PREDICTION OF CRITICAL-TEMPERATURES AND PRESSURES OF INDUSTRIALLY IMPORTANT ORGANIC-COMPOUNDS FROM MOLECULAR-STRUCTURE

Citation
Be. Turner et al., PREDICTION OF CRITICAL-TEMPERATURES AND PRESSURES OF INDUSTRIALLY IMPORTANT ORGANIC-COMPOUNDS FROM MOLECULAR-STRUCTURE, Journal of chemical information and computer sciences, 38(4), 1998, pp. 639-645
Citations number
16
Categorie Soggetti
Computer Science Interdisciplinary Applications","Computer Science Information Systems","Computer Science Interdisciplinary Applications",Chemistry,"Computer Science Information Systems
ISSN journal
00952338
Volume
38
Issue
4
Year of publication
1998
Pages
639 - 645
Database
ISI
SICI code
0095-2338(1998)38:4<639:POCAPO>2.0.ZU;2-6
Abstract
Quantitative-structure property relationships methods are used to deve lop mathematical models to predict critical temperatures and pressures of a diverse set of organic compounds taken from.the Design Institute for Physical Property Data (DIPPR) database. Each compound is represe nted with calculated molecular structure descriptors that encode its t opological, electronic, geometrical, and other features. Subsets of de scriptors are selected with simulated annealing and genetic algorithms . Models to predict the critical properties are constructed using mult iple linear regression analysis and computational neural networks with errors comparable to the experimental errors of the critical property data.