## 3 Materials and Methods
### Uncertainty Propagation
* (28) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Research and Application of Power Network Investment Decision-Making Model Based on Fuzzy Real Options. In Proceedings of the 2007 International Conference on Service Systems and Service Management, Chengdu, China, 9-11 June 2007; pp. 1-5. * (29) [PERSON]; [PERSON] Fuzzy Real Options Valuation for Oil Investments. _Ulkio Technol. Ekon. Vystym._**2009**, _15_, 646-669. [CrossRef]* [PERSON] et al. (2011) [PERSON]; [PERSON] A Fuzzy Real Option Approach for Investment Project Valuation. _Expert Syst. Appl._**2011**, _38_, 15296-15302. [CrossRef]
* (31) [PERSON]; [PERSON]; [PERSON]; [PERSON] Generalised Soft Multi-Mode Real Options Model (Fuzzy-Stochastic Approach). _Expert Syst. Appl._**2022**, _192_, 116388. [CrossRef]
* (32) [PERSON]; [PERSON]; [PERSON] Valuing Portfolios of Interdependent Real Options under Exogenous and Endogenous Uncertainties. _Eur. J. Oper. Res._**2020**, _285_, 133-147. [CrossRef]
* (33) [PERSON] [PERSON] A Systematic Overview of Fuzzy-Random Option Pricing in Discrete Time and Fuzzy-Random Binomial Extension Sensitive Interest Rate Pricing. _Axioms_**2025**, _14_, 52. [CrossRef]
* (34) [PERSON]; [PERSON]; [PERSON] Comparison of the Datar-Mathews Method and the Fuzzy Pay-Off Method through Numerical Results. _Adv. Dev. Sci._**2016**, _2016_, 7836784. [CrossRef]
* (35) [PERSON]; [PERSON]; [PERSON]; [PERSON] Fuzzy Pay-off Method for Real Options: The Center of Gravity Approach with Application in Oilfield abandonment. _Fuzzy Sets Syst._**2018**, _353_, 111-123. [CrossRef]
* (36) [PERSON]; [PERSON]; [PERSON] Possibilistic Fuzzy Pay-off Method for Real Option Valuation with Application to Research and Development Investment Analysis. _Fuzzy Sets Syst._**2021**, _409_, 153-169. [CrossRef]
* (37) [PERSON]; [PERSON]; [PERSON] Practical Possibilistic Fuzzy Pay-off Method for Real Option Valuation. _Fuzzy Sets Syst._**2024**, _492_, 109072. [CrossRef]
* (38) [PERSON]; [PERSON]; [PERSON] [PERSON] Judgment Extremity and Accuracy Under Epistemic vs. Aleatory Uncertainty. _Manag. Sci._**2017**, _63_, 497-518. [CrossRef]
* (39) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Investor Behavior Under Epistemic vs. Aleatory Uncertainty. _Manag. Sci._**2023**, _69_, 2761-2777. [CrossRef]
* (40) [PERSON]; [PERSON]; [PERSON] Demand and Price Forecasting Models for Strategic and Planning Decisions in a Supply Chain. _Proc. Sch. Inf. Telecommun. Eng. Tokai Univ._**2010**, \(3\), 37-42. * (41) [PERSON]; [PERSON]; [PERSON] Flexibility as a Source of Value in the Production of Alternative Fuels: The Ethanol Case. _Energy Econ._**2009**, _31_, 411-422. [CrossRef]
* (42) [PERSON]; [PERSON] On The Validity of The Geometric Brownian Motion Assumption. _Eng. Econ._**2005**, _50_, 159-192. [CrossRef]
* (43) [PERSON]; [PERSON] Practical Methods for Constructing Possibility Distributions. _Int. J. Intell. Syst._**2016**, _31_, 215-239. [CrossRef]
* (44) [PERSON] New Methods of Probabilistic and Possibilistic Interactive Data Processing. _J. Intell. Fuzzy Syst._**2016**, _30_, 2639-2656. [CrossRef]
* (45) [PERSON] Simulation-Based Estimation for Correlated Cost Elements. _Int. J. Proj. Manag._**2005**, _23_, 275-282. [CrossRef]
* (46) [PERSON]; [PERSON] Interval Regression by Tolerance Analysis Approach. _Fuzzy Sets Syst._**2012**, _193_, 85-107. [CrossRef]
* (47) [PERSON]; [PERSON]; [PERSON]; [PERSON] Stochastic and Epistemic Uncertainty Propagation in LCA. _Int. J. Life Cycle Assess._**2013**, _18_, 1393-1403. [CrossRef]
* (48) [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON] Risk-Based Imprecise Post-Remediation Soil Quality Objectives. _Sci. Total Environ._**2024**, _923_, 171445. [CrossRef]
* (49) [PERSON]; [PERSON]; [PERSON]; [PERSON] Current Research Trends and Application Areas of Fuzzy and Hybrid Methods to the Risk Assessment of Construction Projects. _Adv. Eng. Inform._**2017**, _33_, 112-131. [CrossRef]
* (50) [PERSON]; [PERSON]; [PERSON] Joint Propagation and Exploitation of Probabilistic and Possibilistic Information in Risk Assessment. _IEEE Trans.