Novel Module-Based Design Algorithm for Intensified Membrane Reactor Systems

The growing interest in intensified process units that improve efficiency by combining several phenomena into one unit, has led to a loss in degrees of freedom when addressing the control scheme of these units. Previous work demonstrated that a novel module-based design approach to membrane reactors...

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Published inProcesses Vol. 9; no. 12; p. 2165
Main Authors Bishop, Brent A., Lima, Fernando V.
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.12.2021
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ISSN2227-9717
2227-9717
DOI10.3390/pr9122165

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Abstract The growing interest in intensified process units that improve efficiency by combining several phenomena into one unit, has led to a loss in degrees of freedom when addressing the control scheme of these units. Previous work demonstrated that a novel module-based design approach to membrane reactors could improve the operability index of membrane reactor systems. This approach sought to decouple the phenomena to regain some degrees of freedom for the control system. However, the computational time to determine such an optimal module design made this class of design problems intractable to solve in a reasonable amount of time. This work proposes a set of design heuristics for a new module-based design approach for membrane reactors. These heuristics are used in combination with a genetic algorithm formulation to produce a novel, two-staged algorithm for the design and control of membrane reactor systems. This algorithm is developed in Python and uses rigorous membrane reactor models built in AVEVA Process Simulation. The proposed algorithm solves the original non-polynomial (NP) complexity problem in polynomial time (P), while still being able to find the optimal designs discovered in previous work through exhaustive methods.
AbstractList The growing interest in intensified process units that improve efficiency by combining several phenomena into one unit, has led to a loss in degrees of freedom when addressing the control scheme of these units. Previous work demonstrated that a novel module-based design approach to membrane reactors could improve the operability index of membrane reactor systems. This approach sought to decouple the phenomena to regain some degrees of freedom for the control system. However, the computational time to determine such an optimal module design made this class of design problems intractable to solve in a reasonable amount of time. This work proposes a set of design heuristics for a new module-based design approach for membrane reactors. These heuristics are used in combination with a genetic algorithm formulation to produce a novel, two-staged algorithm for the design and control of membrane reactor systems. This algorithm is developed in Python and uses rigorous membrane reactor models built in AVEVA Process Simulation. The proposed algorithm solves the original non-polynomial (NP) complexity problem in polynomial time (P), while still being able to find the optimal designs discovered in previous work through exhaustive methods.
Author Lima, Fernando V.
Bishop, Brent A.
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CitedBy_id crossref_primary_10_1021_acs_iecr_3c02045
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SubjectTerms Algorithms
Chemical industry
Computer applications
Computing time
Degrees of freedom
Design
Efficiency
Genetic algorithms
Heuristic
Membrane reactors
Membrane separation
Membranes
Modules
Optimization
Polynomials
Problem solving
Reactors
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Title Novel Module-Based Design Algorithm for Intensified Membrane Reactor Systems
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