Bioelastomers and applications thereof

    公开(公告)号:US10106647B2

    公开(公告)日:2018-10-23

    申请号:US14916140

    申请日:2014-09-04

    发明人: Jian Yang Jinshan Guo

    摘要: In one aspect, compositions are described herein. In some embodiments, a composition described herein comprises the reaction product of (i) citric acid, a citrate, or an ester of citric acid with (ii) a polyol, and (iii) a monomer comprising one or more alkyne moieties and/or azide moieties. The reaction product, in some instances, comprises a polymer. Further, in some cases, a composition described herein comprises a plurality of polymers. In some embodiments, the polymers are selected to be reactive with one another through a click chemistry reaction scheme to form a polymer network. In another aspect, medical implants and medical devices are described herein, the implants and devices comprising a polymer or polymer network described herein.

    Accelerated discrete distribution clustering under wasserstein distance

    公开(公告)号:US10013477B2

    公开(公告)日:2018-07-03

    申请号:US15282947

    申请日:2016-09-30

    IPC分类号: G06F17/30 G06N99/00

    CPC分类号: G06F16/285 G06N20/00

    摘要: Computationally efficient accelerated D2-clustering algorithms are disclosed for clustering discrete distributions under the Wasserstein distance with improved scalability. Three first-order methods include subgradient descent method with re-parametrization, alternating direction method of multipliers (ADMM), and a modified version of Bregman ADMM. The effects of the hyper-parameters on robustness, convergence, and speed of optimization are thoroughly examined. A parallel algorithm for the modified Bregman ADMM method is tested in a multi-core environment with adequate scaling efficiency subject to hundreds of CPUs, demonstrating the effectiveness of AD2-clustering.