Skip to main content

PNNL

  • About
  • News & Media
  • Careers
  • Events
  • Research
    • Scientific Discovery
      • Biology
        • Chemical Biology
        • Computational Biology
        • Ecosystem Science
        • Human Health
          • Cancer Biology
          • Exposure Science & Pathogen Biology
        • Integrative Omics
          • Advanced Metabolomics
          • Chemical Biology
          • Mass Spectrometry-Based Measurement Technologies
          • Spatial and Single-Cell Proteomics
          • Structural Biology
        • Microbiome Science
          • Biofuels & Bioproducts
          • Human Microbiome
          • Soil Microbiome
          • Synthetic Biology
        • Predictive Phenomics
      • Chemistry
        • Computational Chemistry
        • Chemical Separations
        • Chemical Physics
        • Catalysis
      • Earth & Coastal Sciences
        • Global Change
        • Atmospheric Science
          • Atmospheric Aerosols
          • Human-Earth System Interactions
          • Modeling Earth Systems
        • Coastal Science
        • Ecosystem Science
        • Subsurface Science
        • Terrestrial Aquatics
      • Materials Sciences
        • Materials in Extreme Environments
        • Precision Materials by Design
        • Science of Interfaces
        • Solid Phase Processing
          • Cold Spray
          • Friction Stir Welding & Processing
          • ShAPE
      • Nuclear & Particle Physics
        • Dark Matter
        • Fusion Energy Science
        • Neutrino Physics
      • Quantum Information Sciences
    • Energy Resiliency
      • Electric Grid Modernization
        • Emergency Response
        • Grid Analytics
          • AGM Program
          • Tools and Capabilities
        • Grid Architecture
        • Grid Cybersecurity
        • Grid Energy Storage
        • Transmission
        • Distribution
      • Energy Efficiency
        • Appliance and Equipment Standards
        • Building Energy Codes
        • Building Technologies
          • Advanced Building Controls
          • Advanced Lighting
          • Building-Grid Integration
        • Building and Grid Modeling
        • Commercial Buildings
        • Federal Buildings
          • Federal Performance Optimization
          • Resilience and Security
        • Residential Buildings
          • Building America Solution Center
          • Energy Efficient Technology Integration
          • Home Energy Score
        • Energy Efficient Technology Integration
      • Energy Storage
        • Electrochemical Energy Storage
        • Flexible Loads and Generation
        • Grid Integration, Controls, and Architecture
        • Regulation, Policy, and Valuation
        • Science Supporting Energy Storage
        • Chemical Energy Storage
      • Environmental Management
        • Waste Processing
        • Radiation Measurement
        • Environmental Remediation
      • Fossil Energy
        • Subsurface Energy Systems
        • Carbon Management
          • Carbon Capture
          • Carbon Storage
          • Carbon Utilization
        • Advanced Hydrocarbon Conversion
      • Nuclear Energy
        • Fuel Cycle Research
        • Advanced Reactors
        • Reactor Operations
        • Reactor Licensing
      • Renewable Energy
        • Solar Energy
        • Wind Energy
          • Wind Resource Characterization
          • Wildlife and Wind
          • Community Values and Ocean Co-Use
          • Wind Systems Integration
          • Wind Data Management
          • Distributed Wind
        • Marine Energy
          • Environmental Monitoring for Marine Energy
          • Marine Biofouling and Corrosion
          • Marine Energy Resource Characterization
          • Testing for Marine Energy
          • The Blue Economy
        • Hydropower
          • Environmental Performance of Hydropower
          • Hydropower Cybersecurity and Digitalization
          • Hydropower and the Electric Grid
          • Materials Science for Hydropower
          • Pumped Storage Hydropower
          • Water + Hydropower Planning
        • Grid Integration of Renewable Energy
        • Geothermal Energy
      • Transportation
        • Bioenergy Technologies
          • Algal Biofuels
          • Aviation Biofuels
          • Waste-to-Energy and Products
        • Hydrogen & Fuel Cells
        • Vehicle Technologies
          • Emission Control
          • Energy-Efficient Mobility Systems
          • Lightweight Materials
          • Vehicle Electrification
          • Vehicle Grid Integration
    • National Security
      • Chemical & Biothreat Signatures
        • Contraband Detection
        • Pathogen Science & Detection
        • Explosives Detection
        • Threat-Agnostic Biodefense
      • Cybersecurity
        • Discovery and Insight
        • Proactive Defense
        • Trusted Systems
      • Nuclear Material Science
      • Nuclear Nonproliferation
        • Radiological & Nuclear Detection
        • Nuclear Forensics
        • Ultra-Sensitive Nuclear Measurements
        • Nuclear Explosion Monitoring
        • Global Nuclear & Radiological Security
      • Stakeholder Engagement
        • Disaster Recovery
        • Global Collaborations
        • Legislative and Regulatory Analysis
        • Technical Training
      • Systems Integration & Deployment
        • Additive Manufacturing
        • Deployed Technologies
        • Rapid Prototyping
        • Systems Engineering
      • Threat Analysis
        • Advanced Wireless Security
          • 5G Security
          • RF Signal Detection & Exploitation
        • Internet of Things
        • Maritime Security
        • Millimeter Wave
        • Mission Risk and Resilience
    • Data Science & Computing
      • Artificial Intelligence
      • Graph and Data Analytics
      • Software Engineering
      • Computational Mathematics & Statistics
      • Future Computing Technologies
        • Adaptive Autonomous Systems
    • Publications & Reports
    • Featured Research
  • People
    • Inventors
    • Lab Leadership
    • Lab Fellows
    • Staff Accomplishments
  • Partner with PNNL
    • Education
      • Undergraduate Students
      • Graduate Students
      • Post-graduate Students
      • University Faculty
      • University Partnerships
      • K-12 Educators and Students
      • STEM Education
        • STEM Workforce Development
        • STEM Outreach
        • Meet the Team
      • Internships
    • Community
      • Regional Impact
      • Philanthropy
      • Volunteering
    • Industry
      • Available Technologies
      • Industry
      • Industry Partnerships
      • Licensing & Technology Transfer
      • Entrepreneurial Leave
      • Visual Intellectual Property Search (VIPS)
  • Facilities & Centers
    • All Facilities
      • Atmospheric Radiation Measurement User Facility
      • Electricity Infrastructure Operations Center
      • Energy Sciences Center
      • Environmental Molecular Sciences Laboratory
      • Grid Storage Launchpad
      • Institute for Integrated Catalysis
      • Interdiction Technology and Integration Laboratory
      • PNNL Portland Research Center
      • PNNL Seattle Research Center
      • PNNL-Sequim (Marine and Coastal Research)
      • Radiochemical Processing Laboratory
      • Shallow Underground Laboratory

ICON Science Cooperative

  • Connect
  • Resources
    • Design Your ICON Approach
    • ICON in Proposals
    • Collaborator Engagement
  • Partners
  • ICON in Action
    • Inspiration for ICON Approaches
    • Use Case: WHONDRS Summer 2019 Sampling Campaign
  • Team

Breadcrumb

  1. Home
  2. Projects
  3. ICON Science Cooperative

Inspiration for ICON Approaches

What does ICON science look like in reality? Below are examples of ICON approaches in action. This list is not intended to be exhaustive, and many examples do not use all four ICON principles. Consider this material a starting place to get ideas about what might fit well for your research and to get creative about ways to build off of these concepts or create your own. 

Crowdsourced Writing

In the Special Collection of Commentary Articles about ICON Science, the writing opportunity was advertised widely over social media, mailing lists, direct emails, and presentations. The result is nearly 200 people writing 22 articles in collaborative writing teams that will form a special issue to be published in Earth and Space Science.

Image of ICON-FAIR illustration
  • Integrated: Across 25 AGU disciplines
  • Coordinated: Standard structure/format; built around provided questions
  • Open: Openly advertised for global participation
  • Networked: Across institutions; Contributors get authorship and help direct the future of ICON Science

https://eos.org/editors-vox/special-collection-on-open-collaboration-across-geosciences

https://tinyurl.com/WelcomeICON 

 

The WHONDRS Crowdsourced River Corridor Organic Matter Chemistry Special Issue was created from the concept of a single crowdsourced manuscript, but after wide advertisement using similar methods as the ICON special collection and an open workshop to discuss ideas, there was so much interest and enthusiasm that the team decided to pursue a special issue instead of a single manuscript. This effort includes crowdsourced ideation based around data from a single WHONDRS study, crowdsourced analysis, and crowdsourced writing.

Integrated: Across hydrology, microbiology, ecology

Coordinated: Manuscripts built around single dataset from crowdsourced samples

Open: Openly advertised  for global participation

Networked: Across institutions; Contributors get authorship and guide their own science directions

https://www.aslo.org/for-and-by-the-global-science-community/

Community-Informed Study Design and Protocol Videos

[Integrated, Coordinated, Open, Networked]

WHONDRS holds multiple videoconferences for each new study it launches to get feedback on study design, build in opportunities for mutual benefit, and identify sources of integration. It creates both written and video protocols to assure consistency across global samplers. The links below are examples from its Summer 2019 Sampling Campaign.

 

 

 

 

Public Protocols

[Coordinated, Open, Networked]

  • NEON: https://www.neonscience.org/data-collection/protocols-standardized-methods
  • Ameriflux: https://ameriflux.lbl.gov/tech/technical-resources/ 
  • Nutrient Network: https://nutnet.org/methods 
  • ForestGEO: https://forestgeo.si.edu/protocols 
  • WHONDRS: https://www.pnnl.gov/projects/WHONDRS/methods 

Crowdsourced Sampling and Experiments

[Coordinated]

NutNet Experiments

The Nutrient Network (NutNet) has created standardized protocols to allow collaborators around the world to perform simple but identical experiments in their field systems. These coordinated experiments create comparable data in a way that would otherwise be impossible. 

soil in vials

WHONDRS Sampling Kits

WHONDRS builds sampling kits that it ships for free to samplers around the world. The kits allow for consistent collection methods, control of sampling materials and potential contamination, and ease of analysis when samples are shipped back to WHONDRS for analysis. The images below demonstrate the kit building and shipping process and the variation across samples returned.

1000 Intermittent Rivers

The 1000 Intermittent Rivers project is based on crowdsourced samples from streams that go dry during some part of the year. To generate data that are comparable across streams, the project provides detailed protocols for field site selection, sample collection, and field data acquisition. The project also generates primary data products at a single institution to increase consistency. 

Open Learning Opportunities

[Open, Networked]

  • CUAHSI: https://www.cuahsi.org/education/cyberseminars/
  • ForestGEO: https://forestgeo.si.edu/opportunities/seminar-series-0 
  • ESS-DIVE: https://ess-dive.lbl.gov/webinars/ 
  • International Soil Carbon Network: https://iscn.fluxdata.org/seminar-series/ 
  • Organization of Biological Field Stations: https://www.obfs.org/2020-annual-meeting-presentations 

Cross-Laboratory Comparisons

[Coordinated, Open, Networked]

Instrument comparisons: Evaluating the reproducibility of specific analyses across different laboratories is a powerful approach to add value to data generated by multiple research groups and institutions. For example, this study examined the reproducibility of ultra high resolution mass spectrometry applied to natural organic matter evaluated across globally distributed institutions. Each laboratory received a standardized set of samples and all used the same analytical methods. The outcome was a set of community benchmarks to enhance interoperability and comparability across studies.

Model comparisons: In addition to measurements, modeling efforts can also increase value through application of ICON principles. For example, the World Climate Research Programme’s Coupled Model Intercomparison Project (CMIP). CMIP runs standardized model experiments to enable comparisons between models and makes the outputs across models openly available using a standardized format to enable access, reusability, and interoperability. 
 

Provide feedback

We value your feedback on how we further enable the community to use ICON principles. Please email ICONS@pnnl.gov with your thoughts on what is working, what needs to be improved, and what opportunities we could pursue.  

PNNL

  • Get in Touch
    • Contact
    • Careers
    • Doing Business
    • Environmental Reports
    • Security & Privacy
    • Vulnerability Disclosure Policy
  • Research
    • Scientific Discovery
    • Energy Resiliency
    • National Security
Subscribe to PNNL News
Department of Energy Logo Battelle Logo
Pacific Northwest National Laboratory (PNNL) is managed and operated by Battelle for the Department of Energy
  • YouTube
  • Facebook
  • X (formerly Twitter)
  • Instagram
  • LinkedIn