Space-Based Microwave Remote Sensing

(https://ceosr.science.gmu.edu/microwave-remote-sensing-group/)
Leland Pierce (lep@umich.edu)
Lecture MW 3-4:30PM, 3 credits
PreReq: EECS230 or equivalent (Physics 240)
Upper-Level EE Elective, or Flexible Technical Elective
Overview
This new course introduces the technology behind many of the space-based remote sensing instruments now in Earth orbit. Learn how to build your own sensors to determine properties of the Earth, such as soil moisture, air temperature and humidity, ocean currents, and many others that are key to understanding our planet's ecology and climate. The class involves two 80-minute lectures per week, homework, and exams. Topics include:- Wireless propagation
- How to design and build an analog radio system
- How radar interacts with the atmosphere, water, land, and vegetation
- Detection of the natural microwave emission from water, land, and vegetation
- Radar interferometry to map elevation and elevation changes
Textbook
The textbook we are using is:
Microwave Radar and Radiometric Remote Sensing, Ulaby and Long, Artech, 2015. ISBN: 9780472119356.
There is a book-specific website that can also help the student with the book content at: https://mrs.eecs.umich.edu
Format
The class consists of 2 80-minute lectures per week, with homework,
exams, and a final.
Outline
- Intro, logistics (MRS:ch1)
radar, radiometry, examples - Plane waves (MRS:2.1-2.3)
electromagnetics review, time-harmonic fields, propagation (lossless media), polarization - Plane Waves, contin (MRS:2.4-2.5)
propagation (lossy media), power density - plane wave reflection/transmission (MRS:2.6-2.10)
normal incidence - Plane wave reflection/transmission (MRS:2.7-2.10)
oblique incidence, reflectivity, transmissivity, lossy medium, 2-layer composite - Antennas (MRS:3.1-3.3)
herztian dipole, antenna characteristics, friis - antennas, contin (MRS:3.4-3.13)
large aperture, uniform aperture field, arrays, steering, active antennas - Materials (MRS:ch4)
modeling, models for water, ice, snow, rock, soil, veg - Radar Scattering (MRS:ch5.1-5.5)
scattering matrix, radar eqn, distrib targets - scattering, contin (MRS:ch5.6-5.13)
fading, mitigation, texture, despeckling, coherent vs. non-coherent, polarimetric, polarization synthesis - microwave radiometry (MRS:ch6.1-6.5)
definitions, thermal radiation, brightness temperature: Tb, hardware issues - radiometry, contin (MRS: ch6.6-6.10)
radiative transfer, terrain models, polarimetry - microwave radiometry systems (MRS:ch7.1-7.10)
noise, radiometric accuracy, resolution, dicke radiometer - radiometry systems, contin (MRS:7.11-7.16)
calibration, imaging, polarimetric - Atmosphere (MRS:ch8, ch9)
(MRS: skip 8.9, 8.11, 9.2, 9.3.3,9.3.4,9.3.5,9.3.7, 9.6, 9.7, 9.8, 9.11, 9.12, 9.13) composition, absorption spectrum, emission, effects of clouds, rain, etc, Radiometric Atmospheric sounding: forward model, inversion, temperature, water vapor - Surface scattering (MRS:ch10)
rough surface models, inversion, soil moisture - Volume scattg (MRS:ch11.1-11.8)
heuristic models, rayleigh, radiative transfer model, radiative transfer inversion, radar models of veg scattg - Volume Scattering, contin (MRS:ch11.9-11.16)
soil moisture estimation, trees, mimics, raco, snow - emission models (MRS:12.1-12.7)
emissivity, rough surf models, radiative xfer: veg over ground, ZRT model - emission models, contin (MRS:12.8-12.13)
moisture: soil, veg, snow, ice, missions, snow over ground, coherent/non-coherent, lake ice - Radars (MRS: 13.1-13.8)
cw, pulsed, resolution, FM chirp, matched filtering, precision - Radar contin. (MRS:13.9-13.16)
ambiguity, calibration, GNSS-R - Synthetic Aperture Radar (SAR) (MRS:14.1-14.6)
SLAR, SAR, resolution, ambiguity, power - SAR,contin (MRS:14.7-14.12)
system design, speckle, processing intro: raw to image, geometric distortions, inferring elevation, ionosphere effects - Interferometric SAR (INSAR) (MRS:15.1-15.4)
Phase, precision, SNR, forming interferogram - Interferometric SAR (INSAR), contin (MRS:15.5-15.7)
decorrelation, phase unwrapping, Shuttle Radar Toppography Mission (SRTM) - Interferometric SAR (INSAR), contin (MRS: 15.8-15.11)
along-track interferometry, Differential INSAR, time-series insar