Recommanded Product: 1445085-77-7. The fused heterocycle is formed by combining a benzene ring with a single heterocycle, or two or more single heterocycles. Compound: Methanesulfonato(2-dicyclohexylphosphino-2′,6′-di-i-propoxy-1,1′-biphenyl)(2′-amino-1,1′-biphenyl-2-yl)palladium(II), is researched, Molecular C43H56NO5PPdS, CAS is 1445085-77-7, about Optimizing chemical reaction conditions using deep learning: a case study for the Suzuki-Miyaura cross-coupling reaction. Author is Fu, Zunyun; Li, Xutong; Wang, Zhaohui; Li, Zhaojun; Liu, Xiaohong; Wu, Xiaolong; Zhao, Jihui; Ding, Xiaoyu; Wan, Xiaozhe; Zhong, Feisheng; Wang, Dingyan; Luo, Xiaomin; Chen, Kaixian; Liu, Hong; Wang, Jiang; Jiang, Hualiang; Zheng, Mingyue.
A feasibility study of a deep learning model for exploring the optimal reaction conditions for given chem. reactions was reported. The model was trained to learn the relationships between the chem. contexts, reaction conditions and product yields based on high-quality existing exptl. data, and then extrapolate reasonably to unseen reactions by in silico exploration of accessible reaction space. This strategy was applied to the Suzuki-Miyaura cross-coupling reaction to find the best catalysts for given reactants and at the same time to discover the optimum combination of the reaction conditions. The trained model able to determine the productive catalysts as well as the most favorable catalyst loading and reaction temperature for both modeled reactions and external unseen reactions was demonstrated. This work aims to provide an insight into the feasibility of introducing a deep learning method in the optimization of chem. reaction conditions.
There is still a lot of research devoted to this compound(SMILES：O=S(O[Pd]C1=CC=CC=C1C2=C(C=CC=C2)N)(C)=O.CC(C)OC3=CC=CC(OC(C)C)=C3C4=CC=CC=C4P(C5CCCCC5)C6CCCCC6)Recommanded Product: 1445085-77-7, and with the development of science, more effects of this compound(1445085-77-7) can be discovered.
Reference:
Isoxazole – Wikipedia,
Isoxazole | C3H3NO – PubChem