• Skip to primary navigation
  • Skip to main content
  • Skip to primary sidebar
  • Skip to secondary sidebar
  • Skip to footer
  • NEWS:
  • SatNews
  • SatMagazine
  • MilSatMagazine
  • SmallSat News
  • |     EVENTS:
  • SmallSat Symposium
  • Satellite Innovation
  • MilSat Symposium
  • SmallSat Europe

SatNews

Satellite Industry Intelligence Since 1983

Subscribe
  • LATEST
  • SatNews Events
  • Magazines
  • Calendar
  • Subscribe
  • Missions & Constellations
    • Exploration & Science Missions
    • In-Orbit Servicing & Orbital Operations
    • LEO Constellations
    • Mission Autonomy & Onboard Systems
    • Mission Deployments & Manifests
    • Navigation & PNT
    • SmallSat
    • Spacecraft & Payload Technology
    View All in Missions & Constellations →
    Direct-to-Device Momentum: AST SpaceMobile Successfully Launches Giant Next-Gen BlueBird Satellites Atop SpaceX Falcon 9Direct-to-Device Momentum: AST SpaceMobile Successfully Launches Giant Next-Gen BlueBird Satellites Atop SpaceX Falcon 9
    Orbital Compute vs. Dark Skies: The Astronomy Crisis Behind SpaceX’s One-Million AI Satellite PlanOrbital Compute vs. Dark Skies: The Astronomy Crisis Behind SpaceX’s One-Million AI Satellite Plan
    Pittsburgh’s Moonshot: Astrobotic Unveils Griffin-1 Lander Ahead of Historic NASA ‘Moon Base II’ MissionPittsburgh’s Moonshot: Astrobotic Unveils Griffin-1 Lander Ahead of Historic NASA ‘Moon Base II’ Mission
    Rapid Deployment: ZeroUSV Streamlines Uncrewed Vessel Portability for Defense and Survey MissionsRapid Deployment: ZeroUSV Streamlines Uncrewed Vessel Portability for Defense and Survey Missions
  • Business
    • Contracts & Commercial Deals
    • Earnings & Financial Reporting
    • Events & Conferences
    • Funding & Venture Capital
    • Market Forecasts
    • Mergers & Acquisitions
    • Personnel Moves & Appointments
    View All in Business & Finance →
    Space Weather Forecasting: Momentus Secures Commercial Payload Contract for Vigoride-9 OSVSpace Weather Forecasting: Momentus Secures Commercial Payload Contract for Vigoride-9 OSV
    Sovereign Microgravity: Elethron and ATMOS Space Cargo Finalize Low-Earth Orbit Payload Engineering CampaignSovereign Microgravity: Elethron and ATMOS Space Cargo Finalize Low-Earth Orbit Payload Engineering Campaign
    Space-Quantum Convergence: INNOSPACE and Norma Partner for In-Orbit Quantum Computing DemonstrationsSpace-Quantum Convergence: INNOSPACE and Norma Partner for In-Orbit Quantum Computing Demonstrations
    Reusable Logistics: Dawn Aerospace Secures $25M Series B for Spaceplane and Orbital Refueling SystemsReusable Logistics: Dawn Aerospace Secures $25M Series B for Spaceplane and Orbital Refueling Systems
  • Defense
    • Counterspace & ASAT
    • Defense Budgets & Procurement
    • ISR & Reconnaissance
    • MILSATCOM
    • Missile Warning & Defense
    • National Security Programs
    • Space Domain Awareness
    View All in Military & Defense →
    Sovereign Space Expansion: Portugal Procures Dual ICEYE Radar Satellites to Broaden Maritime SurveillanceSovereign Space Expansion: Portugal Procures Dual ICEYE Radar Satellites to Broaden Maritime Surveillance
    Space Force Awards Lockheed Martin $514M to Build Resilient GPS IIIF SatellitesSpace Force Awards Lockheed Martin $514M to Build Resilient GPS IIIF Satellites
    Sovereign Electronic Warfare: Eviden and Hexadrone Partner to Integrate Tactical SIGINT onto Modular Drone FleetSovereign Electronic Warfare: Eviden and Hexadrone Partner to Integrate Tactical SIGINT onto Modular Drone Fleet
    Space Logistics Pivot: USSF Launches Challenge to Develop Multi-Orbit ‘Warehouses’ and Fuel DepotsSpace Logistics Pivot: USSF Launches Challenge to Develop Multi-Orbit ‘Warehouses’ and Fuel Depots
  • Gov
    • Export Controls & Compliance
    • International Space Agreements
    • National Space Policy
    • Space Law & Treaties
    • Space Sustainability & Debris Policy
    • Space Traffic Management / Debris Removal
    View All in Government & Regulation →
    Orbital Paperwork War: China’s Spectrum Squatting Reserves 244,000 Satellite Slots to Combat SpaceX’s LEO MonopolyOrbital Paperwork War: China’s Spectrum Squatting Reserves 244,000 Satellite Slots to Combat SpaceX’s LEO Monopoly
    The Next Arena: Why the WRC-27 Summit in Shanghai is the New Space Tech FrontlineThe Next Arena: Why the WRC-27 Summit in Shanghai is the New Space Tech Frontline
    American military space closed around one company in seven daysAmerican military space closed around one company in seven days
    Major opportunities for 2 GHz over EuropeMajor opportunities for 2 GHz over Europe
  • Launch
    • Launch Providers
    • Launch Schedule & Calendars
    • Launch Sites & Infrastructure
    • Rocket Technology & Vehicles
    View All in Launch →
    SpaceX’s Secret ‘Starfall’ Capsule Wins FAA Approval for Pacific Reentry TestsSpaceX’s Secret ‘Starfall’ Capsule Wins FAA Approval for Pacific Reentry Tests
    Breaking the TRL Bottleneck: Space Phoenix Systems Debuts Cost-Effective Space Test-and-Return ServiceBreaking the TRL Bottleneck: Space Phoenix Systems Debuts Cost-Effective Space Test-and-Return Service
    Twelve Scientific Payloads Experience Microgravity Aboard SubOrbital Express-5Twelve Scientific Payloads Experience Microgravity Aboard SubOrbital Express-5
    Amazon Leo Constellation Surpasses 330 Satellites Following Latest Atlas V LaunchAmazon Leo Constellation Surpasses 330 Satellites Following Latest Atlas V Launch
  • Software
    • Autonomous Ground Operations
    • Data Processing & AI/ML
    • Digital Twins & Modeling
    • Ground Segment & Teleports
    • Mission Planning & Simulation
    • Space Systems Software Engineering
    • Spectrum & Licensing
    View All in Software Automation & Ground Systems →
    Poland Sovereignty: GMV to Develop Core Ground Control Platform for CAMILA ConstellationPoland Sovereignty: GMV to Develop Core Ground Control Platform for CAMILA Constellation
    Software Over the Air: FatPipe Launches Acceleration Tool to Unclog Starlink and Amazon LEO LinksSoftware Over the Air: FatPipe Launches Acceleration Tool to Unclog Starlink and Amazon LEO Links
    Three LEO Operators Bet 2026 on a Supply Chain Built for 2027Three LEO Operators Bet 2026 on a Supply Chain Built for 2027
    NASA Advances Interoperable Space Networks with Successful PExT DemonstrationNASA Advances Interoperable Space Networks with Successful PExT Demonstration
  • Services & Apps
    • Climate & Environmental Monitoring
    • Disaster Response & Security Mapping
    • Earth Observation & Imaging
    • Maritime & Aviation Satcom
    • Satellite Communications
    View All in Services & Applications →
    U.S. viewership of the 2026 World Cup via satellite television is strong and easily accessibleU.S. viewership of the 2026 World Cup via satellite television is strong and easily accessible
    Space-Based Underwriting: Liberty and ICEYE Launch Satellite-Powered Parametric Wildfire InsuranceSpace-Based Underwriting: Liberty and ICEYE Launch Satellite-Powered Parametric Wildfire Insurance
    Eutelsat and Tototheo Global Forge Partnership to Deliver LEO Connectivity Across Maritime and Government SectorsEutelsat and Tototheo Global Forge Partnership to Deliver LEO Connectivity Across Maritime and Government Sectors
    Marlink Equips Groupama-FDJ Cycling Team with Hybrid Starlink and LTE NetworkMarlink Equips Groupama-FDJ Cycling Team with Hybrid Starlink and LTE Network

How Scientists + Zooniverse Ended Up w/Floating Forests Project

January 12, 2015

[SatNews] As of January 11, 2015, more than 3,400 citizen scientists had joined Byrnes and Cavanaugh to look for kelp in 328,000 Landsat images.

After a recent scientific meeting on kelp and climate change, scientists Jarrett Byrnes, Kyle Cavanaugh, and colleagues set out to consolidate all of the available kelp forest data from around the world. They wanted to take a step toward understanding how climate change is affecting kelp globally, but they quickly discovered they had a sparse patchwork of information.

Byrnes was struck with a thought. In their research, they had used data from the Landsat series of satellites to examine individual forests across long periods of time (such as the waters off Santa Barbara, (image to the right), so why not use Landsat to expand their studies around the world? Could Landsat be used to establish global trends in kelp forest extent? The answer was yes, but the problem was eyeballs.

Unlike research on terrestrial vegetation—which uses Landsat data and powerful computer processing arrays to make worldwide calculations—distinguishing kelp forests requires manual interpretation. While kelp forests pop out to the human eye in near-infrared imagery (such as the images on this page), computers looking at the data numerically can confuse kelp patches with land vegetation. Programs and coded logic that separate aquatic vegetation from land vegetation can be confounded by things like clouds, sunglint, and sea foam. (For an example of the problem, look here.

“I’ve spent many, many years staring at satellite imagery trying to come up with new ways to extract the kelp signal, and it is very time and work intensive,” said Cavanaugh, who is based at the University of California–Los Angeles. “But automated classification methods just don’t produce acceptable levels of accuracy yet.”

Byrnes, who is based at the University of Massachusetts–Boston, realized that the best way to study global kelp changes was to turn to citizen scientists. Byrnes and Cavanaugh put together a science team and joined with Zooniverse, a group that connects professional scientists with citizen scientists in order to help analyze large amounts of data. The result was the Floating Forests project.

The concept is all about getting more eyeballs on Landsat imagery. Citizen scientists—recruited via the Internet—are given instruction in how to hunt for giant kelp in satellite imagery. They are then given Landsat images and asked to outline any giant kelp patches that they find. Their findings are crosschecked with those from other citizen scientists and then passed to the science team for verification. The size and location of these forests are catalogued and used to study global kelp trends. 

In addition to examining the California coast, which Byrnes and Cavanaugh know well from their graduate research, the Floating Forests project has focused on the waters around Tasmania. As of January 11, 2015, more than 3,400 citizen scientists had joined Byrnes and Cavanaugh to look for kelp in 328,000 Landsat images (samples below). All combined, the citizen scientists have now made more than one million kelp classifications. The response has exceeded expectations, and the project has been expanded faster than originally planned. 

Already a discovery has been made. A citizen scientist found a patch of giant kelp on Cortez Bank, an underwater seamount about 160 kilometers (100 miles) off the coast of San Diego, not far from the Channel Islands. While giant kelp on this submerged island—which comes within feet of the surface at some points—had been documented by divers and fishermen in the past, the full extent of the kelp beds was unknown. A citizen scientist reviewed the large Landsat scene (above) and noticed the small green patch, which is shown in closeup below.

“The first few months of Floating Forests have been a huge success, and we are hopeful that we will soon be able to expand the project to other regions,” Cavanaugh said. “Our ultimate goal is to cover all the coastlines of the world that support giant kelp forests.”

To learn how to participate in the Floating Forests project, visit their web page. To read more, check out Finding Floating Forests.

NASA Earth Observatory images by Mike Taylor, using Landsat data from the U.S. Geological Survey. Caption by Laura Rocchio with Mike Carlowicz. 

Instrument(s): 
Landsat 5 – TM
Landsat 8 – OLI

 

Filed Under: Data Processing & AI/ML, Earth Observation & Imaging

Primary Sidebar

Coverage

  • Missions & Constellations
  • Business & Finance
  • Military & Defense
  • Launch
  • Software Automation & Ground Systems
  • Government & Regulation
  • Services & Applications

Most Read Stories

  • SpaceX Is Worth $1.75 Trillion. Only 7% of That Is Real.
  • SpaceX: 10,000 Launches Annually
  • American military space closed around one company in seven days
  • Analyst Projects Massive Subscription Growth for Starlink Ahead of Imminent SpaceX IPO
  • Public Capital for Multi-Planetary Infrastructure: SpaceX Unveils Record $75 Billion IPO

Secondary Sidebar

Footer

 

Satnews is a leading provider of satellite news, events, publications, research and other satellite industry information in both commercial and military enterprises worldwide.

Stories By Category

  • Business & Finance
  • Government & Regulation
  • Launch
  • Military & Defense
  • Missions & Constellations
  • Services & Applications
  • Software Automation & Ground Systems
  • Spectrum & Licensing
  • Startups & NewSpace Business

About Us

  • Leadership & Editorial Team
  • SatNews History
  • Free Satnews Subscription
  • SatNews Events
  • Magazines

Navigation

  • Latest Stories
  • Magazines
  • Events
  • Contact
  • Cookie & Privacy Policy for Satnews

We use cookies to ensure that we give you the best experience on our website. If you continue to use this site we will assume that you are happy with it.
x
Sign up Now (For Free)
Access daily or weekly satellite news updates covering all aspects of the commercial and military satellite industry.
Invalid email address
Notify Me Regarding ( At least one ):
We value your privacy and will not sell or share your email or other information with any other company. You may also unsubscribe at anytime.

Click Here to see our full privacy policy.
Thanks for subscribing!