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J. Comput. Sci. Eng.
Vol. 47 (2020) 1123-1139 |
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Study on EC50
values of PfNMT inhibitors based on 6,5-fused heterocyclic
compounds |
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Sheng Zhang, Hongzong Si, Gaopeng Wang, Li Zhang, Haitao Sun |
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J. Comput. Sci. Eng. 47 (2020) 1123-1130!Published
20 May 2020 |
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Abstract:
Research shows that effective inhibition of N-myristoyl
proteins can help for understand the inner membrane
complex, a critical subcellular organelle. This work is
to evaluate the properties of the compounds and to
explore new anti-malaria drugs. Quantitative
structure-activity relationship (QSAR) is an effective
method for screening novel structures and predicting
various properties of the synthesized compounds.
Heuristic method (HM) and gene expression programming
(GEP) algorithm were used to establish linear and
nonlinear models severally. The results showed that the
correlation coefficients of R2 and S2
in HM model were 0.7502 and 4.5993. GEP QSAR model
values were 0.8832 and 2.5221. The nonlinear models are
more satisfaction. The study indicates that this kind of
compound has the possibility of further optimization. |
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Keywords:
PfNMT inhibitors; EC50; Quantitative structure-activity
relationship; Model; Gene expression programming;
Heuristic method.
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CSE-PDF |
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A Trust Region
Interior Point Algorithm for Nonconvex Separable Problems |
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Donglei Liu, Dan Xue, Ningning Li |
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J. Comput. Sci. Eng. 47 (2020) 1131-1139!Published
20 May 2020 |
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Abstract:
In this paper, a trust region interior point method is
proposed to solve inequality constraint optimization
problems with separable structure. Specially, the
algorithm can be used to solve nonconvex optimization
problems. At each iteration, we use the structured trust
region technique to avoid the limitation of single trust
region radius. A new primal-dual nonlinear system is
introduced by using the Lagrangian function of the
logarithmic barrier problem. Based on the nonlinear
system, trust region subproblem is proposed, and the
trial step can be obtained. The convergence properties
of the proposed method are discussed under some suitable
assumptions. Some numerical results illustrate that the
method is potentially efficient. |
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Keywords:Constraint
optimization; Separable structure; Nonconvex
optimization; Trust region method; Interior point method.
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Download (free)
CSE-PDF |
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!! from ACSS |