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Yan H, Wigmosta MS, Sun N, Gao S, Huesemann MH. Enhancing Biomass Productivity by Forecast-Informed Pond Operations. Biotechnol Bioeng 2025; 122:1245-1257. [PMID: 39918294 PMCID: PMC11975164 DOI: 10.1002/bit.28952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Revised: 01/29/2025] [Accepted: 01/30/2025] [Indexed: 04/08/2025]
Abstract
Microalgal cultivation for biofuels and proteins holds significant promise but faces challenges in achieving economically viable biomass productivity under variable environmental conditions. This study introduces a forecast-informed pond operation (FIPO) system that uses numerical weather prediction (NWP) ensemble forecasts and the biomass assessment tool (BAT) to optimize daily dilution rates for enhanced biomass production. In contrast to the current practice, where fixed dilution rates are based on operator experience, the FIPO system determines the optimal dilution rate based on future weather forecasts and biomass growth conditions. Our experiments validate the effectiveness of FIPO in both short- and long-term growth scenarios. In short-term experiments, FIPO increased biomass production by 21.3% compared to batch growth and 7.4% over fixed dilution (60% every 3 days) operations. The NWP forecast-informed operations achieved biomass production nearly identical to that using perfect weather forecasts, highlighting the accuracy of current NWP forecasts for guiding pond operations. In long-term experiments, FIPO resulted in biomass production increases of 13.3% and 17.8% compared to two fixed dilution rates (60% every 3 days and 20% daily). These findings underscore the viability of using NWP forecasts to optimize microalgal cultivation systems. By adjusting daily dilution rates in response to forecasted weather, operators can achieve higher biomass yields and mitigate risks associated with environmental variability. This study provides a foundation for future research and practical applications in commercial-scale microalgal production.
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Affiliation(s)
- Hongxiang Yan
- Energy and Environment DirectoratePacific Northwest National LaboratoryRichlandWashingtonUSA
| | - Mark S. Wigmosta
- Energy and Environment DirectoratePacific Northwest National LaboratoryRichlandWashingtonUSA
- Department of Civil and Environmental EngineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Ning Sun
- Energy and Environment DirectoratePacific Northwest National LaboratoryRichlandWashingtonUSA
| | - Song Gao
- Marine Sciences LaboratoryPacific Northwest National LaboratorySequimWashingtonUSA
| | - Michael H. Huesemann
- Marine Sciences LaboratoryPacific Northwest National LaboratorySequimWashingtonUSA
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Huesemann MH, Knoshaug EP, Laurens LM, Dale T, Lane TW, McGowen J. Development of integrated screening, cultivar optimization, and verification research (DISCOVR): A coordinated research-driven approach to improve microalgal productivity, composition, and culture stability for commercially viable biofuels production. ALGAL RES 2022. [DOI: 10.1016/j.algal.2022.102961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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Huesemann M, Gao S, Edmundson S, Laurens LM, Van Wychen S, Beirne N, Gutknecht A, Kruk R, Pittman K, Greer M, Graham S, Mueller T. DISCOVR strain pipeline screening – Part II: Winter and summer season areal productivities and biomass compositional shifts in climate-simulation photobioreactor cultures. ALGAL RES 2022. [DOI: 10.1016/j.algal.2022.102948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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Oxygen stress mitigation for microalgal biomass productivity improvement in outdoor raceway ponds. ALGAL RES 2022. [DOI: 10.1016/j.algal.2022.102901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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Gao S, Yan H, Beirne N, Wigmosta M, Huesemann M. Improving Microalgal Biomass Productivity Using Weather-Forecast-Informed Operations. Cells 2022; 11:cells11091498. [PMID: 35563802 PMCID: PMC9101621 DOI: 10.3390/cells11091498] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 04/20/2022] [Accepted: 04/26/2022] [Indexed: 11/16/2022] Open
Abstract
The operation of microalgal cultivation systems, such as culture dilution associated with harvests, affects biomass productivity. However, the constantly changing incident light and ambient temperature in the outdoor environment make it difficult to determine the operational parameters that result in optimal biomass growth. To address this problem, we present a pond operation optimization tool that predicts biomass growth based on future weather conditions to identify the optimal dilution rate that maximizes biomass productivity. The concept was tested by comparing the biomass productivities of three dilution scenarios: standard batch cultivation (no dilution), fixed-rate dilution (harvest 60% of the culture every three days), and weather-forecast-informed dilution. In the weather-forecast-informed case, the culture was diluted daily, and the dilution ratio was optimized by the operation optimization tool according to the future 24 h weather condition. The results show that the weather-forecast-informed dilution improved the biomass productivity by 47% over the standard batch cultivation and 20% over the fixed-rate dilution case. These results demonstrate that the pond operation optimization tool could help pond operators to make decisions that maximize biomass growth in the field under ever-changing weather conditions.
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Affiliation(s)
- Song Gao
- Marine and Coastal Research Laboratory, Pacific Northwest National Laboratory, Sequim, WA 98382, USA; (N.B.); (M.H.)
- Correspondence:
| | - Hongxiang Yan
- Energy and Environment Directorate, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (H.Y.); (M.W.)
| | - Nathan Beirne
- Marine and Coastal Research Laboratory, Pacific Northwest National Laboratory, Sequim, WA 98382, USA; (N.B.); (M.H.)
| | - Mark Wigmosta
- Energy and Environment Directorate, Pacific Northwest National Laboratory, Richland, WA 99354, USA; (H.Y.); (M.W.)
- Department of Civil and Environmental Engineering, University of Washington, Seattle, WA 98104, USA
| | - Michael Huesemann
- Marine and Coastal Research Laboratory, Pacific Northwest National Laboratory, Sequim, WA 98382, USA; (N.B.); (M.H.)
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Lane TW. Barriers to microalgal mass cultivation. Curr Opin Biotechnol 2021; 73:323-328. [PMID: 34710649 DOI: 10.1016/j.copbio.2021.09.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 09/25/2021] [Accepted: 09/30/2021] [Indexed: 12/23/2022]
Abstract
Economically successful microalgal mass cultivation is dependent on overcoming several barriers that contribute to the cost of production. The severity of these barriers is dependent on the market value of the final product. These barriers prevent the commercially viable production of algal biofuels but are also faced by any producers of any algal product. General barriers include the cost of water and limits on recycling, costs and recycling of nutrients, CO2 utilization, energy costs associated with harvesting and biomass loss due to biocontamination and pond crashes. In this paper, recent advances in overcoming these barriers are discussed.
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Affiliation(s)
- Todd W Lane
- Bioresource and Environmental Security Department, Sandia National Laboratories, P.O. Box 969, Livermore, CA 94550, USA.
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Krishnan A, Likhogrud M, Cano M, Edmundson S, Melanson JB, Huesemann M, McGowen J, Weissman JC, Posewitz MC. Picochlorum celeri as a model system for robust outdoor algal growth in seawater. Sci Rep 2021; 11:11649. [PMID: 34079003 PMCID: PMC8172913 DOI: 10.1038/s41598-021-91106-5] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 05/19/2021] [Indexed: 11/08/2022] Open
Abstract
With fast growth rates, broad halotolerance and the ability to thrive at high temperatures, algae in the genus Picochlorum are emerging as promising biomass producers. Recently, we isolated a remarkably productive strain, Picochlorum celeri, that attains > 40 g m-2 day-1 productivities using simulated outdoor light. To test outdoor productivities, Picochlorum celeri was cultivated in 820 L raceway ponds at the Arizona Center for Algae Technology and Innovation. Picochlorum celeri demonstrated the highest outdoor biomass productivities reported to date at this testbed averaging ~ 31 g m-2 day-1 over four months with a monthly (August) high of ~ 36 g m-2 day-1. Several single day productivities were > 40 g m-2 day-1. Importantly for sustainability, Picochlorum celeri achieved these productivities in saline water ranging from seawater to 50 parts per thousand sea salts, without any biocides or pond crashes, for over 143 days. Lastly, we report robust genetic engineering tools for future strain improvements.
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Affiliation(s)
- Anagha Krishnan
- Department of Chemistry, Colorado School of Mines, Golden, CO, 80401, USA
| | - Maria Likhogrud
- Corporate Strategic Research, ExxonMobil, Annandale, NJ, 08801, USA
| | - Melissa Cano
- Department of Chemistry, Colorado School of Mines, Golden, CO, 80401, USA
| | - Scott Edmundson
- Marine and Coastal Research Laboratory, Pacific Northwest National Laboratory, Sequim, WA, 98382, USA
| | - Jenna B Melanson
- Department of Chemistry, Colorado School of Mines, Golden, CO, 80401, USA
| | - Michael Huesemann
- Marine and Coastal Research Laboratory, Pacific Northwest National Laboratory, Sequim, WA, 98382, USA
| | - John McGowen
- Arizona Center for Algae Technology and Innovation, Arizona State University, Mesa, AZ, 85212, USA
| | - Joseph C Weissman
- Corporate Strategic Research, ExxonMobil, Annandale, NJ, 08801, USA.
| | - Matthew C Posewitz
- Department of Chemistry, Colorado School of Mines, Golden, CO, 80401, USA.
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Vo HNP, Ngo HH, Guo W, Nguyen TMH, Liu Y, Liu Y, Nguyen DD, Chang SW. A critical review on designs and applications of microalgae-based photobioreactors for pollutants treatment. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 651:1549-1568. [PMID: 30360283 DOI: 10.1016/j.scitotenv.2018.09.282] [Citation(s) in RCA: 61] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Revised: 09/21/2018] [Accepted: 09/21/2018] [Indexed: 06/08/2023]
Abstract
The development of the photobioreactors (PBs) is recently noticeable as cutting-edge technology while the correlation of PBs' engineered elements such as modellings, configurations, biomass yields, operating conditions and pollutants removal efficiency still remains complex and unclear. A systematic understanding of PBs is therefore essential. This critical review study is to: (1) describe the modelling approaches and differentiate the outcomes; (2) review and update the novel technical issues of PBs' types; (3) study microalgae growth and control determined by PBs types with comparison made; (4) progress and compare the efficiencies of contaminants removal given by PBs' types and (5) identify the future perspectives of PBs. It is found that Monod model's shortcoming in internal substrate utilization is well fixed by modified Droop model. The corroborated data also remarks an array of PBs' types consisting of flat plate, column, tubular, soft-frame and hybrid configuration in which soft-frame and hybrid are the latest versions with higher flexibility, performance and smaller foot-print. Flat plate PBs is observed with biomass yield being 5 to 20 times higher than other PBs types while soft-frame and membrane PBs can also remove pharmaceutical and personal care products (PPCPs) up to 100%. Looking at an opportunity for PBs in sustainable development, the flat plate PBs are applicable in PB-based architectures and infrastructures indicating an encouraging revenue-raising potential.
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Affiliation(s)
- Hoang Nhat Phong Vo
- Centre for Technology in Water and Wastewater, School of Civil and Environmental Engineering, University of Technology Sydney, Sydney, NSW 2007, Australia
| | - Huu Hao Ngo
- Centre for Technology in Water and Wastewater, School of Civil and Environmental Engineering, University of Technology Sydney, Sydney, NSW 2007, Australia.
| | - Wenshan Guo
- Centre for Technology in Water and Wastewater, School of Civil and Environmental Engineering, University of Technology Sydney, Sydney, NSW 2007, Australia
| | - Thi Minh Hong Nguyen
- School of Environment, Resources and Development, Asian Institute of Technology, P.O. Box 4, Klong Luang, Pathumthani 12120, Thailand
| | - Yiwen Liu
- Centre for Technology in Water and Wastewater, School of Civil and Environmental Engineering, University of Technology Sydney, Sydney, NSW 2007, Australia
| | - Yi Liu
- Shanghai Advanced Research Institute, Chinese Academy of Science, Zhangjiang Hi-Tech Park, Pudong, Shanghai, China
| | - Dinh Duc Nguyen
- Department of Environmental Energy Engineering, Kyonggi University, 442-760, Republic of Korea
| | - Soon Woong Chang
- Department of Environmental Energy Engineering, Kyonggi University, 442-760, Republic of Korea.
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Hidasi N, Belay A. Diurnal variation of various culture and biochemical parameters of Arthrospira platensis in large-scale outdoor raceway ponds. ALGAL RES 2018. [DOI: 10.1016/j.algal.2017.08.027] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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