LAPSE:2019.0627
Published Article
LAPSE:2019.0627
Simulating Stochastic Populations. Direct Averaging Methods
Vu Tran, Doraiswami Ramkrishna
July 11, 2019
A method of directly computing the average behavior of stochastic populations is established, which obviates the time-consuming process of generating detailed sample paths. The method relies on suitably discretized time intervals in which nonlinearities are quasi-linearized to produce random variables with known expectations and variances. The pair of equations is directly solved to obtain the average behavior of the system at the end of a time interval based on its knowledge at the beginning of the interval. The sample path requirement for this process is considerably lower than that for the process over the entire simulation period. The efficiency of the method is demonstrated on the transfer of antibiotics resistance between two bacterial species which is a problem of mounting concern in fighting disease.
Keywords
direct averaging, drug resistance, stochastic simulation, transfer
Suggested Citation
Tran V, Ramkrishna D. Simulating Stochastic Populations. Direct Averaging Methods. (2019). LAPSE:2019.0627
Author Affiliations
Tran V: School of Chemical Engineering, Purdue University, West Lafayette, IN 47907, USA
Ramkrishna D: School of Chemical Engineering, Purdue University, West Lafayette, IN 47907, USA
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Journal Name
Processes
Volume
7
Issue
3
Article Number
E132
Year
2019
Publication Date
2019-03-04
Published Version
ISSN
2227-9717
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Original Submission
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PII: pr7030132, Publication Type: Journal Article
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LAPSE:2019.0627
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doi:10.3390/pr7030132
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Jul 11, 2019
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CC BY 4.0
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Jul 11, 2019
 
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Original Submitter
Calvin Tsay
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