Lazzus, Juan A. published the artcileHybrid Method to Predict Melting Points of Organic Compounds Using Group Contribution + Neural Network + Particle Swarm Algorithm, Safety of Bis(4-nitrophenyl)amine, the publication is Industrial & Engineering Chemistry Research (2009), 48(18), 8760-8766, database is CAplus.
The m.ps. of organic compounds were estimated using a hybrid method that includes a simple group contribution method (GCM) implemented in an artificial neural network (ANN) replacing standard back-propagation with particle swarm optimization (PSO). A total of 439 compounds were used to train the network developed using MatLab. Then, the m.ps. of 100 other compounds were predicted and results compared to exptl. data and other models available in the literature. The study shows that the proposed GCM + ANN + PSO model represents an excellent alternative for the estimation of m.ps. of organic compounds (average absolute relative deviation (AARD) = 7%) from the knowledge of the mol. structure.
Industrial & Engineering Chemistry Research published new progress about 1821-27-8. 1821-27-8 belongs to catalysis-chemistry, auxiliary class Nitro Compound,Amine,Benzene, name is Bis(4-nitrophenyl)amine, and the molecular formula is C12H9N3O4, Safety of Bis(4-nitrophenyl)amine.
Referemce:
https://courses.lumenlearning.com/boundless-chemistry/chapter/catalysis/,
Catalysis – Wikipedia