A neighborhood‐adaptive state transition algorithm for operational optimization of residue hydrogenation fractionation process. (6th March 2021)
- Record Type:
- Journal Article
- Title:
- A neighborhood‐adaptive state transition algorithm for operational optimization of residue hydrogenation fractionation process. (6th March 2021)
- Main Title:
- A neighborhood‐adaptive state transition algorithm for operational optimization of residue hydrogenation fractionation process
- Authors:
- Wang, Yalin
Yi, Kemin
Wang, Kai
Yuan, Xiaofeng - Abstract:
- Summary: Residual hydrogenation fractionation process (RHFP) is significant for extracting valuable fractions from heavy oil with a severe energy consumption. The operational optimization of RHPF for comprehensively improving product profits and reducing energy consumption costs has been studied in this paper. Considering the complex nonlinear dynamic constraints, a novel neighborhood‐adaptive state transition algorithm (NaSTA) is proposed. Specifically, a variable local‐neighborhood strategy is designed to adaptively change the size of the neighborhood and speed up the initial search. Then, randomly generating large‐scope candidate solutions aids the algorithm to jump out of the local optimal solution. In addition, an out‐of‐bound candidate solution processing mechanism is proposed to reasonably allocate candidate solutions that exceed the predefined neighborhood boundaries. The statistical research manifests the superiority of the proposed method compared with other optimization algorithms. The experimental results verify that the energy consumption is considerably reduced by approximately 10.06% so that the overall profit is improved. Abstract : The operation optimization problem for residue hydrogenation fractionation process under the constraints of energy consumption and cost is established. A neighborhood‐adaptive state transition algorithm is proposed to speed up the search process and improve the accuracy. The algorithm is applied to the operational optimization ofSummary: Residual hydrogenation fractionation process (RHFP) is significant for extracting valuable fractions from heavy oil with a severe energy consumption. The operational optimization of RHPF for comprehensively improving product profits and reducing energy consumption costs has been studied in this paper. Considering the complex nonlinear dynamic constraints, a novel neighborhood‐adaptive state transition algorithm (NaSTA) is proposed. Specifically, a variable local‐neighborhood strategy is designed to adaptively change the size of the neighborhood and speed up the initial search. Then, randomly generating large‐scope candidate solutions aids the algorithm to jump out of the local optimal solution. In addition, an out‐of‐bound candidate solution processing mechanism is proposed to reasonably allocate candidate solutions that exceed the predefined neighborhood boundaries. The statistical research manifests the superiority of the proposed method compared with other optimization algorithms. The experimental results verify that the energy consumption is considerably reduced by approximately 10.06% so that the overall profit is improved. Abstract : The operation optimization problem for residue hydrogenation fractionation process under the constraints of energy consumption and cost is established. A neighborhood‐adaptive state transition algorithm is proposed to speed up the search process and improve the accuracy. The algorithm is applied to the operational optimization of residue hydrogenation fractionation process and makes the profit improve by 10.06%. … (more)
- Is Part Of:
- International journal of energy research. Volume 45:Number 9(2021)
- Journal:
- International journal of energy research
- Issue:
- Volume 45:Number 9(2021)
- Issue Display:
- Volume 45, Issue 9 (2021)
- Year:
- 2021
- Volume:
- 45
- Issue:
- 9
- Issue Sort Value:
- 2021-0045-0009-0000
- Page Start:
- 12740
- Page End:
- 12757
- Publication Date:
- 2021-03-06
- Subjects:
- energy consumption -- neighborhood‐adaptive state transition algorithm -- operation optimization -- residual hydrogenation fractionation process
Power resources -- Periodicals
Power (Mechanics) -- Periodicals
Power resources -- Research -- Periodicals
621.042 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/er.6607 ↗
- Languages:
- English
- ISSNs:
- 0363-907X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.236000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 17563.xml