naturali: il...
 
Geomatics: soil consuming risk in renewable energy plants installation
Geomatics: soil consuming risk in renewable energy plants installation Geomatics: soil consuming risk in renewable energy plants installation
Geomatics: soil consuming risk in renewable energy plants installation
 
Interaction between environmental and technological systems: toward an unifyi...
Interaction between environmental andtechnological systems: toward an unifyi...Interaction between environmental andtechnological systems: toward an unifyi...
Interaction between environmental and technological systems: toward an unifyi...
 
Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...
Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...
Elaborazione di immagini satellitari ad alta risoluzione per l’analisi multis...
 
Le attività ENEA nell’ambito del Progetto SIT_MEW
Le attività ENEA nell’ambito del Progetto SIT_MEWLe attività ENEA nell’ambito del Progetto SIT_MEW
Le attività ENEA nell’ambito del Progetto SIT_MEW
 
Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...
Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...
Elaborazione di immagini telerilevate multi-temporali per l’analisi dei cambi...
 
Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...
Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...
Seismic Vulnerability Assessment Using Field Survey and Remote Sensing Techni...
 
An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...
An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...
An Open Source GIS System for Earthquake Early Warning and Post-Event Emergen...
 
Support to railway monitoring and maintenance using GIS
Support to railway monitoring and maintenance using GISSupport to railway monitoring and maintenance using GIS
Support to railway monitoring and maintenance using GIS
 
Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...
Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...
Tecniche GIS applicate al monitoraggio ed alla manutenzione di infrastrutture...
 
Osservazioni aerospaziali: Applicazioni territoriali ed ambientali
Osservazioni aerospaziali: Applicazioni territoriali ed ambientali Osservazioni aerospaziali: Applicazioni territoriali ed ambientali
Osservazioni aerospaziali: Applicazioni territoriali ed ambientali
 

Último

GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 

Último (20)

GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 

Characterizing land cover change using multi-temporal remote sensed imagery and landscape metrics

  • 1. Characterizing land cover change using multi-temporal remote sensed imagery and landscape metrics C. R. Fichera, G. Modica, M. Pollino Università degli Studi Mediterranea di Reggio Calabria - Dipartimento di Scienze e Tecnologie Agroforestali ed Ambientali ( DiSTAfA ) cr.fichera@unirc.it, giuseppe.modica@unirc.it ENEA - Agenzia Nazionale per le Nuove tecnologie, l’Energia e lo sviluppo economico sostenibile Laboratorio Analisi e Osservazione del sistema Terra ( UTMEA-TER ) [email_address]
  • 2.
  • 3.
  • 4. Multi-temporal Dataset: aerial photos The aerial photos (1954, 1974 and 1990 surveys carried by “Istituto Geografico Militare Italiano”, I.G.M.I.) and the digital orthophotos (1994 and 2006) used are listed into the following table: Year Frame data Flight data Source 1954 Sheet n° 185 Format: Digital – 600dpi Height: 6000 m Scale: 1:35000 Istituto Geografico Militare (I.G.M.) http://www.igmi.org 1974 Sheet n° 185 Format: Analogical 23x23 cm Height: 2580 m Scale: 1:16000 1990 Sheet n° 185 Format: Digital – 600dpi Height: 6400 m Scale: 1:35000 1994 B/W Aerial Orthophoto Spatial resolution 1 m (only for consultation) National Cartographic Portal www.pcn.minambiente.it 2006 Color Aerial Orthophoto
  • 5.
  • 6.
  • 7.
  • 8. LC changes (1954÷2004) In the following transition matrix are reported the statistics of changes, aggregated for each LC class. The values (in hectares) reported along the diagonal express the area of the unchanged LC types; the other cells contain the measurement of the areas that have bore a transformation from a LC type to another class. The column on the right sum up the LC areas at 1954, while the last row sum up the LC areas at 2004. To From Urban Grassland / pasture Cropland Woodland LC types Subtotals [1954] Urban 900,97 - - - 900,97 Grassland/pasture 75,12 354,37 781,98 411,30 1622,77 Cropland 3786,87 1091,66 19409,16 7420,54 31708,23 Woodland 162,11 686,50 2246,49 20136,09 23231,20 LC types subtotals [2004] 4925,07 2132,53 22437,63 27967,93 Total area: 57463,16
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15. Characterizing land cover change using multi-temporal remote sensed imagery and landscape metrics C. R. Fichera, G. Modica, M. Pollino Università degli Studi Mediterranea di Reggio Calabria - Dipartimento di Scienze e Tecnologie Agroforestali ed Ambientali ( DiSTAfA ) cr.fichera@unirc.it, giuseppe.modica@unirc.it ENEA - Agenzia Nazionale per le Nuove tecnologie, l’Energia e lo sviluppo economico sostenibile Laboratorio Analisi e Osservazione del sistema Terra ( UTMEA-TER ) [email_address]