公开(公告)号：US11900260B2

公开(公告)日：2024-02-13

申请号：US16810524

申请日：2020-03-05

申请人： Deepak Sridhar ,  Juwei Lu

发明人： Deepak Sridhar ,  Juwei Lu

IPC分类号： G06N3/08 ,  G06N3/088 ,  G06N3/045

CPC分类号： G06N3/088 ,  G06N3/045 ,  G06N3/08

摘要： Methods, devices and processor-readable media for an integrated teacher-student machine learning system. One or more teacher-student modules are trained as part of the teacher neural network training. Each student sub-network uses a portion of the teacher neural network to generate an intermediate feature map, then provides the intermediate feature map to a student sub-network to generate inferences. The student sub-network may use a feature enhancement block to map the intermediate feature map to a subsequent feature map. A compression block may be used to compress intermediate feature map data for transmission in some embodiments.

公开(公告)号：US09371227B2

公开(公告)日：2016-06-21

申请号：US13394572

申请日：2010-09-08

申请人： Liang-Shih Fan ,  Fanxing Li ,  Liang Zeng ,  Deepak Sridhar

发明人： Liang-Shih Fan ,  Fanxing Li ,  Liang Zeng ,  Deepak Sridhar

IPC分类号： H01M8/06 ,  H01M8/18 ,  C01B3/34 ,  C01B3/06 ,  C10J3/72 ,  C10J3/46 ,  C10K3/02 ,  H01M8/12 ,  H01M8/14 ,  C10K1/00 ,  C10K1/02

CPC分类号： H01M8/0618 ,  B01J7/00 ,  C01B3/063 ,  C01B3/34 ,  C01B3/344 ,  C01B2203/0216 ,  C01B2203/0222 ,  C01B2203/0233 ,  C01B2203/0238 ,  C01B2203/066 ,  C01B2203/0827 ,  C01B2203/148 ,  C10J3/46 ,  C10J3/725 ,  C10J2300/0916 ,  C10J2300/093 ,  C10J2300/0959 ,  C10J2300/0993 ,  C10J2300/1612 ,  C10J2300/1646 ,  C10J2300/1678 ,  C10J2300/1807 ,  C10K1/003 ,  C10K1/024 ,  C10K3/026 ,  C25B1/04 ,  C25B3/00 ,  H01M8/0643 ,  H01M8/1007 ,  H01M8/1016 ,  H01M8/145 ,  H01M2008/1293 ,  H01M2008/147 ,  H01M2300/0051 ,  H01M2300/0071 ,  Y02E20/18 ,  Y02E20/185 ,  Y02E60/36 ,  Y02E60/366 ,  Y02E60/50 ,  Y02E60/525 ,  Y02E60/526 ,  Y02P20/134 ,  Y02P20/146 ,  Y02P70/56

摘要： High efficiency electricity generation processes and systems with substantially zero CO2 emissions are provided. A closed looping between the unit that generates gaseous fuel (H2, CO, etc) and the fuel cell anode side is formed. In certain embodiments, the heat and exhaust oxygen containing gas from the fuel cell cathode side are also utilized for the gaseous fuel generation. The resulting power generation efficiencies are improved due to the minimized steam consumption for the gaseous fuel production in the fuel cell anode loop as well as the strategic mass and energy integration schemes.

摘要翻译： 提供了高效发电过程和基本上零二氧化碳排放的系统。 形成产生气体燃料（H2，CO等）的单元与燃料电池阳极侧之间的闭环。 在某些实施例中，来自燃料电池阴极侧的含有热和废气的含氧气体也用于产生气体燃料。 由于燃料电池阳极回路中的气体燃料生产的最小蒸汽消耗以及战略质量和能量集成方案，所得到的发电效率得到改善。

公开(公告)号：US11902548B2

公开(公告)日：2024-02-13

申请号：US17203613

申请日：2021-03-16

申请人： Deepak Sridhar ,  Niamul Quader ,  Srikanth Muralidharan ,  Yaoxin Li ,  Juwei Lu ,  Peng Dai

发明人： Deepak Sridhar ,  Niamul Quader ,  Srikanth Muralidharan ,  Yaoxin Li ,  Juwei Lu ,  Peng Dai

IPC分类号： G06N3/045 ,  H04N19/20 ,  G06N3/082

CPC分类号： H04N19/20 ,  G06N3/045 ,  G06N3/082

摘要： Systems, methods, and computer media of processing a video are disclosed. An example method may include: receiving a plurality of video frames of a video; generating a plurality of first input features based on the plurality of video frames; generating a plurality of second input features based on reversing a temporal order of the plurality of first input features; generating a first set of joint attention features based on the plurality of first input features; generating a second set of joint attention features based on the plurality of second input features; and concatenating the first set of joint attention features and the second set of joint attention features to generate a final set of joint attention features.