(Cactus Communications/EurekAlert!) Researchers provide a roadmap for converting biomass into renewable energy and chemicals using machine learning and sustainability assessments
As global efforts to reduce dependence on fossil resources continue to intensify, biomass has emerged as a promising renewable feedstock for producing low-carbon fuels and chemicals. However, conventional biomass conversion technologies often face significant challenges, including complex product distribution, high separation costs, tar formation, and limited process efficiency.
To address these challenges, a research team led by Professor Yong Sik Ok from the Division of Environmental Science and Ecological Engineering at Korea University, Republic of Korea, and Professor Xiangzhou Yuan, from the School of Energy and Environment, Southeast University, China, conducted a comprehensive review and analyzed biomass chemical looping (BCL) as a sustainable pathway for energy and chemical production. Their study, titled “Biomass chemical looping: A sustainable pathway for energy and chemicals,” was published in the Journal of Energy Chemistry on June 1, 2026.
BCL employs solid oxygen carriers to transfer oxygen between reactors, enabling controlled reduction–oxidation reactions without direct contact between air and fuel. This distinctive process configuration improves energy efficiency, facilitates carbon management, and reduces the need for energy-intensive gas separation. The researchers examined a broad range of BCL routes, including chemical looping gasification, chemical looping combustion, chemical looping reforming, chemical looping hydrogen production, and syngas tailoring for downstream chemical synthesis. Together, these approaches demonstrate the versatility of BCL as a platform for generating renewable energy and value-added products.
A major focus of the review is the potential of BCL for producing hydrogen and methanol. BCL hydrogen production offers a promising pathway for generating renewable hydrogen while improving carbon conversion and process integration. When coupled with methanol synthesis, this route could provide low-carbon feedstocks for the chemical industry and support the transition toward more sustainable energy systems. The review highlights BCL-to-hydrogen pathways for green methanol production as particularly attractive because of their environmental and economic advantages.
The researchers also identify oxygen carrier design as a critical factor determining the success of BCL technologies. Effective oxygen carriers must possess high oxygen transfer capacity, strong redox stability, resistance to carbon deposition, mechanical durability, and cost-effectiveness. Traditional development approaches often rely on time-consuming trial-and-error experimentation. To overcome these limitations, the review highlights machine learning as a powerful tool for accelerating oxygen carrier discovery and optimization.
“Machine learning can significantly reduce the time required to identify efficient oxygen carriers and optimize complex chemical looping systems,” says Prof. Yuan. “By combining data-driven tools with mechanistic understanding, we can develop more efficient and scalable routes for renewable energy and chemical production.”
Beyond materials development, machine learning can assist reactor design, process control, and system-level optimization. The researchers further emphasize the importance of lifecycle assessment and techno-economic analysis for evaluating the real-world feasibility of BCL systems. Their analysis indicates that properly integrated BCL pathways can deliver both environmental and economic benefits, particularly when linked to downstream chemical production.
“BCL should not be viewed as a single conversion technology, but as an integrated platform that connects renewable feedstocks, advanced materials, artificial intelligence, and sustainable chemical manufacturing,” says Prof. Ok. “Its greatest promise lies in combining environmental benefits with economic viability.”
Looking ahead, the researchers stress the need for continued advances in low-cost oxygen carriers, long-term stability testing, real biomass feedstock adaptability, continuous reactor operation, machine learning-assisted optimization, and pilot-scale validation. These efforts will be essential for translating biomass chemical looping from a promising research concept into a deployable solution for renewable electricity, syngas, hydrogen, methanol, and other chemicals.
About Professor Xiangzhou Yuan from Southeast University, China
Professor Xiangzhou Yuan is a Youth Chair Professor at the School of Energy and Environment in Southeast University, China. He received the National Natural Science Fund for Outstanding Young Scholars in 2022 and has been listed among the World’s Top 2% Scientists since 2023. His research focuses on AI-driven design and performance enhancement of carbon materials for sustainable energy and environmental applications. Prof. Yuan has published more than 100 peer-reviewed articles, including several highly cited and cover-featured papers. He also serves in editorial and leadership roles in multiple scientific journals and professional organizations related to energy and environmental engineering.
About Professor Yong Sik Ok from Korea University, Korea
Professor Yong Sik is affiliated with the Korea Biochar Research Center and the Division of Environmental Science and Ecological Engineering at Korea University. He is President of the International ESG Association and the International Society of Trace Element Biogeochemistry. He has been repeatedly named a Highly Cited Researcher from 2018 to 2022, mainly in Environment and Ecology, with additional recognition in Engineering, Cross-Field, and Biology and Biochemistry. His research focuses on ESG principles, biochar, and climate technologies supporting the UN Sustainable Development Goals. As reported in Google Scholar, Prof. Ok has an h-index of 196 and more than 143,760 citations, reflecting the significant global impact of his research. He serves as Editor-in-Chief of CleanMat and teaches business and environment courses at Korea University. READ MORE
Related articles
- Biomass chemical looping: A sustainable pathway for energy and chemicals (Journal of Energy Chemistry) DOI: https://doi.org/10.1016/j.jechem.2026.05.039
Nearly 60,000 articles in our online library!
Use the categories and tags listed below to access the nearly 60,000 articles indexed on this website.
Advanced Biofuels USA Policy Statements and Handouts!
- For Kids: Carbon Cycle Puzzle Page
- Why Ethanol? Why E85?
- Just A Minute 3-5 Minute Educational Videos
- 30/30 Online Presentations
- “Disappearing” Carbon Tax for Non-Renewable Fuels
- What’s the Difference between Biodiesel and Renewable (Green) Diesel? 2020 revision
- How to De-Fossilize Your Fleet: Suggestions for Fleet Managers Working on Sustainability Programs
- New Engine Technologies Could Produce Similar Mileage for All Ethanol Fuel Mixtures
- Action Plan for a Sustainable Advanced Biofuel Economy
- The Interaction of the Clean Air Act, California’s CAA Waiver, Corporate Average Fuel Economy Standards, Renewable Fuel Standards and California’s Low Carbon Fuel Standard
- Latest Data on Fuel Mileage and GHG Benefits of E30
- What Can I Do?
Donate
DonateARCHIVES
- August 2026
- July 2026
- June 2026
- May 2026
- April 2026
- March 2026
- February 2026
- January 2026
- December 2025
- November 2025
- October 2025
- September 2025
- August 2025
- July 2025
- June 2025
- May 2025
- April 2025
- March 2025
- February 2025
- January 2025
- December 2024
- November 2024
- October 2024
- September 2024
- August 2024
- July 2024
- June 2024
- May 2024
- April 2024
- March 2024
- February 2024
- January 2024
- December 2023
- November 2023
- October 2023
- September 2023
- August 2023
- July 2023
- June 2023
- May 2023
- April 2023
- March 2023
- February 2023
- January 2023
- December 2022
- November 2022
- October 2022
- September 2022
- August 2022
- July 2022
- June 2022
- May 2022
- April 2022
- March 2022
- February 2022
- January 2022
- December 2021
- November 2021
- October 2021
- September 2021
- August 2021
- July 2021
- June 2021
- May 2021
- April 2021
- March 2021
- February 2021
- January 2021
- December 2020
- November 2020
- October 2020
- September 2020
- August 2020
- July 2020
- June 2020
- May 2020
- April 2020
- March 2020
- February 2020
- January 2020
- December 2019
- November 2019
- October 2019
- September 2019
- August 2019
- July 2019
- June 2019
- May 2019
- April 2019
- March 2019
- February 2019
- January 2019
- December 2018
- November 2018
- October 2018
- September 2018
- August 2018
- July 2018
- June 2018
- May 2018
- April 2018
- March 2018
- February 2018
- January 2018
- December 2017
- November 2017
- October 2017
- September 2017
- August 2017
- July 2017
- June 2017
- May 2017
- April 2017
- March 2017
- February 2017
- January 2017
- December 2016
- November 2016
- October 2016
- September 2016
- August 2016
- July 2016
- June 2016
- May 2016
- April 2016
- March 2016
- February 2016
- January 2016
- December 2015
- November 2015
- October 2015
- September 2015
- August 2015
- July 2015
- June 2015
- May 2015
- April 2015
- March 2015
- February 2015
- January 2015
- December 2014
- November 2014
- October 2014
- September 2014
- August 2014
- July 2014
- June 2014
- May 2014
- April 2014
- March 2014
- February 2014
- January 2014
- December 2013
- November 2013
- October 2013
- September 2013
- August 2013
- July 2013
- June 2013
- May 2013
- April 2013
- March 2013
- February 2013
- January 2013
- December 2012
- November 2012
- October 2012
- September 2012
- August 2012
- July 2012
- June 2012
- May 2012
- April 2012
- March 2012
- February 2012
- January 2012
- December 2011
- November 2011
- October 2011
- September 2011
- August 2011
- July 2011
- June 2011
- May 2011
- April 2011
- March 2011
- February 2011
- January 2011
- December 2010
- November 2010
- October 2010
- September 2010
- August 2010
- July 2010
- June 2010
- May 2010
- April 2010
- March 2010
- February 2010
- January 2010
- December 2009
- November 2009
- October 2009
- September 2009
- August 2009
- July 2009
- June 2009
- May 2009
- April 2009
- March 2009
- February 2009
- January 2009
- December 2008
- November 2008
- October 2008
- September 2008
- August 2008
- July 2008
- June 2008
- May 2008
- April 2008
- March 2008
- February 2008
- January 2008
- December 2007
- November 2007
- October 2007
- September 2007
- August 2007
- June 2007
- February 2007
- January 2007
- October 2006
- April 2006
- January 2006
- April 2005
- December 2004
- November 2004
- December 1987
CATEGORIES
- About Us
- Advanced Biofuels Call to Action
- Aviation Fuel/Sustainable Aviation Fuel (SAF)
- BioChemicals/Renewable Chemicals
- BioRefineries/Renewable Fuel Production
- Business News/Analysis
- Cooking Fuel
- Education
- 30/30 Online Presentations
- Competitions, Contests
- Earth Day 2021
- Earth Day 2022
- Earth Day 2023
- Earth Day 2024
- Earth Day 2025
- Earth Day 2026
- Executive Training
- Featured Study Programs
- Instagram TikTok Short Videos
- Internships
- Just a Minute
- K-12 Activities
- Mechanics training
- Online Courses
- Podcasts
- Scholarships/Fellowships
- Teacher Resources
- Technical Training
- Technician Training
- University/College Programs
- Events
- Coming Events
- Completed Events
- More Coming Events
- Requests for Speakers, Presentations, Posters
- Requests for Speakers, Presentations, Posters Completed
- Webinars/Online
- Webinars/Online Completed; often available on-demand
- Federal Agency/Executive Branch
- Agency for International Development (USAID)
- Agriculture (USDA)
- Commerce Department
- Commodity Futures Trading Commission
- Congressional Budget Office
- Defense (DOD)
- Air Force
- Army
- DARPA (Defense Advance Research Projects Agency)
- Defense Logistics Agency
- Marines
- Navy
- Education Department
- Energy (DOE)
- Environmental Protection Agency
- Federal Energy Regulatory Commission (FERC)
- Federal Reserve System
- Federal Trade Commission
- Food and Drug Administration
- General Services Administration
- Government Accountability Office (GAO)
- Health and Human Services (HHS)
- Homeland Security
- Housing and Urban Development (HUD)
- Interior Department
- International Trade Commission
- Joint Office of Energy and Transportation
- Justice (DOJ)
- Labor Department
- National Academies of Sciences Engineering Medicine
- National Aeronautics and Space Administration
- National Oceanic and Atmospheric Administration
- National Research Council
- National Science Foundation
- National Transportation Safety Board (NTSB)
- Occupational Safety and Health Administration
- Overseas Private Investment Corporation
- Patent and Trademark Office
- Securities and Exchange Commission
- State Department
- Surface Transportation Board
- Transportation (DOT)
- Federal Aviation Administration
- Federal Transit Administration
- Maritime Administration (MARAD)
- National Highway Traffic Safety Administration (NHTSA)
- Pipeline and Hazardous Materials Safety Admin (PHMSA)
- Treasury Department
- U.S. Trade Representative (USTR)
- White House
- Federal Legislation
- Federal Litigation
- Federal Regulation
- Feedstocks
- Agriculture/Food Processing Residues nonfield crop
- Alcohol/Ethanol/Isobutanol
- Algae/Other Aquatic Organisms/Seaweed
- Atmosphere
- Carbon Dioxide (CO2)
- Field/Orchard/Plantation Crops/Residues
- Forestry/Wood/Residues/Waste
- hydrogen
- Manure
- Methane/Biogas
- methanol/bio-/renewable methanol
- Not Agriculture
- RFNBO (Renewable Fuels of Non-Biological Origin)
- Seawater
- Sugars
- water
- Funding/Financing/Investing
- grants
- Green Jobs
- Green Racing
- Health Concerns/Benefits
- Heating Oil/Fuel
- History of Advanced Biofuels
- Infrastructure
- Aggregation
- Biofuels Engine Design
- Biorefinery/Fuel Production Infrastructure
- Carbon Capture/Storage/Use
- certification
- Deliver Dispense
- Farming/Growing
- Precursors/Biointermediates
- Preprocessing
- Pretreatment
- Terminals Transport Pipelines
- International
- Abu Dhabi
- Afghanistan
- Africa
- Albania
- Algeria
- Angola
- Antarctica
- Arctic
- Argentina
- Armenia
- Aruba
- Asia
- Asia Pacific
- Australia
- Austria
- Azerbaijan
- Bahamas
- Bahrain
- Bangladesh
- Barbados
- Belarus
- Belgium
- Belize
- Benin
- Bermuda
- Bhutan
- Bolivia
- Bosnia and Herzegovina
- Botswana
- Brazil
- Brunei
- Bulgaria
- Burkina Faso
- Burundi
- Cambodia
- Cameroon
- Canada
- Canary Islands
- Caribbean
- Central African Republic
- Central America
- Chad
- Chile
- China
- Colombia
- Congo
- Congo, Democratic Republic of
- Costa Rica
- Croatia
- Cuba
- Cyprus
- Czech Republic
- Denmark
- Dominican Republic
- Dubai
- Ecuador
- Egypt
- El Salvador
- Equatorial Guinea
- Estonia
- Eswatini/Swaziland
- Ethiopia
- European Union (EU)
- Fiji
- Finland
- France
- French Guiana
- Gabon
- Georgia
- Germany
- Ghana
- Global South
- Greece
- Greenland
- Grenada
- Guatemala
- Guinea
- Guyana
- Haiti
- Honduras
- Hong Kong
- Hungary
- Iceland
- India
- Indonesia
- Iran
- Iraq
- Ireland
- Israel
- Italy
- Ivory Coast
- Jamaica
- Japan
- Jersey
- Jordan
- Kazakhstan
- Kenya
- Korea
- Kosovo
- Kuwait
- Laos
- Latin America
- Latvia
- Lebanon
- Liberia
- Lithuania
- Luxembourg
- Macedonia
- Madagascar
- Malawi
- Malaysia
- Maldives
- Mali
- Malta
- Marshall Islands
- Mauritania
- Mauritius
- Mexico
- Middle East
- Moldova
- Monaco
- Mongolia
- Morocco
- Mozambique
- Myanmar/Burma
- Namibia
- Nepal
- Netherlands
- New Guinea
- New Zealand
- Nicaragua
- Niger
- Nigeria
- North Africa
- North America
- North Korea
- Northern Ireland
- Norway
- Oman
- Pakistan
- Panama
- Papua New Guinea
- Paraguay
- Peru
- Philippines
- Poland
- Portugal
- Qatar
- Republic of
- Romania
- Russia
- Rwanda
- Saudi Arabia
- Scotland
- Senegal
- Serbia
- Sierra Leone
- Singapore
- Slovakia/Slovak Republic
- Slovenia
- Solomon Islands
- South Africa
- South America
- South Korea (Republic of Korea)
- South Sudan
- Southeast Asia
- Spain
- Sri Lanka
- Sudan
- Suriname
- Sweden
- Switzerland
- Taiwan
- Tanzania
- Thailand
- Timor-Leste
- Togo
- Trinidad and Tobago
- Tunisia
- Turkey
- Tuvalu
- Uganda
- UK (United Kingdom)
- Ukraine
- United Arab Emirates UAE
- Uruguay
- Uzbekistan
- Vatican
- Venezuela
- Vietnam
- Wales
- Zambia
- Zanzibar
- Zimbabwe
- Marine/Boat Bio and Renewable Fuel/MGO/MDO/SMF
- Marketing/Market Forces and Sales
- Opinions
- Organizations
- Original Writing, Opinions Advanced Biofuels USA
- Policy
- Presentations
- Biofuels Digest Conferences
- DOE Conferences
- Bioeconomy 2017
- Bioenergy2015
- Biomass2008
- Biomass2009
- Biomass2010
- Biomass2011
- Biomass2012
- Biomass2013
- Biomass2014
- DOE Project Peer Review
- Other Conferences/Events
- R & D Focus
- Carbon Capture/Storage/Use
- Co-Products
- Feedstock
- Logistics
- Performance
- Process
- Vehicle/Engine/Motor/Aircraft/Boiler/Ship
- Yeast
- Railroad/Train/Locomotive Fuel
- Resources
- Books Web Sites etc
- Business
- Definition of Advanced Biofuels
- Find Stuff
- Government Resources
- Scientific Resources
- Technical Resources
- Tools/Decision-Making
- Rocket/Missile Fuel
- Sponsors
- States/Territories
- Alabama
- Alaska
- Arizona
- Arkansas
- California
- Colorado
- Connecticut
- Delaware
- Florida
- Georgia
- Guam
- Hawai'i
- Idaho
- Illinois
- Indiana
- Iowa
- Kansas
- Kentucky
- Louisiana
- Maine
- Maryland
- Massachusetts
- Michigan
- Midwest
- Minnesota
- Mississippi
- Missouri
- Montana
- Native American tribal nation lands
- Nebraska
- Nevada
- New Hampshire
- New Jersey
- New Mexico
- New York
- North Carolina
- North Dakota
- Ohio
- Oklahoma
- Oregon
- Pennsylvania
- Puerto Rico
- Rhode Island
- South Carolina
- South Dakota
- Tennessee
- Texas
- Utah
- Vermont
- Virginia
- Washington
- Washington DC
- West Coast
- West Virginia
- Wisconsin
- Wyoming
- Sustainability
- Uncategorized
- What You Can Do
tags
© 2008-2023 Copyright Advanced BioFuels USA. All Rights reserved.
Comments are closed.