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Pollution Control Under Uncertainty: Integrating Optimal Control Theory and Value of Information

Author

Listed:
  • Dmitry Gromov
  • Prateek Verma
  • Amelie Luhede
  • Thorsten Upmann

Abstract

This study analyses the economic value of information in dynamic environmental decision-making, focusing on how pre-decision resolution of parameter risk affects optimal policy paths. We develop a framework that integrates optimal control (OC) theory with the Value of Information (VoI) concept. Using a continuous-time pollution control model, we analytically derive VoI for different types of uncertainty - initial conditions and model parameters - highlighting how the structure of uncertainty affects its value. We introduce a benchmark "naive certainty-equivalent" policy that ignores uncertainty and quantify the resulting excess in the expected value of perfect information. Our results show that VoI depends on whether uncertainty changes the marginal intertemporal trade-off faced by the decision maker. Information about the initial pollution stock has no value in the present linear-quadratic setting, because it affects welfare levels but not the optimal policy path. By contrast, information about the environmental absorption rate has strictly positive value for any non-degenerate distribution, because it changes the effective persistence of pollution and therefore the optimal balance between current production and future environmental damages. The proposed approach provides a tractable and extensible method for quantifying VoI in intertemporal environmental management problems under parametric risk.

Suggested Citation

  • Dmitry Gromov & Prateek Verma & Amelie Luhede & Thorsten Upmann, 2026. "Pollution Control Under Uncertainty: Integrating Optimal Control Theory and Value of Information," CESifo Working Paper Series 12768, CESifo.
  • Handle: RePEc:ces:ceswps:_12768
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    References listed on IDEAS

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    1. Karl-Göran Mäler & Aart De Zeeuw, 1998. "The Acid Rain Differential Game," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 12(2), pages 167-184, September.
    2. Kolstad, Charles D., 1996. "Learning and Stock Effects in Environmental Regulation: The Case of Greenhouse Gas Emissions," Journal of Environmental Economics and Management, Elsevier, vol. 31(1), pages 1-18, July.
    3. Luhede, Amelie & Yaqine, Houda & Bahmanbijari, Reza & Römer, Michael & Upmann, Thorsten, 2024. "The value of information in water quality monitoring and management," Ecological Economics, Elsevier, vol. 219(C).
    4. Karl-Göran Mäler & Anastasios Xepapadeas & Aart de Zeeuw, 2003. "The Economics of Shallow Lakes," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 26(4), pages 603-624, December.
    5. Upmann, Thorsten & Uecker, Hannes & Hammann, Liv & Blasius, Bernd, 2021. "Optimal stock–enhancement of a spatially distributed renewable resource," Journal of Economic Dynamics and Control, Elsevier, vol. 123(C).
    6. Dieter Grass & Jonathan P. Caulkins & Gustav Feichtinger & Gernot Tragler & Doris A. Behrens, 2008. "Optimal Control of Nonlinear Processes," Springer Books, Springer, number 978-3-540-77647-5, January.
    7. Lars Peter Hansen & Thomas J Sargent, 2014. "Robust Control and Model Uncertainty," World Scientific Book Chapters, in: UNCERTAINTY WITHIN ECONOMIC MODELS, chapter 5, pages 145-154, World Scientific Publishing Co. Pte. Ltd..
    8. Nigel Roome, 1992. "Developing environmental management strategies," Business Strategy and the Environment, Wiley Blackwell, vol. 1(1), pages 11-24, March.
    9. Byron K Williams & Fred A Johnson, 2018. "Value of sample information in dynamic, structurally uncertain resource systems," PLOS ONE, Public Library of Science, vol. 13(6), pages 1-16, June.
    10. Robert S. Pindyck, 2013. "Climate Change Policy: What Do the Models Tell Us?," Journal of Economic Literature, American Economic Association, vol. 51(3), pages 860-872, September.
    11. Frederick Ploeg & Cees Withagen, 1991. "Pollution control and the Ramsey problem," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 1(2), pages 215-236, June.
    12. W.A. Brock & A. Xepapadeas & A.N. Yannacopoulos, 2014. "Optimal Control in Space and Time and the Management of Environmental Resources," Annual Review of Resource Economics, Annual Reviews, vol. 6(1), pages 33-68, October.
    13. Léonard,Daniel & Long,Ngo van, 1992. "Optimal Control Theory and Static Optimization in Economics," Cambridge Books, Cambridge University Press, number 9780521331586.
    14. Karp, Larry & Zhang, Jiangfeng, 2006. "Regulation with anticipated learning about environmental damages," Journal of Environmental Economics and Management, Elsevier, vol. 51(3), pages 259-279, May.
    15. Athanassoglou, Stergios & Xepapadeas, Anastasios, 2012. "Pollution control with uncertain stock dynamics: When, and how, to be precautious," Journal of Environmental Economics and Management, Elsevier, vol. 63(3), pages 304-320.
    16. Newell, Richard G. & Pizer, William A., 2003. "Discounting the distant future: how much do uncertain rates increase valuations?," Journal of Environmental Economics and Management, Elsevier, vol. 46(1), pages 52-71, July.
    17. Dockner,Engelbert J. & Jorgensen,Steffen & Long,Ngo Van & Sorger,Gerhard, 2000. "Differential Games in Economics and Management Science," Cambridge Books, Cambridge University Press, number 9780521637329.
    18. Anna Tur & Ekaterina Gromova & Dmitry Gromov, 2021. "On the Estimation of the Initial Stock in the Problem of Resource Extraction," Mathematics, MDPI, vol. 9(23), pages 1-10, December.
    19. Kenneth J. Arrow & Anthony C. Fisher, 1974. "Environmental Preservation, Uncertainty, and Irreversibility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 88(2), pages 312-319.
    20. Dmitry Gromov & Tadashi Shigoka & Anton Bondarev, 2024. "Optimality and sustainability of hybrid limit cycles in the pollution control problem with regime shifts," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(4), pages 10701-10718, April.
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    More about this item

    Keywords

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    JEL classification:

    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • C61 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Optimization Techniques; Programming Models; Dynamic Analysis
    • Q52 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Pollution Control Adoption and Costs; Distributional Effects; Employment Effects
    • Q58 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Government Policy
    • Q20 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - General

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