SlideShare une entreprise Scribd logo
1  sur  32
Statistical Evaluation of Spatial Interpolation Methods for Small-Sampled Region.A Case Study of Temperature Change Phenomenon in Bangladesh   Presented by: Avit Kumar Bhowmik
Outline
Aim Identify most appropriate interpolation method.
Study Area - Bangladesh Total Area : 1,47,570 sq.km. Mean annual temperature has increased during the period of 1895-1980 at 0.310c and the annual mean maximum temperature will increase to 0.40c and 0.730c by the year of 2050 and 2100 respectively. Small Sample Size – 34 Meteorological Stations.
Objectives Describe overall and station specific Average, Maximum and Minimum temperature trend. Interpolate trend values obtained from trend analysis using Spline, IDW and Ordinary Kriging. Evaluate interpolation results using Univariate and Willmott Statistical method.thus identifying the most appropriate interpolation method.
Trend Analysis y= a + bx Trend Value, Goodness to fit or  Co-efficient of Significance,
Trend Analysis - Results  Maximum Temperature Average Temperature Minimum Temperature
Trend Analysis - Results
Variograms  Lag Number = 10   Lag size = 3 Average Temperature Range = 8 Maximum Temperature Range = 7 Minimum Temperature Range = 3
Interpolation-Average Temperature Change
Interpolation-Maximum Temperature Change
Interpolation-Minimum Temperature Change
Univariate Statistical Analysis Mean Bias Error (MBE) Standard Deviation of Observed (SDo) Standard Deviation of Estimated (SDe)
Univariate Statistical Analysis - Results
Univariate Statistical Analysis - Results
Univariate Statistical Analysis - Results
Evaluation of Univariate Statistical Analysis Estimated Temperature Change Observed Temperature Change Average Temperature
Evaluation of Univariate Statistical Analysis Estimated Temperature Change Observed Temperature Change Maximum Temperature
Evaluation of Univariate Statistical Analysis Estimated Temperature Change Observed Temperature Change Minimum Temperature
Willmott (1984) Statistical Analysis
Willmott (1984) Statistical Analysis - Results Average Temperature Change
Willmott (1984) Statistical Analysis - Results Maximum Temperature Change
Willmott (1984) Statistical Analysis - Results Minimum Temperature Change
Results
Major Findings Not only Mean Bias Error, but Root Mean Square Error has significant Influence in determining the best Spatial Interpolation Method. The best approach is to look for Error in the Errors.
Discussion Standard Errors Measured Values
Thanks for your Attention Questions or Comments

Contenu connexe

Tendances

Power Notes Measurements and Dealing with Data
Power Notes   Measurements and Dealing with DataPower Notes   Measurements and Dealing with Data
Power Notes Measurements and Dealing with Datajmori
 
Fun4.7a practical rate of cooling and volume dcp ce
Fun4.7a practical rate of cooling and volume   dcp ceFun4.7a practical rate of cooling and volume   dcp ce
Fun4.7a practical rate of cooling and volume dcp ceEnoch Chow
 
Physics Laboratory for Ophthalmic Optician
Physics Laboratory for Ophthalmic OpticianPhysics Laboratory for Ophthalmic Optician
Physics Laboratory for Ophthalmic OpticianGazy Khatmi
 
Evaluating mathematical heat transfer effectiveness equations using cfd techn...
Evaluating mathematical heat transfer effectiveness equations using cfd techn...Evaluating mathematical heat transfer effectiveness equations using cfd techn...
Evaluating mathematical heat transfer effectiveness equations using cfd techn...aeijjournal
 
YitbarekKazentetPosterDesign
YitbarekKazentetPosterDesignYitbarekKazentetPosterDesign
YitbarekKazentetPosterDesignYitbarek Kazentet
 
Power Notes -Measurements and Dealing with Data. Day 2
Power Notes  -Measurements and Dealing with Data. Day 2Power Notes  -Measurements and Dealing with Data. Day 2
Power Notes -Measurements and Dealing with Data. Day 2jmori
 
The Methods Of Science
The Methods Of ScienceThe Methods Of Science
The Methods Of Sciencehkmontgomery
 
Energy Efficiency in Thermal System - Case Studies from Nepal
Energy Efficiency in Thermal System - Case Studies from NepalEnergy Efficiency in Thermal System - Case Studies from Nepal
Energy Efficiency in Thermal System - Case Studies from Nepaleecfncci
 
Temperature
TemperatureTemperature
TemperatureRohil RS
 
A case study on heat exchnage network
A case study on heat exchnage networkA case study on heat exchnage network
A case study on heat exchnage networkeSAT Journals
 
The Nature of Science and Technology Chapter 2
The Nature of Science and Technology Chapter 2The Nature of Science and Technology Chapter 2
The Nature of Science and Technology Chapter 2Jennifer Baron
 
IRJET- Design and Fabrication of Thermo Acoustic Refrigerator
IRJET- Design and Fabrication of Thermo Acoustic RefrigeratorIRJET- Design and Fabrication of Thermo Acoustic Refrigerator
IRJET- Design and Fabrication of Thermo Acoustic RefrigeratorIRJET Journal
 
Physical quantities, units and measurement
Physical quantities, units and measurementPhysical quantities, units and measurement
Physical quantities, units and measurementBasecamp Learning Centre
 
A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...
A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...
A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...ijtsrd
 
IRJET- Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...
IRJET-  	  Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...IRJET-  	  Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...
IRJET- Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...IRJET Journal
 
Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...
Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...
Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...IOSR Journals
 
Energy efficiency of industrial utilities
Energy efficiency of industrial utilitiesEnergy efficiency of industrial utilities
Energy efficiency of industrial utilitiesPratap Jung Rai
 
Generalized measurement system
Generalized measurement systemGeneralized measurement system
Generalized measurement systemprashantborakhede1
 

Tendances (19)

Power Notes Measurements and Dealing with Data
Power Notes   Measurements and Dealing with DataPower Notes   Measurements and Dealing with Data
Power Notes Measurements and Dealing with Data
 
Fun4.7a practical rate of cooling and volume dcp ce
Fun4.7a practical rate of cooling and volume   dcp ceFun4.7a practical rate of cooling and volume   dcp ce
Fun4.7a practical rate of cooling and volume dcp ce
 
Physics Laboratory for Ophthalmic Optician
Physics Laboratory for Ophthalmic OpticianPhysics Laboratory for Ophthalmic Optician
Physics Laboratory for Ophthalmic Optician
 
Evaluating mathematical heat transfer effectiveness equations using cfd techn...
Evaluating mathematical heat transfer effectiveness equations using cfd techn...Evaluating mathematical heat transfer effectiveness equations using cfd techn...
Evaluating mathematical heat transfer effectiveness equations using cfd techn...
 
YitbarekKazentetPosterDesign
YitbarekKazentetPosterDesignYitbarekKazentetPosterDesign
YitbarekKazentetPosterDesign
 
Power Notes -Measurements and Dealing with Data. Day 2
Power Notes  -Measurements and Dealing with Data. Day 2Power Notes  -Measurements and Dealing with Data. Day 2
Power Notes -Measurements and Dealing with Data. Day 2
 
The Methods Of Science
The Methods Of ScienceThe Methods Of Science
The Methods Of Science
 
Energy Efficiency in Thermal System - Case Studies from Nepal
Energy Efficiency in Thermal System - Case Studies from NepalEnergy Efficiency in Thermal System - Case Studies from Nepal
Energy Efficiency in Thermal System - Case Studies from Nepal
 
Temperature
TemperatureTemperature
Temperature
 
A case study on heat exchnage network
A case study on heat exchnage networkA case study on heat exchnage network
A case study on heat exchnage network
 
The Nature of Science and Technology Chapter 2
The Nature of Science and Technology Chapter 2The Nature of Science and Technology Chapter 2
The Nature of Science and Technology Chapter 2
 
D lab presentation Juliana Miranda
D lab presentation Juliana MirandaD lab presentation Juliana Miranda
D lab presentation Juliana Miranda
 
IRJET- Design and Fabrication of Thermo Acoustic Refrigerator
IRJET- Design and Fabrication of Thermo Acoustic RefrigeratorIRJET- Design and Fabrication of Thermo Acoustic Refrigerator
IRJET- Design and Fabrication of Thermo Acoustic Refrigerator
 
Physical quantities, units and measurement
Physical quantities, units and measurementPhysical quantities, units and measurement
Physical quantities, units and measurement
 
A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...
A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...
A Review of Case Study of Room Comfort Analysis if Fan and Exhaust Fan Being ...
 
IRJET- Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...
IRJET-  	  Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...IRJET-  	  Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...
IRJET- Enhancement of Heat Transfer Effectiveness of Plate-Pin Fin Heat S...
 
Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...
Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...
Development of Thermal Conductivity Measurement Test Rig for Engineering Mate...
 
Energy efficiency of industrial utilities
Energy efficiency of industrial utilitiesEnergy efficiency of industrial utilities
Energy efficiency of industrial utilities
 
Generalized measurement system
Generalized measurement systemGeneralized measurement system
Generalized measurement system
 

En vedette

2010 JSM - Meta Stat Issue Medical Devices
2010 JSM - Meta Stat Issue Medical Devices2010 JSM - Meta Stat Issue Medical Devices
2010 JSM - Meta Stat Issue Medical DevicesTerry Liao
 
Development of an statistical package for genetic evaluation of trees
Development of an statistical package for genetic evaluation of treesDevelopment of an statistical package for genetic evaluation of trees
Development of an statistical package for genetic evaluation of treesFacundo Muñoz
 
Statistical Evaluation of Standardization in Substation Maintenance
Statistical Evaluation of Standardization in Substation MaintenanceStatistical Evaluation of Standardization in Substation Maintenance
Statistical Evaluation of Standardization in Substation MaintenanceMarcus Sanford Consulting
 
Image quality assessment and statistical evaluation
Image quality assessment and statistical evaluationImage quality assessment and statistical evaluation
Image quality assessment and statistical evaluationDocumentStory
 
Seminar- Robust Regression Methods
Seminar- Robust Regression MethodsSeminar- Robust Regression Methods
Seminar- Robust Regression MethodsSumon Sdb
 
Evaluating Teaching in Higher Education
Evaluating Teaching in Higher EducationEvaluating Teaching in Higher Education
Evaluating Teaching in Higher EducationEmma Kennedy
 
Psychological Testing and Children
Psychological Testing and ChildrenPsychological Testing and Children
Psychological Testing and Childrenstacycarmichael
 
Cost Behavior Analysis
Cost Behavior AnalysisCost Behavior Analysis
Cost Behavior AnalysisJhOnie JhOan
 
Basic concepts in psychological testing
Basic concepts in psychological testingBasic concepts in psychological testing
Basic concepts in psychological testingRoi Xcel
 
Psychological test meaning, concept, need & importance
Psychological test   meaning, concept, need & importancePsychological test   meaning, concept, need & importance
Psychological test meaning, concept, need & importancejd singh
 

En vedette (13)

2010 JSM - Meta Stat Issue Medical Devices
2010 JSM - Meta Stat Issue Medical Devices2010 JSM - Meta Stat Issue Medical Devices
2010 JSM - Meta Stat Issue Medical Devices
 
Development of an statistical package for genetic evaluation of trees
Development of an statistical package for genetic evaluation of treesDevelopment of an statistical package for genetic evaluation of trees
Development of an statistical package for genetic evaluation of trees
 
Statistical Evaluation of Standardization in Substation Maintenance
Statistical Evaluation of Standardization in Substation MaintenanceStatistical Evaluation of Standardization in Substation Maintenance
Statistical Evaluation of Standardization in Substation Maintenance
 
Image quality assessment and statistical evaluation
Image quality assessment and statistical evaluationImage quality assessment and statistical evaluation
Image quality assessment and statistical evaluation
 
Seminar- Robust Regression Methods
Seminar- Robust Regression MethodsSeminar- Robust Regression Methods
Seminar- Robust Regression Methods
 
Evaluating Teaching in Higher Education
Evaluating Teaching in Higher EducationEvaluating Teaching in Higher Education
Evaluating Teaching in Higher Education
 
Psychological Testing and Children
Psychological Testing and ChildrenPsychological Testing and Children
Psychological Testing and Children
 
Cost driver analysis
Cost driver analysisCost driver analysis
Cost driver analysis
 
Cost Behavior Analysis
Cost Behavior AnalysisCost Behavior Analysis
Cost Behavior Analysis
 
Module1
Module1Module1
Module1
 
Basic concepts in psychological testing
Basic concepts in psychological testingBasic concepts in psychological testing
Basic concepts in psychological testing
 
Psychological test meaning, concept, need & importance
Psychological test   meaning, concept, need & importancePsychological test   meaning, concept, need & importance
Psychological test meaning, concept, need & importance
 
Cost Driver
Cost DriverCost Driver
Cost Driver
 

Similaire à Spatial Interpolation Methods for Small-Sampled Bangladesh

Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...
Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...
Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...IRJET Journal
 
Practical Work In Biology
Practical Work In BiologyPractical Work In Biology
Practical Work In BiologyGerryC
 
IRJET - Control and Analyze of TCPTF
IRJET -  	  Control and Analyze of TCPTFIRJET -  	  Control and Analyze of TCPTF
IRJET - Control and Analyze of TCPTFIRJET Journal
 
1 statistical analysis
1  statistical analysis1  statistical analysis
1 statistical analysisDmitry Grapov
 
Investigation guide (updated may 2015)
Investigation guide (updated may 2015)Investigation guide (updated may 2015)
Investigation guide (updated may 2015)Neil Commons
 
Fundamentals of Thermal Mass Flow Measurement
Fundamentals of Thermal Mass Flow MeasurementFundamentals of Thermal Mass Flow Measurement
Fundamentals of Thermal Mass Flow MeasurementSwanson Flo
 
Follow the steps of a meteorologist
Follow the steps of a meteorologistFollow the steps of a meteorologist
Follow the steps of a meteorologistPanagiota Argiri
 
Investigation of Decadal Changes of Temperature over Bihar Region (India)
Investigation of Decadal Changes of Temperature over Bihar Region (India)Investigation of Decadal Changes of Temperature over Bihar Region (India)
Investigation of Decadal Changes of Temperature over Bihar Region (India)IRJET Journal
 
Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...
Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...
Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...Rahul Bhatia
 
1625941932480.pptx
1625941932480.pptx1625941932480.pptx
1625941932480.pptxMathiQueeny
 
Summarizes findings and executes the report through narrative and visual/gra...
Summarizes findings and executes the report through narrative and  visual/gra...Summarizes findings and executes the report through narrative and  visual/gra...
Summarizes findings and executes the report through narrative and visual/gra...strygwyrSeeker
 
Temperature measurements and Calibration by heating
Temperature measurements and Calibration by heatingTemperature measurements and Calibration by heating
Temperature measurements and Calibration by heatingMuhammed Fuad Al-Barznji
 
Temperature measurements and Calibration by cooling
Temperature measurements and Calibration by coolingTemperature measurements and Calibration by cooling
Temperature measurements and Calibration by coolingMuhammed Fuad Al-Barznji
 
Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...
Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...
Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...PECB
 
Differential scanning calorimetry [dsc]
Differential scanning calorimetry [dsc]Differential scanning calorimetry [dsc]
Differential scanning calorimetry [dsc]Sagar Savale
 

Similaire à Spatial Interpolation Methods for Small-Sampled Bangladesh (20)

Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...
Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...
Optimization of Thermal Performance of Double Pipe Heat Exchanger using Mecha...
 
Meteorologist
MeteorologistMeteorologist
Meteorologist
 
Practical Work In Biology
Practical Work In BiologyPractical Work In Biology
Practical Work In Biology
 
IRJET - Control and Analyze of TCPTF
IRJET -  	  Control and Analyze of TCPTFIRJET -  	  Control and Analyze of TCPTF
IRJET - Control and Analyze of TCPTF
 
1.1 STATISTICS
1.1 STATISTICS1.1 STATISTICS
1.1 STATISTICS
 
1 statistical analysis
1  statistical analysis1  statistical analysis
1 statistical analysis
 
Investigation guide (updated may 2015)
Investigation guide (updated may 2015)Investigation guide (updated may 2015)
Investigation guide (updated may 2015)
 
Fundamentals of Thermal Mass Flow Measurement
Fundamentals of Thermal Mass Flow MeasurementFundamentals of Thermal Mass Flow Measurement
Fundamentals of Thermal Mass Flow Measurement
 
Follow the steps of a meteorologist
Follow the steps of a meteorologistFollow the steps of a meteorologist
Follow the steps of a meteorologist
 
Investigation of Decadal Changes of Temperature over Bihar Region (India)
Investigation of Decadal Changes of Temperature over Bihar Region (India)Investigation of Decadal Changes of Temperature over Bihar Region (India)
Investigation of Decadal Changes of Temperature over Bihar Region (India)
 
Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...
Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...
Team_H_BIA654A_Rahul_Bhatia_Ankit_Thacker_Utkarsh_Asthana_Naman_Jain_Final_Pr...
 
1625941932480.pptx
1625941932480.pptx1625941932480.pptx
1625941932480.pptx
 
Summarizes findings and executes the report through narrative and visual/gra...
Summarizes findings and executes the report through narrative and  visual/gra...Summarizes findings and executes the report through narrative and  visual/gra...
Summarizes findings and executes the report through narrative and visual/gra...
 
Temperature measurements and Calibration by heating
Temperature measurements and Calibration by heatingTemperature measurements and Calibration by heating
Temperature measurements and Calibration by heating
 
Ijmet 06 10_015
Ijmet 06 10_015Ijmet 06 10_015
Ijmet 06 10_015
 
Temperature measurements and Calibration by cooling
Temperature measurements and Calibration by coolingTemperature measurements and Calibration by cooling
Temperature measurements and Calibration by cooling
 
Intro to Biostat. ppt
Intro to Biostat. pptIntro to Biostat. ppt
Intro to Biostat. ppt
 
Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...
Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...
Estimation of Measurement Uncertainty in Labs: a requirement for ISO 17025 Ac...
 
Thermometiric titration
Thermometiric titrationThermometiric titration
Thermometiric titration
 
Differential scanning calorimetry [dsc]
Differential scanning calorimetry [dsc]Differential scanning calorimetry [dsc]
Differential scanning calorimetry [dsc]
 

Plus de Beniamino Murgante

Analyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesAnalyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesBeniamino Murgante
 
Smart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesSmart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesBeniamino Murgante
 
The evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesThe evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesBeniamino Murgante
 
Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Beniamino Murgante
 
Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Beniamino Murgante
 
Involving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityInvolving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityBeniamino Murgante
 
Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Beniamino Murgante
 
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...Beniamino Murgante
 
Presentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triestePresentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triesteBeniamino Murgante
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...Beniamino Murgante
 
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...Beniamino Murgante
 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Beniamino Murgante
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...Beniamino Murgante
 
Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Beniamino Murgante
 
Planning and Smartness: the true challenge
Planning and Smartness: the true challengePlanning and Smartness: the true challenge
Planning and Smartness: the true challengeBeniamino Murgante
 
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...Beniamino Murgante
 
Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Beniamino Murgante
 
Tecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessTecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessBeniamino Murgante
 

Plus de Beniamino Murgante (20)

Analyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable citiesAnalyzing and assessing ecological transition in building sustainable cities
Analyzing and assessing ecological transition in building sustainable cities
 
Smart Cities: New Science for the Cities
Smart Cities: New Science for the CitiesSmart Cities: New Science for the Cities
Smart Cities: New Science for the Cities
 
The evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processesThe evolution of spatial analysis and modeling in decision processes
The evolution of spatial analysis and modeling in decision processes
 
Smart City or Urban Science?
Smart City or Urban Science?Smart City or Urban Science?
Smart City or Urban Science?
 
Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...Involving citizens in smart energy approaches: the experience of an energy pa...
Involving citizens in smart energy approaches: the experience of an energy pa...
 
Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...Programmazione per la governance territoriale in tema di tutela della biodive...
Programmazione per la governance territoriale in tema di tutela della biodive...
 
Involving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing WalkabilityInvolving Citizens in a Participation Process for Increasing Walkability
Involving Citizens in a Participation Process for Increasing Walkability
 
Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg Presentation of ICCSA 2019 at the University of Saint petersburg
Presentation of ICCSA 2019 at the University of Saint petersburg
 
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
RISCHIO TERRITORIALE NEL GOVERNO DEL TERRITORIO: Ricerca e formazione nelle s...
 
Presentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of triestePresentation of ICCSA 2017 at the University of trieste
Presentation of ICCSA 2017 at the University of trieste
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
 
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
Focussing Energy Consumers’ Behaviour Change towards Energy Efficiency and Lo...
 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
Socio-Economic Planning profiles: Sciences VS Daily activities in public sector 
 
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
GEOGRAPHIC INFORMATION – NEED TO KNOW (GI-N2K) Towards a more demand-driven g...
 
Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...Garden in motion. An experience of citizens involvement in public space regen...
Garden in motion. An experience of citizens involvement in public space regen...
 
Planning and Smartness: the true challenge
Planning and Smartness: the true challengePlanning and Smartness: the true challenge
Planning and Smartness: the true challenge
 
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
GeoSDI: una piattaforma social di dati geografici basata sui principi di INSP...
 
Murgante smart energy
Murgante smart energyMurgante smart energy
Murgante smart energy
 
Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness Informazione Geografica, Città, Smartness
Informazione Geografica, Città, Smartness
 
Tecnologie, Territorio, Smartness
Tecnologie, Territorio, SmartnessTecnologie, Territorio, Smartness
Tecnologie, Territorio, Smartness
 

Dernier

Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 

Dernier (20)

Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 

Spatial Interpolation Methods for Small-Sampled Bangladesh