In this work, a decision support tool is presented to carefully design and optimize the business value of a renewable energy endeavor considering all types of uncertainties, including uncertainties at strategic and operational levels. A stochastic linear model is first developed to optimize production capacity of the plant, and then process simulation coupled with a stochastic optimization algorithm is employed to optimize the operating conditions of the plant. Market uncertainties are taken into account at the strategic planning level, and uncertainties related to parameters characterizing the processing technologies are addressed in operational level optimization. Monte Carlo-based simulation and global sensitivity analysis are utilized to identify the most critical parameters and optimize the operating conditions of the plant accordingly. Additionally, risk measurement strategies are introduced to the framework for explicit treatment of strategic and operational risks. For a demonstration of the effectiveness of the proposed methodology, a hypothetical case study of a multiproduct lignocellulosic biorefinery is utilized.
机构:
Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA
Eksioglu, Sandra D.
Acharya, Ambarish
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Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA
Acharya, Ambarish
Leightley, Liam E.
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Inst Adv Learning & Res, Danville, VA 24540 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA
Leightley, Liam E.
Arora, Sumesh
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Mississippi Technol Alliance, Ridgeland, MS 39157 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA
机构:
Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA
Eksioglu, Sandra D.
Acharya, Ambarish
论文数: 0引用数: 0
h-index: 0
机构:
Mississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA
Acharya, Ambarish
Leightley, Liam E.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Adv Learning & Res, Danville, VA 24540 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA
Leightley, Liam E.
Arora, Sumesh
论文数: 0引用数: 0
h-index: 0
机构:
Mississippi Technol Alliance, Ridgeland, MS 39157 USAMississippi State Univ, Dept Ind & Syst Engn, Mississippi State, MS 39762 USA