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基于果蝇周期蛋白PER调控网络构建的两导数Runge-Kutta算法
  • ISSN号:1000-2030
  • 期刊名称:南京农业大学学报
  • 时间:2014
  • 页码:152-158
  • 分类:O241.8[理学—计算数学;理学—数学] Q811.4[生物学—生物工程]
  • 作者机构:[1]南京农业大学理学院,江苏南京210095
  • 相关基金:国家自然科学基金项目(11171155);中央高校基本科研业务费自主创新重点项目(KYZ201424,Y0201100265)
  • 相关项目:基因调控网络振子的结构理论与保结构模拟研究
中文摘要:

为更准确地模拟基因调控网络的动力学行为,考虑采用新的两导数Runge-Kutta模拟算法。这种数值算法的特点是在格式中融入了真实解的二阶结构,使得模拟结果更为精确。与通用的经典四级四阶Runge-Kutta算法RK4相比,二级四阶两导数Runge-Kutta算法TDRK2s4具有3个优势:1)构造简单,易于编程实现;2)计算成本小,RK4每步需要计算4次非线性函数,而TDRK2s4只需要计算3次;3)存储空间小,RK4方法需要4个内级存储单元,而TDRK2s4只要2个。TDRK2s4用于模拟具有持续振荡特征的果蝇周期蛋白PER与per mRNA负反馈调控网络。与RK4相比较,对不同步长(h=1/2,1/4,1/8,1/16),TDRK2s4的误差远小于RK4的误差;而且TDRK2s4对大步长(h=1/2)的误差远小于RK4对小步长(h=1/16)的误差。对固定步长(h=1/4),随着模拟区间的延长,TDRK2s4的累积误差增长十分缓慢,而RK4的累积误差增长很快。对不同步长(h=1/2,1/4,1/8,1/16),TDRK2s4计算耗费的CPU时间也明显少于RK4。TDRK2s4的模拟效率远高于RK4。结论:当基因调控网络微分方程组右端函数的导数容易得到时,TDRK算法比传统的RK算法更适用于大步长、长时间的高效数值模拟。

英文摘要:

The dynamical mechanism of genetic regulatory networks are usually simulated predominately by the traditional RungeKutta(RK) methods. The purpose of this paper is to pursue new simulation approaches which are more precise and more effective. For the numerical integration of the initial value problems z' = g(x,z),z(x0) = z0,two-derivative Runge-Kutta(TDRK) algorithms of the form,z1= z0+hg(x0,z0) +h2∑s i = 1bili,li= φ(x0+cih,z0+cihg(x0,z0) +h2∑s j = 1aijlj)(i=1,2,…,s) are considered. These numerical algorithms are characterized by incorporating the second-order structure of the true solution into the scheme which makes the scheme more accurate. Although the two-stage two-derivative Runge-Kutta algorithm(TDRK2s4) has the same algebraic order(four) and the same stability function R(w) = 1 + w + w2/2 + w3/6 + w4/24(that is the function in the iteration z1= R(w) z0,w=hλ,obtained by applying the algorithm to the linear test equation z' = λz with step size h) as the general-purposed classical four-stage Runge-Kutta algorithm(RK4),it possesses three advantages: 1) It is simpler in construction and easier to implement. 2) It requires less computational cost and less storage space-TDRK2s4 involves three evaluations of nonlinear functions g(x0,z0),l1= φ(x0,z0) and l2= φ(x0+c2h,z0+c2hg(x0,z0) +h2a21l1) at each step while RK4 involves four k1= g(z0),k2= g(x0+c2h,z0+ha21k1),k3= g(x0+c3h,z0+ha32k2) and k4= g(x0+ c4h,z0+ ha43k3). 3) It requires less storage space-TDRK2s4 needs only two units for storing the internal stages l1and l2while RK4 involves three for k1,k2,k3and k4. TDRK2s4 is applied to the simulation of the negative-feedback regulatory network of period protein(PER) and per mRNA in Drosophila which is characterized by sustained oscillation. RK4 is also used for comparison. The numerical results show that the errors produced by TDRK2s4 are much less than those produced by

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期刊信息
  • 《南京农业大学学报》
  • 北大核心期刊(2011版)
  • 主管单位:中华人民共和国教育部
  • 主办单位:南京农业大学
  • 主编:郑小波
  • 地址:江苏省南京市卫岗1号
  • 邮编:210095
  • 邮箱:nauxb@njau.edu.cn
  • 电话:025-84395214
  • 国际标准刊号:ISSN:1000-2030
  • 国内统一刊号:ISSN:32-1148/S
  • 邮发代号:28-53
  • 获奖情况:
  • 中国自然科学核心期刊,全国优秀科技期刊,第二届江苏省十佳科技期刊,中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 美国化学文摘(网络版),英国农业与生物科学研究中心文摘,波兰哥白尼索引,英国动物学记录,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:22558