Parameter identification for gompertz and logistic dynamic equations

被引:13
作者
Akin, Elvan [1 ]
Pelen, Neslihan Nesliye [2 ]
Tiryaki, Ismail Ugur [3 ]
Yalcin, Fusun [4 ]
机构
[1] Missouri Univ Sci & Technol, Dept Math & Stat, Rolla, MO 65409 USA
[2] Ondokuz Mayis Univ, Arts & Sci Fac, Dept Math, Samsun, Turkey
[3] Abant Izzet Baysal Univ, Fac Arts & Sci, Dept Math, Bolu, Turkey
[4] Akdeniz Univ, Dept Math, Fac Sci, Antalya, Turkey
关键词
PSEUDOMONAS-PUTIDA; GROWTH; MODELS;
D O I
10.1371/journal.pone.0230582
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, we generalize and compare Gompertz and Logistic dynamic equations in order to describe the growth patterns of bacteria and tumor. First of all, we introduce two types of Gompertz equations, where the first type 4-paramater and 3-parameter Gompertz curves do not include the logarithm of the number of individuals, and then we derive 4-parameter and 3-parameter Logistic equations. We notice that Logistic curves are better in modeling bacteria whereas the growth pattern of tumor is described better by Gompertz curves. Increasing the number of parameters of Logistic curves give favorable results for bacteria while decreasing the number of parameters of Gompertz curves for tumor improves the curve fitting. Moreover, our results overshadow some of the existing results in the literature.
引用
收藏
页数:21
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