introduction to remote sensing and geographical information system (geoinformatics) by d.m siddique

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INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) INSTRUCTOR INSTRUCTOR DR. MOHSIN SIDDIQUE Downloading Link: Date: 06/12/2012 DR. MOHSIN SIDDIQUE ASSIST. PROFESSOR DEPARTMENT OF CIVIL ENGINEERING NUCES LAHORE, PAKISTAN [email protected]

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Page 1: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

INTRODUCTION TO REMOTE SENSING AND

GEOGRAPHICAL INFORMATION SYSTEM

(GEOINFORMATICS)

INSTRUCTORINSTRUCTOR

DR. MOHSIN SIDDIQUE

Downloading Link:

Date: 06/12/2012

DR. MOHSIN SIDDIQUE

ASSIST. PROFESSOR

DEPARTMENT OF CIVIL ENGINEERING

NUCES LAHORE, PAKISTAN

[email protected]

Page 2: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Remote Sensing (RS)

� Remotely sensing the usefulinformation of object (earth)

Application of Application of Remote Sensing Remote Sensing and and Geographical Geographical

Information SystemInformation System in Civil Engineeringin Civil Engineering2

� Geographic Information

System (GIS)

� A system that deals with alltypes of geographicallyreferenced data

Page 3: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Remote Sensing (RS)

� Remotely sensing the usefulinformation of object (earth)

� Process of recording, measuring andinterpreting imagery and digitalrepresentations of energy patternsderived from noncontact sensor

Application of Application of Remote Sensing Remote Sensing and and Geographical Geographical

Information SystemInformation System in Civil Engineeringin Civil Engineering3

derived from noncontact sensor

systems

� Geographic Information

System (GIS)

� A system designed to capture,store, manipulate, analyze,manage, and present all typesof geographically referenceddata

Page 4: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Can you recall Google Earth ?Can you recall Google Earth ?4

While its representation and management on geographical locations is made possible through GIS

The information in the Google earth is obtained through Remote Sensing

Page 5: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Can you recall Google Earth ?Can you recall Google Earth ?5

Lets look at small movies about Google earth to learn more about the remotely sensed information and its geographical referencing of the information

Page 6: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Remote sensing has been variously defined but basically it is the art or scienceof telling something about an object without touching it. (Fischer et al.,1976, p. 34)

� Remote sensing is the acquisition of physical data of an object without touch

or contact. (Lintz and Simonett, 1976, p. 1)

� Remote sensing is the observation of a target by a device separated from itby some distance. (Barrett and Curtis, 1976, p. 3)

Remote SensingRemote Sensing

6

� The term “remote sensing” in its broadest sense merely means“reconnaissance at a distance.” (Colwell, 1966, p. 71)

� Remote sensing is the art, science and technology of obtaining reliable

information about physical objects and the environment, through theprocess of recording, measuring and interpreting imagery and digitalrepresentations of energy patterns derived from noncontact sensor systems

(Lecture Note by Wataru, 2009)

Page 7: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Remote sensing is the science of deriving information about an object frommeasurements made at a distance from the object, i.e., without actually

coming in contact with it. The quantity most frequently measured in present-day remote sensing systems is the electromagnetic energy emanating fromobjects of interest, and although there are other possibilities (e.g., seismicwaves, sonic waves, and gravitational force), our attention . . . is focused uponsystems which measure electromagnetic energy. (D. A. Landgrebe, quoted inSwain and Davis, 1978, p. 1)

Remote SensingRemote Sensing

7

Swain and Davis, 1978, p. 1)

� Remote sensing is the practice of deriving information about the Earth’s land and

water surfaces using images acquired from an overhead perspective, using

electromagnetic radiation in one or more regions of the electromagnetic

spectrum, reflected or emitted from the Earth’s surface. (James B.Campbell, Randolph H. Wynne (2011): Introduction to Remote Sensing)

Is remote sensing limited to use of electromagnetic radiation !!!?

Page 8: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Natural:

� Oldest Compound Eyes

� Artificial:

� 1800: Discovery of infrared by Sir William Herschel

� 1826: Joseph Niepce takes first photograph

� 1839: Beginning of practice of photography

1850–1860: Photography from balloons

History of History of Remote SensingRemote Sensing8

� 1850–1860: Photography from balloons

� 1858: Gaspard Tournachon takes first aerial photograph from a balloon

� 1847: Infrared spectrum shown by A. H. L. Fizeau and J. B. L. Foucault to share properties with visible light

� 1873: Theory of electromagnetic energy developed by James Clerk Maxwell

� 1909: Photography from airplanes

� 1914-1918 World War I: Aerial reconnaissance

� 1920–1930: Development and initial applications of aerial photography and photogrammetry

Page 9: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� 1929–1939: Economic depression generates environmental crises that lead to governmental applications of aerial photography

� 1930–1940: Development of radars in Germany, US, and UK

� 1939–1945: World War II: applications of nonvisible portions of electromagnetic spectrum; training of persons in acquisition and interpretation of airphotos

� 1950–1960: Military research and development

1956 Colwell’s research on plant disease detection with infrared photography

History of History of Remote SensingRemote Sensing9

� 1956 Colwell’s research on plant disease detection with infrared photography

� 1960–1970: First use of term remote sensing TIROS weather satellite Skylab remote sensing observations from space

� 1972: Launch of Landsat 1

� 1970–1980: Rapid advances in digital image processing

� 1980–1990: Landsat 4: new generation of Landsat sensors

� 1986: SPOT French Earth observation satellite

� 1980s: Development of hyperspectral sensors

� 1990s: Global remote sensing systems, lidars

Page 10: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History of History of Remote SensingRemote Sensing10

Joseph Niepce

(copyright Gernsheim Collection, U-Texas)

Page 11: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History of History of Remote SensingRemote Sensing11

First Aerial Photograph from Airplane:Italy 24-04-1909 (Oblique view of wallsof Centocelli Italy, by Wibur Wright)

The first photo takenfrom balloon (1858)

Page 12: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History of History of Remote SensingRemote Sensing12

Early aerial photography by the U.S. Navy, 1914. This photograph illustratesdifficulties encountered in early efforts to match the camera with the airplane

Page 13: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History of History of Remote SensingRemote Sensing13

Aerial photography, World War I Aerial photography, World War II

Page 14: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History of History of Remote SensingRemote Sensing14

Modern day remote sensing using satellites

Page 15: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Early Pictures of SatellitesEarly Pictures of Satellites15

Saudi Arabia Eastern India, Bangladesh & Himalayas (20N, 88E)

Gulf of California and Southern California

Page 16: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History of History of Remote SensingRemote Sensing: Satellites: Satellites16

Page 17: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

What do we sense in Remote SensingWhat do we sense in Remote Sensing17

By recording emitted or reflected radiation and applying knowledge of its

behaviour as it passes through the Earth’s atmosphere and interacts with

objects, remote sensing analysts develop knowledge of the character of

features such as vegetation, structures, soils, rock, or water bodies on the

Earth’s surface.

Page 18: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Electromagnetic (EM) SpectrumElectromagnetic (EM) Spectrum18

The most familiar form of EMR is visible light, which forms only a small(but very important) portion of the full EM spectrum.

The large segments of this spectrum that lie outside the visible rangerequire our special attention because they may behave in ways that arequite foreign to our everyday experience with visible radiation.

Page 19: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Earth’s atmosphere is by no means completely transparent to

electromagnetic radiation because the gases (O3, O2, CO2 & H2O )

together form important barriers to transmission of electromagnetic

radiation through the atmosphere

� Atmosphere selectively transmits energy of certain wavelengths; those

wavelengths that are relatively easily transmitted through the atmosphere

are referred to as atmospheric windows

Atmospheric WindowsAtmospheric Windows19

Atmospheric windows are vitally important to the development of sensors for remote sensing

Page 20: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Type of Remote Sensing (RS)Type of Remote Sensing (RS)20

�Passive RS�Natural (EMR from Sun)

� Active RS

� Technological Assisted Radiation

RS using reflected solar radiation RS using emitted terrestrial radiation

RS using senor’s transmitted radiation

Page 21: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Force Field � (Gravitational and Magnetic)

� Acoustical Energy� For Sonar Survey

� Electromagnetic Energy

Technological Assisted Remote SensingTechnological Assisted Remote Sensing21

� Pass through free space

� Pass through atmosphere

� Variety in Behaviour

� Can be exploited in different ways

Page 22: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Various Platforms of RS to record EM spectrumVarious Platforms of RS to record EM spectrum22

Page 23: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Various Steps in RSVarious Steps in RS

23

(A) Energy Source(B) Radiation and the Atmosphere(C) Interaction with the Target(D) Recording of Energy by the Sensor(E) Transmission, Reception, and Processing(F) Interpretation and Analysis(G) Application

Page 24: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

RS and GIS of RS and GIS of Earth ResourcesEarth Resources24

Remote Sensing GISSensing System

Geo referencingPictorial and

Data

Product

Interpre

tation Products Users

Electromagetic remote sensing of earth and its processing

Pictorial and Numerical data

Page 25: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Geographic Information Systems (GIS) system designed to capture, store, manipulate, analyze, manage, and present all types of geographically referenced data

� GIS are computerized systems designed for the storage, retrieval and analysis of geographically referenced data

� GIS uses advanced analytical tools to explore at a scientific level the spatial relationships, patterns, and processes of cultural, biological,

Geographic Information System (GIS)Geographic Information System (GIS)25

spatial relationships, patterns, and processes of cultural, biological, demographic, economic, geographic, and physical phenomena

� GIS stores related geographic features in separate collections of files called map layers

� Map layers can be reused easily and assembled into any number of map compositions and overlaid for analysis

Unique capabilities of GISUnique capabilities of GIS

Page 26: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Geographic Information System (GIS)Geographic Information System (GIS)26

Page 27: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Information� Remote sensing data

� Geographic data

� Hardware�Computer

�Digitizer

Tools for GISTools for GIS27

InformationHardware/software

�Digitizer

� Scanner

� Printer/Plotter

� Software�Desktop GIS

� Internet GIS

�CAD Software

�Database Software

�Multimedia (photos, videos, 3D models)

Multimedia

Page 28: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Location: What is at...? Where is it…?

� (Location question ; what exists at a particular location)

� Condition: Status of features…?

� (Conditional question ; which locations satisfy certain conditions)

� Trends: What has changed since...?

� (Trendy question ; identifies geographic occurrence or trends that have

GIS answers the followingGIS answers the following28

� (Trendy question ; identifies geographic occurrence or trends that have

changed or in the process of changing)

� Patterns: What spatial patterns exist…?

� (Relational question : analyzes the spatial relationship between objects

of geographic features)

� Modeling: What if…?

� (Model based question ; computers and displays an optimum path, a

suitable land, risky area against disasters etc. based on model)

Page 29: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Location: What is at...? Where

is it…?

� Condition: Status of

features…?

� Trends: What has

changed since...?

GIS answers the followingGIS answers the following29

Mohsin

changed since...?

� Patterns: What spatial

patterns exist…?

� Modeling: What if…?

Page 30: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Basic data manipulation in RS & GISBasic data manipulation in RS & GIS30

One of the most commonproducts of a GIS is a map

Global to local

Page 31: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Geographical information systems evolved from centuries of mapmaking and the compilation of spatial data

History and Development of GISHistory and Development of GIS31

Map prepared by Eratosthenes

The Greek mathematician, astronomer, and geographer Eratosthenes (ca. 276 – 194B.C.) laid the foundations of scientific cartography

Page 32: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History and Development of GISHistory and Development of GIS32

Ptolemy’s map of the world, about A.D. 150, republished in 1482. Notice the

use of latitude and longitude lines and the distinctive projection of this map

Page 33: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

History and Development of GISHistory and Development of GIS33

Al-Idrisi’s map of the world, 1456. He completed a map of the known world in

the 12th century. Drawn with south at the top, this later example has been

inverted for easier viewing.

Page 34: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Important Milestones in The Development of GISImportant Milestones in The Development of GIS34

Page 35: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Agriculture and Soil

� Precision Agriculture, Crop Acreage and Production Estimation, Soil andLand Degradation Mapping

� Forest, Biodiversity and Environment

� Forest Cover and Type Mapping, Biodiversity Characterisation,Environmental Impact Studies, Monitoring of Environmental Sensitive Area,Monitoring of Wetland Areas, Forest Fire and Risk Mapping

Application of RS and GISApplication of RS and GIS35

Monitoring of Wetland Areas, Forest Fire and Risk Mapping

� Engineering and Geology

� Mineral Potential Mapping, Groundwater Potential Zoning, InfrastructurePlanning

� Regional/ Land Development

� Town and Country Planning, Land Alienation, Solid Waste Disposal

Page 36: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Marine and Oceanography

� Potential Fishing Zone (PFZ), Coastal Zone Mapping, Marine Resources,Physical Oceanography

� Disaster Management

� Monitoring and Mapping of Disaster Areas (Forest fire, Flood andLandslide), Landslide Hazard Zonation, Flood Damage Assessment, ForestFire

Application of RS and GISApplication of RS and GIS36

Fire

� Meteorology

� Extended Range Monsoon Forecasting, Ocean State Forecasting

� Water

� Potential Drinking Water Zones, Monitoring of Catchment and ReservoirAreas, Surface Water, Watershed Development

Page 37: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Environmental Health

� Dengue Risk Mapping Zoning, Children Malnutrition Study, Air Pollution Study, Tick Borne Disease

� Landuse Monitoring

� Landuse/ Land Cover Mapping, Wasteland Mapping, Topography and Geographic Positioning, Urban Development, Geology

Application of RS and GISApplication of RS and GIS37

� National Security

� Intelligence, Territorial Security Management, Mapping and Rescue Planning, Strategic and Tactical, Ground Mobility

Page 38: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Crop Growth MonitoringApplication of RS: Crop Growth Monitoring38

Page 39: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Global Normalized difference vegetation index (NDVI) map by MODIS (2003)

Application of RS: Crop Growth MonitoringApplication of RS: Crop Growth Monitoring39

[GSFC, 2003]

Page 40: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RSApplication of RS: Forest Monitoring: Forest Monitoring40

Page 41: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Urban Heat Island MonitoringApplication of RS: Urban Heat Island Monitoring41

Land Surface temperature is clearly enhanced by land cover

Page 42: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Wild Fire MonitoringApplication of RS: Wild Fire Monitoring42

Page 43: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Disaster ManagementApplication of RS: Disaster Management43

Page 44: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Land Application of RS: Land UsesUses44

Newfoundland , Canada

Landsat Composite Image

Page 45: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Land Use changeApplication of RS: Land Use change45

Page 46: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: WaterApplication of RS: Water46

Page 47: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Flood Application of RS: Flood MappingMapping47

satellite image of St. Louis on

July 4, 1988, during normal river

levels.

St. Louis on July 18, 1993,

during the height of the

flooding.

Page 48: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Military UseApplication of RS: Military Use48

Page 49: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Application of RS: Military UseApplication of RS: Military Use49

Page 50: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Books on Remote sensing

Books and TutorialsBooks and Tutorials50

Canada Centre for Remote Sensing Fundamentals of Remote sensing

Thomas M. Lillesand (eds.), 2007. Remote sensing and image interpretation, Willey.

James B. Campbell, Randolph H. Wynne (2011):Introduction to Remote Sensing, Fifth Edition

Page 51: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Books and TutorialsBooks and Tutorials

� Books on Remote Sensing and GIS

51

Paul R. Wolf (eds.), 2000. Elements of photogrammetry with applications in GIS, McGraw-Hill Science.

Qihao Weng, Remote Sensing and GIS Integration, Theory, Methods and Applications

Page 52: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Books and TutorialsBooks and Tutorials

� Books on GIS

52

Shahab Fazal, GIS Basics

Michael N. DeMers, GIS for Dummies

Julie Delaney & Kimberly Van Niel, Geographic Information system Anintroduction

Page 53: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Books and TutorialsBooks and Tutorials

� Books on GIS

To be added with the help

of Sir Google ….☺

53

T. Sutton, O. Dassau, M. Sutton, A gentle introduction to GIS

Page 54: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Tutorial on Remote Sensing and GIS

Books and TutorialsBooks and Tutorials54

Remote Sensing Tutorial by

GSFC/NASA:

(http://rst.gsfc.nasa.gov/)

Remote Sensing and GIS Tutorial by

JARS/JAXA/AIT/RESTEC

(http://stlab.iis.u-tokyo.ac.jp/~wataru/lecture/rsgis/)

History of Remote Sensing by GSFC/NASA(http://stlab.iis.u-tokyo.ac.jp/~wataru/lecture/rsh/)

Page 55: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

� Lecture Notes

� Dr. Takauchi Wataru

� http://stlab.iis.u-tokyo.ac.jp/~wataru/

� Dr. Ryosuke Shibasaki

� Dr. Noor Muhammad Khan

Dr. Nagesh Kumar

Other SourcesOther Sources55

� Dr. Nagesh Kumar

� etc etc

� Web Sources

� www.google.com

� www.youtube.com

� www.wikipedia.org

� etc etc

Page 56: INTRODUCTION TO REMOTE SENSING AND GEOGRAPHICAL INFORMATION SYSTEM (GEOINFORMATICS) By D.M Siddique

Comments….Comments….

Questions…. Questions….

Suggestions….Suggestions….

56

Thank you !Thank you !

I am greatly thankful to all the information sources(regarding remote sensing and GIS) on internet that Iaccessed and utilized for the preparation of presentlecture.

Feel free to [email protected]