Deep Learning
Fundamentals of remote sensing

Fundamentals of Remote Sensing

What is Remote Sensing?

  • Definition: The process of collecting information about an object or area from a distance, typically using satellites or aircraft.
  • Purpose: To observe and measure physical properties without direct contact.

Key Principles

  • Electromagnetic Radiation (EMR):

    • Definition: Energy that travels through space in the form of waves.
    • Sources: Sun (natural) and artificial sources (e.g., radar).
    • Interaction with Objects: EMR can be absorbed, transmitted, or reflected by objects.
  • Spectral Bands:

    • Visible Light: Wavelengths visible to the human eye (400-700 nm).
    • Infrared: Beyond visible light, used for heat detection.
    • Microwave: Used in radar remote sensing.
  • Resolution:

    • Spatial Resolution: The size of the smallest object that can be detected (e.g., 10 meters).
    • Spectral Resolution: The ability to distinguish between different wavelengths.
    • Temporal Resolution: How frequently data is collected for the same area.
    • Radiometric Resolution: The sensitivity of the sensor to detect slight differences in energy.

Remote Sensing Process

  1. Data Acquisition:

    • Sensors: Instruments on satellites or aircraft that collect data.
    • Platforms: Vehicles carrying sensors (e.g., satellites, drones).
  2. Data Processing:

    • Preprocessing: Correction of sensor errors, atmospheric effects, and geometric distortions.
    • Image Analysis: Techniques like classification, change detection, and image enhancement.
    • Post-Processing: Converting processed data into useful information (e.g., maps, reports).

Applications of Remote Sensing

  • Environmental Monitoring: Tracking changes in land cover, vegetation, and water bodies.
  • Agriculture: Monitoring crop health, soil conditions, and irrigation.
  • Disaster Management: Assessing damage from natural disasters and planning recovery efforts.
  • Urban Planning: Analyzing urban growth, infrastructure development, and land use patterns.