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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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    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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