Research in Airborne Remote Sensing: Heat Flux in Giant Kelp Forests on the Santa Barbara Coast Runyon Colie Woods
|
|
|
- Norah Fisher
- 5 years ago
- Views:
Transcription
1 Research in Airborne Remote Sensing: Heat Flux in Giant Kelp Forests on the Santa Barbara Coast Runyon Colie Woods Advisors: Dr. Dylan McNamara Dr. Raphael Kudela (UCSC)
2 SARP and the DC-8 Remote Sensing - the small or large-scale acquisition of information of an object or phenomenon by the use of either recording or real-time sensing devices that are not in physical contact with the object. 8 research flights in 1 week Dryden Flight Research Center, Pamdale, CA
3 MASTER (MODIS/ASTER) MODIS Moderate Resolution Imaging Spectroradiometer ASTER Advanced Spaceborne Thermal Emission and Reflection Radiometer Collects MODIS and ASTER like land data sets at higher resolutions than the satellites themselves. 50 spectral bands (.4-13μm)
4 Background Macrocystis pyferia is a dark target Kelp thrives in nutrient rich cold water Thermal Color Infrared
5 Questions Is there a kelp heat signature in MASTER imagery? If heat is absorbed by the kelp, how much is this compared to surrounding water? Is there variability from 2010 to 2011 in the thermal imagery? Can a flux of heat be observed in and out of the kelp forest? What does this temperature difference mean for the kelp as a whole?
6 Methods: ENVI 6m resolution Long wave infrared (8-13 μm) Color infrared (.7-.9 μm) Landmasking Basic enhancements Color mapping
7 Methods: Region of Interest ROI s for kelp and temperature profiles 2D scatter plot (pixels) (CIR).87μm vs.65μm (LWIR)12.7μm vs 8.5μm
8 Creating Temperature Profiles Hand-drawn ROI s. Image enhanced and color mapped.
9
10 Design 3 Locations: Naples Reef, Isla Vista and East of Isla Vista Kelp ROI Overlay onto thermal ROI on hottest area, medium area, and total warmed. Baselines offshore and near shore Export into Excel and plot results
11 East of Isla Vista
12 Temperature Profiles Hot (red) and Medium (green) Areas Kelp Canopy Area
13 East of Isla Vista: Baselines and Warmed Area Offshore Area Total Warmed Area (purple) and Near shore Area (pink)
14 Temperature (Kelvin) Results: East of Isla Vista
15 Isla Vista
16 Temperature (Kelvin) Isla Vista: Results
17 Naples Reef
18 Temperature (Kelvin) Naples: Results
19 Naples 2010 Naples 2011
20 Surface Area (square meters) Canopy Surface Areas
21 Temperature (Kelvin) Surface Temperatures
22 Naples 2010 Naples 2011
23 Red= kelp canopy
24 Pink= Kelp canopy Red= colder areas Green= warmer areas
25 H1- Hot 1 H2- Hot 2 Etc. C1 H1 C2 H2 C3 C1- Cold 1 C2- Cold 2 Etc. H3 C4 H4 C5
26 Temperature (Kelvin) The Stripes of Naples: Results
27 Thermal Effects on Kelp In situ growth and chemical composition of the giant kelp, Macrocystis pyrifera: response to temporal changes in ambient nutrient availbility Zimmerman and Kremer 1986
28 Green = Kelp Red Lines = Diffusion of heat through water
29
30
31 Conclusions Year to year comparison to find ideal temperatures for kelp health Creation of models of surface temperatures to map future kelp forest growth The amount of heat kelp absorbs and releases could be a reason in its role as an ecosystem
32 Summary Macrocystis pyferia (giant kelp) can be detected using LWIR. Giant kelp increases surface temperature 1 Kelvin above ambient water surface temperature readings were 3 K colder than Flux at Naples reef is present from bed to shore or shore to bed. Complex emergence of stripes occurred in 2011 when not present in 2010 Stripes are a result of reaction/diffusion system.
33 Thank you! Dylan McNamara, Raphe Kudela, Sherry Palacios, Shawn Kefauver, Rick Shetter, Emily Schaller, Eric Buzay, Nicholas Clinton, Dennis Gearhart, and Team Zissou.
34 Isla Vista: Temperature Profiles Hot (red) and Medium (green) Areas Kelp Canopy Area
35 Isla Vista: Baselines and Warmed Area Total Warmed Area (purple) and Near shore Area (pink) Offshore Area
36 Temperature Profiles Hot (red) and Medium (green) Areas Kelp Canopy Area
37 Offshore Area Naples: Baselines and Warmed Area Total Warmed Area (purple) and Near shore Area (pink)
LESSON THREE Time, Temperature, Chlorophyll a Does sea surface temperature affect chlorophyll a concentrations?
STUDENT PAGES LESSON THREE A partnership between California Current Ecosystem Long Term Ecological Research (CCE LTER) and Ocean Institute (OI) Beth Simmons, Education and Outreach Coordinator, CCE LTER,
Introduction to Electromagnetic Radiation and Radiative Transfer
Introduction to Electromagnetic Radiation and Radiative Transfer Temperature Dice Results Visible light, infrared (IR), ultraviolet (UV), X-rays, γ-rays, microwaves, and radio are all forms of electromagnetic
PRINCIPLES OF REMOTE SENSING. Electromagnetic Energy and Spectral Signatures
PRINCIPLES OF REMOTE SENSING Electromagnetic Energy and Spectral Signatures Remote sensing is the science and art of acquiring and analyzing information about objects or phenomena from a distance. As humans,
UNIT 5: ECOLOGY Chapter 15: The Biosphere
CORNELL NOTES Directions: You must create a minimum of 5 questions in this column per page (average). Use these to study your notes and prepare for tests and quizzes. Notes will be stamped after each assigned
FOR 435/535: Remote Sensing for Fire Management. FOR 435: Remote Sensing for Fire Management. FOR 435: Thermal Properties of Fires
FOR 435/535: Remote Sensing for Fire Management FOR 435: Remote Sensing for Fire Management 4. Active Fire Behavior Thermal Properties of Fires Field Measures Remote Sensing The amount of heat per unit
Estimation of ocean contribution at the MODIS near-infrared wavelengths along the east coast of the U.S.: Two case studies
GEOPHYSICAL RESEARCH LETTERS, VOL. 32, L13606, doi:10.1029/2005gl022917, 2005 Estimation of ocean contribution at the MODIS near-infrared wavelengths along the east coast of the U.S.: Two case studies
Learning Objectives. Thermal Remote Sensing. Thermal = Emitted Infrared
November 2014 lava flow on Kilauea (USGS Volcano Observatory) (http://hvo.wr.usgs.gov) Landsat-based thermal change of Nisyros Island (volcanic) Thermal Remote Sensing Distinguishing materials on the ground
Lecture 19: Operational Remote Sensing in Visible, IR, and Microwave Channels
MET 4994 Remote Sensing: Radar and Satellite Meteorology MET 5994 Remote Sensing in Meteorology Lecture 19: Operational Remote Sensing in Visible, IR, and Microwave Channels Before you use data from any
DEPENDENCE OF URBAN TEMPERATURE ELEVATION ON LAND COVER TYPES. Ping CHEN, Soo Chin LIEW and Leong Keong KWOH
DEPENDENCE OF URBAN TEMPERATURE ELEVATION ON LAND COVER TYPES Ping CHEN, Soo Chin LIEW and Leong Keong KWOH Centre for Remote Imaging, Sensing and Processing, National University of Singapore, Lower Kent
Introduction. One way to monitor the status of this energy is though monitoring sea surface
Sears 1 Understanding Hurricane Intensity Using Sea Surface Height and Temperature Information John Sears (Plymouth State University) Robbie Hood (NASA-MSFC) Frank LaFontaine (Raytheon) Abstract Warmer
Impacts of Atmospheric Corrections on Algal Bloom Detection Techniques
1 Impacts of Atmospheric Corrections on Algal Bloom Detection Techniques Ruhul Amin, Alex Gilerson, Jing Zhou, Barry Gross, Fred Moshary and Sam Ahmed Optical Remote Sensing Laboratory, the City College
Southern Florida to Cape Hatteras Spring Season Preview 2018 UPDATE ON U.S. EAST COAST GULF STREAM CONDITIONS
Southern Florida to Cape Hatteras Spring Season Preview 2018 UPDATE ON U.S. EAST COAST GULF STREAM CONDITIONS By ROFFS Gregory J. Gawlikowski ROFFS continues its spring preview series by providing an overall
CORRELATION BETWEEN URBAN HEAT ISLAND EFFECT AND THE THERMAL INERTIA USING ASTER DATA IN BEIJING, CHINA
CORRELATION BETWEEN URBAN HEAT ISLAND EFFECT AND THE THERMAL INERTIA USING ASTER DATA IN BEIJING, CHINA Yurong CHEN a, *, Mingyi DU a, Rentao DONG b a School of Geomatics and Urban Information, Beijing
Flux Tower Data Quality Analysis in the North American Monsoon Region
Flux Tower Data Quality Analysis in the North American Monsoon Region 1. Motivation The area of focus in this study is mainly Arizona, due to data richness and availability. Monsoon rains in Arizona usually
Satellites, Weather and Climate Module 1: Introduction to the Electromagnetic Spectrum
Satellites, Weather and Climate Module 1: Introduction to the Electromagnetic Spectrum What is remote sensing? = science & art of obtaining information through data analysis, such that the device is not
Using GIS and Satellite Imagery to Locate Hydrocarbons ABSTRACT
Using GIS and Satellite Imagery to Locate Hydrocarbons Jay Rauschkolb Paper # 868 Presented at the ESRI International User Conference, San Diego, California July 7-10, 2003 ABSTRACT The purpose of this
Remote Sensing. RAHS C Division Invitational
Remote Sensing RAHS C Division Invitational 2017-18 Instructions: Answer all questions on this answer sheet. Sheets may be double sided, check both sides! If you separate the sheets of the test be sure
ISO MODIS NDVI Weekly Composites for Canada South of 60 N Data Product Specification
ISO 19131 MODIS NDVI Weekly Composites for South of 60 N Data Product Specification Revision: A Data specification: MODIS NDVI Composites for South of 60 N - Table of Contents - 1. OVERVIEW... 3 1.1. Informal
Lecture 4b: Meteorological Satellites and Instruments. Acknowledgement: Dr. S. Kidder at Colorado State Univ.
Lecture 4b: Meteorological Satellites and Instruments Acknowledgement: Dr. S. Kidder at Colorado State Univ. US Geostationary satellites - GOES (Geostationary Operational Environmental Satellites) US
MONITORING THE SURFACE HEAT ISLAND (SHI) EFFECTS OF INDUSTRIAL ENTERPRISES
MONITORING THE SURFACE HEAT ISLAND (SHI) EFFECTS OF INDUSTRIAL ENTERPRISES A. Şekertekin a, *, Ş. H. Kutoglu a, S. Kaya b, A. M. Marangoz a a BEU, Engineering Faculty, Geomatics Engineering Department
Inaugural University of Michigan Science Olympiad Tournament
Inaugural University of Michigan Science Olympiad Tournament The test may be taken apart. Ties will be broken based on predetermined questions and quality of response. Remote Sensing Test length: 50 Minutes
LAND SURFACE TEMPERATURE VALIDATION WITH IN SITU MEASUREMENTS
LAND SURFACE TEMPERATURE VALIDATION WITH IN SITU MEASUREMENTS Group 7 Juan Manuel González Cantero Irene Grimaret Rincón Alex Webb Advisor: Darren Ghent Research problem The project task is to design an
Marine Heat Waves: A general overview and case studies in the Mediterranean and around Australia. Eric C. J. Oliver1,2
Marine Heat Waves: A general overview and case studies in the Mediterranean and around Australia Eric C. J. Oliver1,2 Matthew A. Chamberlain3, Simon J. Wotherspoon1, Neil J. Holbrook1,2 1 Institute for
Meteorological Satellite Image Interpretations, Part III. Acknowledgement: Dr. S. Kidder at Colorado State Univ.
Meteorological Satellite Image Interpretations, Part III Acknowledgement: Dr. S. Kidder at Colorado State Univ. Dates EAS417 Topics Jan 30 Introduction & Matlab tutorial Feb 1 Satellite orbits & navigation
High-resolution bottom albedo images and benthic habitat classification to develop baseline management tools in Natural Reserves
High-resolution bottom albedo images and benthic habitat classification to develop baseline management tools in Natural Reserves *William J. Hernandez, Ph.D. and Roy A. Armstrong, Ph.D. *Post-Doctoral
Reflectivity in Remote Sensing
Reflectivity in Remote Sensing The amount of absorbance and reflection of white light by a substance is dependent upon the molecular makeup of the substance. Humans have used dyes for years to obtain colors-
Lectures 7 and 8: 14, 16 Oct Sea Surface Temperature
Lectures 7 and 8: 14, 16 Oct 2008 Sea Surface Temperature References: Martin, S., 2004, An Introduction to Ocean Remote Sensing, Cambridge University Press, 454 pp. Chapter 7. Robinson, I. S., 2004, Measuring
ESTIMATION OF ATMOSPHERIC COLUMN AND NEAR SURFACE WATER VAPOR CONTENT USING THE RADIANCE VALUES OF MODIS
ESTIMATION OF ATMOSPHERIC COLUMN AND NEAR SURFACE WATER VAPOR CONTENT USIN THE RADIANCE VALUES OF MODIS M. Moradizadeh a,, M. Momeni b, M.R. Saradjian a a Remote Sensing Division, Centre of Excellence
Undergraduate Research Final Report: Estimation of suspended sediments using MODIS 250 m bands in Mayagüez Bay, Puerto Rico
Undergraduate Research Final Report: Estimation of suspended sediments using MODIS 250 m bands in Mayagüez Bay, Puerto Rico Abstract: José F. Martínez Colón Undergraduate Research 2007 802-03-4097 Advisor:
SYNERGY OF SATELLITE REMOTE SENSING AND SENSOR NETWORKS ON GEO GRID
SYNERGY OF SATELLITE REMOTE SENSING AND SENSOR NETWORKS ON GEO GRID National Institute of Advanced Industrial Science and Technology, Japan Yoshio Tanaka (on behalf of AIST GEO Grid team) Contents Brief
NASA-led campaign studies Hawaii's iconic volcanoes 9 February 2017, by Alan Buis
NASA-led campaign studies Hawaii's iconic volcanoes 9 February 2017, by Alan Buis Night view of Hawaii's Kilauea Volcano, one of Earth's most active volcanoes. A NASA-led team is studying Hawaiian volcanoes
Principles of Radiative Transfer Principles of Remote Sensing. Marianne König EUMETSAT
- Principles of Radiative Transfer Principles of Remote Sensing Marianne König EUMETSAT marianne.koenig@eumetsat.int Remote Sensing All measurement processes which perform observations/measurements of
Thought Questions: What is the Earth s Average Temperature?
Thought Questions: What is the Earth s Average? Objectives Estimate the average temperature of the earth as a whole (atmosphere and surface combined), by applying several basic physical principles to satellite
P1.16 RECENT MONITORING OF SUSPENDED SEDIMENT PATTERNS ALONG LOUISIANA S COASTAL ZONE USING ER-2 BASED MAS DATA AND TERRA BASED MODIS DATA.
P1.16 RECENT MONITORING OF SUSPENDED SEDIMENT PATTERNS ALONG LOUISIANA S COASTAL ZONE USING ER-2 BASED MAS DATA AND TERRA BASED MODIS DATA. Christopher C. Moeller* 1, M. M. Gunshor 1, W. P. Menzel 2, O.K.
Urban Tree Canopy Assessment Purcellville, Virginia
GLOBAL ECOSYSTEM CENTER www.systemecology.org Urban Tree Canopy Assessment Purcellville, Virginia Table of Contents 1. Project Background 2. Project Goal 3. Assessment Procedure 4. Economic Benefits 5.
DEVELOP National Program
DEVELOP National Program GLSLCI 2015 Annual Meeting and Conference Sarnia, Ontario 19 June 2015 DEVELOP National Program NASA GLSLCI 2015 June 2015 NASA Earth observations NASA Earth observations include
Thermal Infrared (TIR) Remote Sensing: Challenges in Hot Spot Detection
Thermal Infrared (TIR) Remote Sensing: Challenges in Hot Spot Detection ASF Seminar Series Anupma Prakash Day : Tuesday Date : March 9, 2004 Time : 2.00 pm to 2.30 pm Place : GI Auditorium Geophysical
Introduction to ecosystem modelling Stages of the modelling process
NGEN02 Ecosystem Modelling 2018 Introduction to ecosystem modelling Stages of the modelling process Recommended reading: Smith & Smith Environmental Modelling, Chapter 2 Models in science and research
Google Earth Engine: MODIS Land Surface Temperature (LST) Training Release IRI, Earth Institute, Columbia University
Google Earth Engine: MODIS Land Surface Temperature (LST) Training Release 1.0.0 IRI, Earth Institute, Columbia University Pietro Ceccato Valerie Pietsch Yung-Jen Chen May 24, 2016 CONTENTS Google Earth
Chapter 1: Introduction
Chapter 1: Introduction Photogrammetry: Definition & applications What are we trying to do? Data acquisition systems 3-D viewing of 2-D imagery Automation (matching problem) Necessary tools: Image formation
High-resolution bottom albedo images and benthic habitat classification to develop baseline management tools in Natural Reserves
High-resolution bottom albedo images and benthic habitat classification to develop baseline management tools in Natural Reserves William J. Hernandez, Ph.D. and Roy A. Arsmtrong, Ph.D. Post-Doctoral Researcher
SAR Data Analysis: An Useful Tool for Urban Areas Applications
SAR Data Analysis: An Useful Tool for Urban Areas Applications M. Ferri, A. Fanelli, A. Siciliano, A. Vitale Dipartimento di Scienza e Ingegneria dello Spazio Luigi G. Napolitano Università degli Studi
Scaling photosynthetic light-use efficiency from canopies to. landscapes
Scaling photosynthetic light-use efficiency from canopies to Thomas Hilker 1 Nicholas Coops 2 Forrest Hall 1 T Andrew Black 2 1 NASA Goddard Space Flight Center, Greenbelt, MD, USA landscapes 2 University
A new perspective on aerosol direct radiative effects in South Atlantic and Southern Africa
A new perspective on aerosol direct radiative effects in South Atlantic and Southern Africa Ian Chang and Sundar A. Christopher Department of Atmospheric Science University of Alabama in Huntsville, U.S.A.
Surface temperature what does this data tell us about micro-meteorological processes?
Surface temperature what does this data tell us about micro-meteorological processes? Prof. Dr. Eberhard Parlow Meteorology, Climatology and Remote Sensing (MCR Lab) Department of Environmental Sciences
Monitoring Sea Surface temperature change at the Caribbean Sea, using AVHRR images. Y. Santiago Pérez, and R. Mendez Yulfo
Monitoring Sea Surface temperature change at the Caribbean Sea, using AVHRR images. Y. Santiago Pérez, and R. Mendez Yulfo Department of Geology, University of Puerto Rico Mayagüez Campus, P.O. Box 9017,
Analysing Land Surface Emissivity with Multispectral Thermal Infrared Data
2nd Workshop on Remote Sensing and Modeling of Surface Properties 9-11 June 2009, Météo France, Toulouse, France Analysing Land Surface Emissivity with Multispectral Thermal Infrared Data Maria Mira, Thomas
HYPERSPECTRAL IMAGING
1 HYPERSPECTRAL IMAGING Lecture 9 Multispectral Vs. Hyperspectral 2 The term hyperspectral usually refers to an instrument whose spectral bands are constrained to the region of solar illumination, i.e.,
HST/NICMOS Observations of the Near Infrared Background
HST/NICMOS Observations of the Near Infrared Background Rodger Thompson and Richard Donnerstein Steward Observatory University of Arizona Unique Aspects of the NICMOS UDF Observations! High spatial resolution
The Spectral Radiative Effects of Inhomogeneous Clouds and Aerosols
The Spectral Radiative Effects of Inhomogeneous Clouds and Aerosols S. Schmidt, B. Kindel, & P. Pilewskie Laboratory for Atmospheric and Space Physics University of Colorado SORCE Science Meeting, 13-16
The Kinetic Theory of Matter. Temperature. Temperature. Temperature. Temperature. Chapter 6 HEAT
The Kinetic Theory of Matter Hewitt/Lyons/Suchocki/Yeh Conceptual Integrated Science Chapter 6 HEAT Kinetic Theory of Matter: Matter is made up of tiny particles (atoms or molecules) that are always in
Aerosol Optical Depth Variation over European Region during the Last Fourteen Years
Aerosol Optical Depth Variation over European Region during the Last Fourteen Years Shefali Singh M.Tech. Student in Computer Science and Engineering at Meerut Institute of Engineering and Technology,
Spatial Variability of Aerosol - Cloud Interactions over Indo - Gangetic Basin (IGB)
Spatial Variability of Aerosol - Cloud Interactions over Indo - Gangetic Basin (IGB) Shani Tiwari Graduate School of Environmental Studies Nagoya University, Nagoya, Japan Email: pshanitiwari@gmail.com
Southern Florida to Cape Hatteras Early Season Preview 2017 U.S. EAST COAST GULF STREAM CONDITIONS LOOKING PROMISING
Southern Florida to Cape Hatteras Early Season Preview 2017 U.S. EAST COAST GULF STREAM CONDITIONS LOOKING PROMISING By Matthew A. Upton and Mitchell A. Roffer ROFFS continues its spring preview series
P1.23 HISTOGRAM MATCHING OF ASMR-E AND TMI BRIGHTNESS TEMPERATURES
P1.23 HISTOGRAM MATCHING OF ASMR-E AND TMI BRIGHTNESS TEMPERATURES Thomas A. Jones* and Daniel J. Cecil Department of Atmospheric Science University of Alabama in Huntsville Huntsville, AL 1. Introduction
EO-1 SVT Site: TUMBARUMBA, AUSTRALIA
EO-1 SVT Site: TUMBARUMBA, AUSTRALIA Background Tumbarumba Tumbarumba Study Area is located in Southern NSW, Australia. (E 148º 15' S 35º 45') and covers 5, hectares of publicly owned Forest Gently undulating
Developing a protocol to use remote sensing as a cost effective tool to monitor contamination of mangrove wetlands
Developing a protocol to use remote sensing as a cost effective tool to monitor contamination of mangrove wetlands Johannes H. Schellekens, Fernando Gilbes-Santaella, Augustine Rodriguez-Roman, and Belyneth
Satellite Remote Sensing for Ocean
Satellite Remote Sensing for Ocean August 17, 2017 Masatoshi Kamei RESTEC All rights reserved RESTEC 2015 Contents 1. About RESTEC and Remote Sensing 2. Example of Remote Sensing Technology 3. Remote Sensing
Heat Transfer. Conduction, Convection, and Radiation. Review: Temperature
Heat Transfer Conduction, Convection, and Radiation Review: Temperature! Temperature is:! The quantity that tells how hot or cold something is compared with a standard! A measure of the average kinetic
P3.24 EVALUATION OF MODERATE-RESOLUTION IMAGING SPECTRORADIOMETER (MODIS) SHORTWAVE INFRARED BANDS FOR OPTIMUM NIGHTTIME FOG DETECTION
P3.24 EVALUATION OF MODERATE-RESOLUTION IMAGING SPECTRORADIOMETER (MODIS) SHORTWAVE INFRARED BANDS FOR OPTIMUM NIGHTTIME FOG DETECTION 1. INTRODUCTION Gary P. Ellrod * NOAA/NESDIS/ORA Camp Springs, MD
THIN ICE AREA EXTRACTION IN THE SEASONAL SEA ICE ZONES OF THE NORTHERN HEMISPHERE USING MODIS DATA
THIN ICE AREA EXTRACTION IN THE SEASONAL SEA ICE ZONES OF THE NORTHERN HEMISPHERE USING MODIS DATA K. Hayashi 1, K. Naoki 1, K. Cho 1 *, 1 Tokai University, 2-28-4, Tomigaya, Shibuya-ku, Tokyo, Japan,
VIIRS narrowband to broadband land surface albedo conversion: formula and validation
International Journal of Remote Sensing Vol. 26, No. 5, 10 March 2005, 1019 1025 VIIRS narrowband to broadband land surface albedo conversion: formula and validation S. LIANG*{, Y. YU{ and T. P. DEFELICE{
Lech GAWUC, Joanna STRUZEWSKA. Meteorology Division Faculty of Environmental Engineering Warsaw University of Technology Warsaw, Poland
Analysis of the impact of different temporal aggregation techniques of land surface temperature on SUHI indicators and the relationship of surface temperature with population density and night lighting
Reduction of Cloud Obscuration in the MODIS Snow Data Product
59th EASTERN SNOW CONFERENCE Stowe, Vermont USA 2002 Reduction of Cloud Obscuration in the MODIS Snow Data Product GEORGE RIGGS 1 AND DOROTHY K. HALL 2 ABSTRACT A challenging problem in snow mapping is
How typical are current conditions?
How typical are current conditions? NANOOS provides many sources of information for those wanting to track oceanographic conditions throughout the NE Pacific Ocean to be able to understand if the current
Eddies in the Southern California Bight
HOME INTRODUCTION BIOLOGY POLLUTION CREDITS/LINKS Circulation in the Southern California Bight Scroll down this page to learn about current circulation in the Southern California Bight, or jump directly
Investigating the contribution of allochthonous subsidies to kelp forests in central California
Investigating the contribution of allochthonous subsidies to kelp forests in central California melissa m foley UCSC Institute of Marine Science and Center for Ocean Solutions system connectivity rivers
Lecture 4: Radiation Transfer
Lecture 4: Radiation Transfer Spectrum of radiation Stefan-Boltzmann law Selective absorption and emission Reflection and scattering Remote sensing Importance of Radiation Transfer Virtually all the exchange
A) usually less B) dark colored and rough D) light colored with a smooth surface A) transparency of the atmosphere D) rough, black surface
1. Base your answer to the following question on the diagram below which shows two identical houses, A and B, in a city in North Carolina. One house was built on the east side of a factory, and the other
Science Olympiad Astronomy C Division Event National Exam
Science Olympiad Astronomy C Division Event National Exam University of Nebraska-Lincoln May 15-16, 2015 Team Number: Team Name: Instructions: 1) Please turn in all materials at the end of the event. 2)
CALIBRATION INFRASTRUCTURE AND TYPICAL APPLICATIONS OF CHINA LAND OBSERVATION SATELLITES. Li Liu. Executive summary (corresponding to ca ½ a page)
Prepared by CNSA Agenda Item: WG.3 CALIBRATION INFRASTRUCTURE AND TYPICAL APPLICATIONS OF CHINA LAND OBSERVATION SATELLITES Li Liu Executive summary (corresponding to ca ½ a page) This report introduces
ECNU WORKSHOP LAB ONE 2011/05/25)
ECNU WORKSHOP LAB ONE (Liam.Gumley@ssec.wisc.edu 2011/05/25) The objective of this laboratory exercise is to become familiar with the characteristics of MODIS Level 1B 1000 meter resolution data. After
Supporting Information for: Effects of payments for ecosystem services on wildlife habitat recovery
Supporting Information for: Effects of payments for ecosystem services on wildlife habitat recovery Appendix S1. Spatiotemporal dynamics of panda habitat To estimate panda habitat suitability across the
A Dual Wave Infrared Imaging Polarimeter J. Larry Pezzaniti* a, Brett Hokr b, Jenny F. Niles b, Rich Edmondson a, Michael Roche a, Lisa Blackwell a a
A Dual Wave Infrared Imaging Polarimeter J. Larry Pezzaniti* a, Brett Hokr b, Jenny F. Niles b, Rich Edmondson a, Michael Roche a, Lisa Blackwell a a Polaris Sensor Technologies, 200 Westside Sq., Huntsville,
Advanced Image Analysis in Disaster Response
Advanced Image Analysis in Disaster Response Creating Geographic Knowledge Thomas Harris ITT The information contained in this document pertains to software products and services that are subject to the
MSGVIEW: AN OPERATIONAL AND TRAINING TOOL TO PROCESS, ANALYZE AND VISUALIZATION OF MSG SEVIRI DATA
MSGVIEW: AN OPERATIONAL AND TRAINING TOOL TO PROCESS, ANALYZE AND VISUALIZATION OF MSG SEVIRI DATA Aydın Gürol Ertürk Turkish State Meteorological Service, Remote Sensing Division, CC 401, Kalaba Ankara,
METEOSAT SECOND GENERATION DATA FOR ASSESSMENT OF SURFACE MOISTURE STATUS
METEOSAT SECOND GENERATION DATA FOR ASSESSMENT OF SURFACE MOISTURE STATUS Simon Stisen (1), Inge Sandholt (1), Rasmus Fensholt (1) (1) Institute of Geography, University of Copenhagen, Oestervoldgade 10,
Fundamentals of Remote Sensing
Division of Spatial Information Science Graduate School Life and Environment Sciences University of Tsukuba Fundamentals of Remote Sensing Prof. Dr. Yuji Murayama Surantha Dassanayake 10/6/2010 1 Fundamentals
MERIS, A-MODIS, SeaWiFS, AATSR and PARASOL over the Salar de Uyuni March 2006 MAVT 2006 Marc Bouvet, ESA/ESTEC
MERIS, A-MODIS, SeaWiFS, AATSR and PARASOL over the Salar de Uyuni Plan of the presentation 1. Introduction : from absolute vicarious calibration to radiometric intercomparison 2. Intercomparison at TOA
Nerushev A.F., Barkhatov A.E. Research and Production Association "Typhoon" 4 Pobedy Street, , Obninsk, Kaluga Region, Russia.
DETERMINATION OF ATMOSPHERIC CHARACTERISTICS IN THE ZONE OF ACTION OF EXTRA-TROPICAL CYCLONE XYNTHIA (FEBRUARY 2010) INFERRED FROM SATELLITE MEASUREMENT DATA Nerushev A.F., Barkhatov A.E. Research and
aka Light Properties of Light are simultaneously
Today Interaction of Light with Matter Thermal Radiation Kirchhoff s Laws aka Light Properties of Light are simultaneously wave-like AND particle-like Sometimes it behaves like ripples on a pond (waves).
Evaluation of Land Surface Temperature and Vegetation Relation Based on Landsat TM5 Data
SCIREA Journal of Geosciences http://www.scirea.org/journal/geosciences October 15, 2016 Volume 1, Issue1, October 2016 Evaluation of Land Surface Temperature and Vegetation Relation Based on Landsat TM5
Electromagnetic Waves
ELECTROMAGNETIC RADIATION AND THE ELECTROMAGNETIC SPECTRUM Electromagnetic Radiation (EMR) THE ELECTROMAGNETIC SPECTRUM Electromagnetic Waves A wave is characterized by: Wavelength (λ - lambda) is the
DROUGHT ASSESSMENT USING SATELLITE DERIVED METEOROLOGICAL PARAMETERS AND NDVI IN POTOHAR REGION
DROUGHT ASSESSMENT USING SATELLITE DERIVED METEOROLOGICAL PARAMETERS AND NDVI IN POTOHAR REGION Researcher: Saad-ul-Haque Supervisor: Dr. Badar Ghauri Department of RS & GISc Institute of Space Technology
Ocean Boundary Currents Guiding Question: How do western boundary currents influence climate and ocean productivity?
Name: Date: TEACHER VERSION: Suggested Student Responses Included Ocean Boundary Currents Guiding Question: How do western boundary currents influence climate and ocean productivity? Introduction The circulation
Super-resolution of MTSAT Land Surface Temperature by Blending MODIS and AVNIR2
Super-resolution of MTSAT Land Surface Temperature by Blending MODIS and AVNIR2 Wataru Takeuchi 1*, Kei Oyoshi 2 and Shin Akatsuka 3 1 Institute of Industrial Science, University of Tokyo, Japan (6-1,
The Road to Data in Baltimore
Creating a parcel level database from high resolution imagery By Austin Troy and Weiqi Zhou University of Vermont, Rubenstein School of Natural Resources State and local planning agencies are increasingly
REVISION OF THE STATEMENT OF GUIDANCE FOR GLOBAL NUMERICAL WEATHER PREDICTION. (Submitted by Dr. J. Eyre)
WORLD METEOROLOGICAL ORGANIZATION Distr.: RESTRICTED CBS/OPAG-IOS (ODRRGOS-5)/Doc.5, Add.5 (11.VI.2002) COMMISSION FOR BASIC SYSTEMS OPEN PROGRAMME AREA GROUP ON INTEGRATED OBSERVING SYSTEMS ITEM: 4 EXPERT
A high spectral resolution global land surface infrared emissivity database
A high spectral resolution global land surface infrared emissivity database Eva E. Borbas, Robert O. Knuteson, Suzanne W. Seemann, Elisabeth Weisz, Leslie Moy, and Hung-Lung Huang Space Science and Engineering
Many of remote sensing techniques are generic in nature and may be applied to a variety of vegetated landscapes, including
Remote Sensing of Vegetation Many of remote sensing techniques are generic in nature and may be applied to a variety of vegetated landscapes, including 1. Agriculture 2. Forest 3. Rangeland 4. Wetland,
The greenhouse effect
16 Waves of amplitude of 1 m roll onto a beach at a rate of one every 12 s. If the wavelength of the waves is 120 m, calculate (a) the velocity of the waves (b) how much power there is per metre along
Todays Topics 3/19/2018. Light and Telescope. PHYS 1403 Introduction to Astronomy. CCD Camera Makes Digital Images. Astronomical Detectors
PHYS 1403 Introduction to Astronomy Light and Telescope Chapter 6 Todays Topics Astronomical Detectors Radio Telescopes Why we need space telescopes? Hubble Space Telescopes Future Space Telescopes Astronomy
Spatial Drought Assessment Using Remote Sensing and GIS techniques in Northwest region of Liaoning, China
Spatial Drought Assessment Using Remote Sensing and GIS techniques in Northwest region of Liaoning, China FUJUN SUN, MENG-LUNG LIN, CHENG-HWANG PERNG, QIUBING WANG, YI-CHIANG SHIU & CHIUNG-HSU LIU Department
F. Muller-Karger, M. Eakin, L. Guild, C. Hu, M. Vega, R. Nemani, T. Christensen, L. Wood, C. Ravillious, C. Nim, J. Li, C. Fitzgerald, J. Hendee, L.
F. Muller-Karger, M. Eakin, L. Guild, C. Hu, M. Vega, R. Nemani, T. Christensen, L. Wood, C. Ravillious, C. Nim, J. Li, C. Fitzgerald, J. Hendee, L. Gramer, S. Lynds Partnerships NOAA NESDIS/CRW-CRCP (Mark
Drought Estimation Maps by Means of Multidate Landsat Fused Images
Remote Sensing for Science, Education, Rainer Reuter (Editor) and Natural and Cultural Heritage EARSeL, 2010 Drought Estimation Maps by Means of Multidate Landsat Fused Images Diego RENZA, Estíbaliz MARTINEZ,
Lunar Surface Material Composition Mapping
Introduction: Lunar Surface Material Composition Mapping Japan, India, China, and the United States have recently sent spacecraft orbiters to study the lunar surface. The main focus of these missions has
Impact of the 2002 stratospheric warming in the southern hemisphere on the tropical cirrus clouds and convective activity
The Third International SOWER meeting,, Lake Shikotsu,, July 18-20, 2006 1 Impact of the 2002 stratospheric warming in the southern hemisphere on the tropical cirrus clouds and convective activity Eguchi,
Remote Sensing Seminar 8 June 2007 Benevento, Italy. Lab 5 SEVIRI and MODIS Clouds and Fires
Remote Sensing Seminar 8 June 2007 Benevento, Italy Lab 5 SEVIRI and MODIS Clouds and Fires Table: SEVIRI Channel Number, Wavelength (µm), and Primary Application Reflective Bands 1,2 0.635, 0.81 land/cld
EXTRACTION OF REMOTE SENSING INFORMATION OF BANANA UNDER SUPPORT OF 3S TECHNOLOGY IN GUANGXI PROVINCE
EXTRACTION OF REMOTE SENSING INFORMATION OF BANANA UNDER SUPPORT OF 3S TECHNOLOGY IN GUANGXI PROVINCE Xin Yang 1,2,*, Han Sun 1, 2, Zongkun Tan 1, 2, Meihua Ding 1, 2 1 Remote Sensing Application and Test
Land Surface Temperature Measurements From the Split Window Channels of the NOAA 7 Advanced Very High Resolution Radiometer John C.
Land Surface Temperature Measurements From the Split Window Channels of the NOAA 7 Advanced Very High Resolution Radiometer John C. Price Published in the Journal of Geophysical Research, 1984 Presented