A novel node-based non-structural model for mass exchanger network synthesis using a stochastic algorithm. (20th November 2022)
- Record Type:
- Journal Article
- Title:
- A novel node-based non-structural model for mass exchanger network synthesis using a stochastic algorithm. (20th November 2022)
- Main Title:
- A novel node-based non-structural model for mass exchanger network synthesis using a stochastic algorithm
- Authors:
- Zhou, Zhiqiang
Cui, Guoming
Xiao, Yuan - Abstract:
- Abstract: The use of mass exchange networks is an effective means of reducing both pollutant emissions and investment costs in chemical industrial processes. Here, a new simultaneous model based on a mixed integer non-linear program called the node-based non-structural model is proposed for the synthesis of mass exchange networks. This model uses the concept of nodes in both rich and lean streams to represent the possible generation positions of mass exchange units, with no fixed matching pattern. The presented model is more random and flexible in forming structures compared to other structural models with fixed matching relationships. These characteristics, in addition to the adoption of non-iso-compositional mixing, resulted in the search region of the proposed model being significantly enlarged. The established model was also modified to incorporate networks with regeneration. However, the high nonlinearity and nonconvexity of studied problems make it difficult to obtain a global optimal network design. To overcome this, a random walk algorithm with compulsive evolution, a kind of stochastic algorithm first used in solving heat exchange network problems, was applied for the solution. The algorithm's strength is its feature of independent evolutionary strategy among individuals, which can optimize both the integer and continuous variables simultaneously. The effectiveness of the proposed method was demonstrated by solving four different examples from the literature. ForAbstract: The use of mass exchange networks is an effective means of reducing both pollutant emissions and investment costs in chemical industrial processes. Here, a new simultaneous model based on a mixed integer non-linear program called the node-based non-structural model is proposed for the synthesis of mass exchange networks. This model uses the concept of nodes in both rich and lean streams to represent the possible generation positions of mass exchange units, with no fixed matching pattern. The presented model is more random and flexible in forming structures compared to other structural models with fixed matching relationships. These characteristics, in addition to the adoption of non-iso-compositional mixing, resulted in the search region of the proposed model being significantly enlarged. The established model was also modified to incorporate networks with regeneration. However, the high nonlinearity and nonconvexity of studied problems make it difficult to obtain a global optimal network design. To overcome this, a random walk algorithm with compulsive evolution, a kind of stochastic algorithm first used in solving heat exchange network problems, was applied for the solution. The algorithm's strength is its feature of independent evolutionary strategy among individuals, which can optimize both the integer and continuous variables simultaneously. The effectiveness of the proposed method was demonstrated by solving four different examples from the literature. For each of the four examples, a lower total annual cost result which satisfied all kinds of constraints was obtained compared to previous studies. Graphical abstract: Image 1 Highlights: A node-based non-structural model is proposed for mass exchanger network synthesis. The developed model is more flexible and random by using the concept of nodes. Random walk algorithm with compulsive evolution is used to optimize the new model. Four different examples from literature are solved with lower total annual cost. … (more)
- Is Part Of:
- Journal of cleaner production. Volume 376(2022)
- Journal:
- Journal of cleaner production
- Issue:
- Volume 376(2022)
- Issue Display:
- Volume 376, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 376
- Issue:
- 2022
- Issue Sort Value:
- 2022-0376-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-11-20
- Subjects:
- Mass exchanger networks -- Process integration -- Simultaneous method -- Non-structural model -- Stochastic algorithm
Factory and trade waste -- Management -- Periodicals
Manufactures -- Environmental aspects -- Periodicals
Déchets industriels -- Gestion -- Périodiques
Usines -- Aspect de l'environnement -- Périodiques
628.5 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09596526 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jclepro.2022.134227 ↗
- Languages:
- English
- ISSNs:
- 0959-6526
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4958.369720
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 24167.xml