Simultaneous optimization of the cavity heat load and trip rates in linacs using a genetic algorithm
Abstract
In this paper, a genetic algorithm-based optimization is used to simultaneously minimize two competing objectives guiding the operation of the Jefferson Lab's Continuous Electron Beam Accelerator Facility linacs: cavity heat load and radio frequency cavity trip rates. The results represent a significant improvement to the standard linac energy management tool and thereby could lead to a more efficient Continuous Electron Beam Accelerator Facility configuration. This study also serves as a proof of principle of how a genetic algorithm can be used for optimizing other linac-based machines.
- Authors:
- Publication Date:
- Research Org.:
- Thomas Jefferson National Accelerator Facility (TJNAF), Newport News, VA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1180918
- Alternate Identifier(s):
- OSTI ID: 1208639
- Report Number(s):
- JLAB-ACP-14-1901; DOE/OR/23177-3198
Journal ID: ISSN 1098-4402; PRABFM; 101003
- Grant/Contract Number:
- AC05-06OR23177; 1359026
- Resource Type:
- Published Article
- Journal Name:
- Physical Review Special Topics. Accelerators and Beams
- Additional Journal Information:
- Journal Name: Physical Review Special Topics. Accelerators and Beams Journal Volume: 17 Journal Issue: 10; Journal ID: ISSN 1098-4402
- Publisher:
- American Physical Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 43 PARTICLE ACCELERATORS
Citation Formats
Terzić, Balša, Hofler, Alicia S., Reeves, Cody J., Khan, Sabbir A., Krafft, Geoffrey A., Benesch, Jay, Freyberger, Arne, and Ranjan, Desh. Simultaneous optimization of the cavity heat load and trip rates in linacs using a genetic algorithm. United States: N. p., 2014.
Web. doi:10.1103/PhysRevSTAB.17.101003.
Terzić, Balša, Hofler, Alicia S., Reeves, Cody J., Khan, Sabbir A., Krafft, Geoffrey A., Benesch, Jay, Freyberger, Arne, & Ranjan, Desh. Simultaneous optimization of the cavity heat load and trip rates in linacs using a genetic algorithm. United States. https://doi.org/10.1103/PhysRevSTAB.17.101003
Terzić, Balša, Hofler, Alicia S., Reeves, Cody J., Khan, Sabbir A., Krafft, Geoffrey A., Benesch, Jay, Freyberger, Arne, and Ranjan, Desh. Wed .
"Simultaneous optimization of the cavity heat load and trip rates in linacs using a genetic algorithm". United States. https://doi.org/10.1103/PhysRevSTAB.17.101003.
@article{osti_1180918,
title = {Simultaneous optimization of the cavity heat load and trip rates in linacs using a genetic algorithm},
author = {Terzić, Balša and Hofler, Alicia S. and Reeves, Cody J. and Khan, Sabbir A. and Krafft, Geoffrey A. and Benesch, Jay and Freyberger, Arne and Ranjan, Desh},
abstractNote = {In this paper, a genetic algorithm-based optimization is used to simultaneously minimize two competing objectives guiding the operation of the Jefferson Lab's Continuous Electron Beam Accelerator Facility linacs: cavity heat load and radio frequency cavity trip rates. The results represent a significant improvement to the standard linac energy management tool and thereby could lead to a more efficient Continuous Electron Beam Accelerator Facility configuration. This study also serves as a proof of principle of how a genetic algorithm can be used for optimizing other linac-based machines.},
doi = {10.1103/PhysRevSTAB.17.101003},
journal = {Physical Review Special Topics. Accelerators and Beams},
number = 10,
volume = 17,
place = {United States},
year = {Wed Oct 15 00:00:00 EDT 2014},
month = {Wed Oct 15 00:00:00 EDT 2014}
}
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1103/PhysRevSTAB.17.101003
https://doi.org/10.1103/PhysRevSTAB.17.101003
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Cited by: 7 works
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