Patents by Inventor Mengchen LIU
Mengchen LIU has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).
-
Publication number: 20250037252Abstract: The disclosure herein describes generating an inpainted image from a masked image using a patch-based encoder and an unquantized transformer. An image including a masked region and an unmasked region is received, and the received image is divided into a plurality of patches including masked patches. The plurality of patches is encoded into a plurality of feature vectors, wherein each patch is encoded to a feature vector. Using a transformer, a predicted token is generated for each masked patch using a feature vector encoded from the masked patch, and a quantized vector of the masked patch is determined using generated predicted token and a masked patch-specific codebook. The determined quantized vector of the masked patch is included into a set of quantized vectors associated with the plurality of patches, and an output image is generated from the set of quantized vectors using a decoder.Type: ApplicationFiled: October 11, 2024Publication date: January 30, 2025Inventors: Dongdong CHEN, Xiyang DAI, Yinpeng CHEN, Mengchen LIU, Lu YUAN
-
Publication number: 20240405259Abstract: Disclosed is a coated sulfide-containing solid electrolyte material, as well as a solid electrolyte thereof, and a solid state battery containing a solid electrolyte thereof. According to aspects of the disclosure, the coating is formed on the surface of a sulfide-containing solid electrolyte material, and includes a compound having a thiol with a long hydrophobic tail, e.g., such as 1-undecanethiol. The coating may provide protection from air and moisture, for instance, under ambient conditions.Type: ApplicationFiled: May 10, 2024Publication date: December 5, 2024Applicants: LG ENERGY SOLUTION, LTD., THE REGENTS OF THE UNIVERSITY OF CALIFORNIAInventors: Ping LIU, Junghwa HONG, Mengchen LIU, Jeong Woo OH, Ke ZHOU
-
Patent number: 12151949Abstract: Various lithium cobalt oxides materials having a chemical formula of Lix Coy Oz, and method and apparatus of producing the various lithium cobalt oxides materials are provided. The method includes adjusting a molar ratio MLiSalt:MCoSalt of a lithium-containing salt, and a cobalt-containing salt within a liquid mixture to be equivalent to a ratio of x:y, drying a mist of the liquid mixture in the presence of a gas to form a gas-solid mixture, separating the gas-solid mixture into one or more solid particles of an oxide material, and annealing the solid particles of the oxide material in the presence of another gas flow to obtain crystalized particles of the lithium cobalt oxide material. The process system has a mist generator, a drying chamber, one or more gas-solid separator, and one or more reactors.Type: GrantFiled: September 17, 2021Date of Patent: November 26, 2024Inventors: Haixia Deng, Shengfeng Liu, Min-Duan Liu, Mengchen Liu, Liang-Yuh Chen
-
Patent number: 12148131Abstract: The disclosure herein describes generating an inpainted image from a masked image using a patch-based encoder and an unquantized transformer. An image including a masked region and an unmasked region is received, and the received image is divided into a plurality of patches including masked patches. The plurality of patches is encoded into a plurality of feature vectors, wherein each patch is encoded to a feature vector. Using a transformer, a predicted token is generated for each masked patch using a feature vector encoded from the masked patch, and a quantized vector of the masked patch is determined using generated predicted token and a masked patch-specific codebook. The determined quantized vector of the masked patch is included into a set of quantized vectors associated with the plurality of patches, and an output image is generated from the set of quantized vectors using a decoder.Type: GrantFiled: April 29, 2022Date of Patent: November 19, 2024Assignee: Microsoft Technology Licensing, LLC.Inventors: Dongdong Chen, Xiyang Dai, Yinpeng Chen, Mengchen Liu, Lu Yuan
-
Patent number: 12148880Abstract: Solid electrolyte compositions and solid-state batteries are disclosed, which comprise a solid electrolyte layer including a sulfide-containing solid-state electrolyte material and a compound of Chemical Formula 1. The sulfide-containing solid-state electrolyte material includes but is not limited to Li6PS5Cl (“LPSC”), an LPS-based glass or glass ceramic of formula xLi2S·yP2S5, wherein x+y=1, or an argyrodite-based sulfide-based solid electrolyte or formula Li6PS5X, wherein X=Cl, Br, or I) or Li6?yPS5?yCl1+y, where y is <1. In some aspects, the compound of Chemical Formula 1 is sodium 3-mercapto-1-propanesulfonate (3M1P).Type: GrantFiled: April 30, 2024Date of Patent: November 19, 2024Assignees: LG ENERGY SOLUTION, LTD., THE REGENTS OF THE UNIVERSITY OF CALIFORNIAInventors: Ping Liu, Ke Zhou, Mengchen Liu, Jeong Woo Oh, Min-Sang Song
-
Publication number: 20240351910Abstract: Various lithium cobalt oxides materials having a chemical formula of Lix Coy Oz, and method and apparatus of producing the various lithium cobalt oxides materials are provided. The method includes adjusting a molar ratio MLiSalt:MCoSalt of a lithium-containing salt, and a cobalt-containing salt within a liquid mixture to be equivalent to a ratio of x:y, drying a mist of the liquid mixture in the presence of a gas to form a gas-solid mixture, separating the gas-solid mixture into one or more solid particles of an oxide material, and annealing the solid particles of the oxide material in the presence of another gas flow to obtain crystalized particles of the lithium cobalt oxide material. The process system has a mist generator, a drying chamber, one or more gas-solid separator, and one or more reactors.Type: ApplicationFiled: July 1, 2024Publication date: October 24, 2024Inventors: Haixia DENG, Shengfeng LIU, Min-Duan LIU, Mengchen LIU, Liang-Yuh CHEN
-
Patent number: 12125974Abstract: Disclosed is a sulfide-containing solid electrolyte material with an organic coating, as well as densified pellets containing this solid electrolyte material, a solid electrolyte thereof, and a solid state battery containing the solid electrolyte. According to aspects of the disclosure, the coating comprising a compound of Chemical Formula (1) or Chemical Formula (2) is formed on the surface of a sulfide-containing solid electrolyte material, e.g., the organic coating may comprise a compound having a thiol with a long hydrophobic tail, such as 1-undecanethiol. The coating provides densification of sulfide-containing solid electrolyte materials, and facilitates the ionic and lithium atomic diffusion coefficient at sulfide grain boundaries during pressing, thus achieving the densification of sulfide solid state electrolyte.Type: GrantFiled: October 12, 2023Date of Patent: October 22, 2024Assignees: LG ENERGY SOLUTION, LTD., THE REGENTS OF THE UNIVERSITY OF CALIFORNIAInventors: Ping Liu, Junghwa Hong, Mengchen Liu, Ke Zhou, Jeong Woo Oh, Min-Sang Song
-
Patent number: 12060284Abstract: Various lithium cobalt oxides materials having a chemical formula of LixCoyOz, and method and apparatus of producing the various lithium cobalt oxides materials are provided. The method includes adjusting a molar ratio MLiSalt:MCoSalt of a lithium-containing salt, and a cobalt-containing salt within a liquid mixture to be equivalent to a ratio of x:y, drying a mist of the liquid mixture in the presence of a gas to form a gas-solid mixture, separating the gas-solid mixture into one or more solid particles of an oxide material, and annealing the solid particles of the oxide material in the presence of another gas flow to obtain crystallized particles of the lithium cobalt oxide material. The process system has a mist generator, a drying chamber, one or more gas-solid separator, and one or more reactors.Type: GrantFiled: February 3, 2023Date of Patent: August 13, 2024Assignee: eJoule, Inc.Inventors: Haixia Deng, Shengfeng Liu, Min-Duan Liu, Mengchen Liu, Liang-Yuh Chen
-
Patent number: 11989956Abstract: Systems and methods for object detection generate a feature pyramid corresponding to image data, and rescaling the feature pyramid to a scale corresponding to a median level of the feature pyramid, wherein the rescaled feature pyramid is a four-dimensional (4D) tensor. The 4D tensor is reshaped into a three-dimensional (3D) tensor having individual perspectives including scale features, spatial features, and task features corresponding to different dimensions of the 3D tensor. The 3D tensor is used with a plurality of attention layers to update a plurality of feature maps associated with the image data. Object detection is performed on the image data using the updated plurality of feature maps.Type: GrantFiled: April 5, 2021Date of Patent: May 21, 2024Assignee: Microsoft Technology Licensing, LLCInventors: Xiyang Dai, Yinpeng Chen, Bin Xiao, Dongdong Chen, Mengchen Liu, Lu Yuan, Lei Zhang
-
Publication number: 20230351558Abstract: The disclosure herein describes generating an inpainted image from a masked image using a patch-based encoder and an unquantized transformer. An image including a masked region and an unmasked region is received, and the received image is divided into a plurality of patches including masked patches. The plurality of patches is encoded into a plurality of feature vectors, wherein each patch is encoded to a feature vector. Using a transformer, a predicted token is generated for each masked patch using a feature vector encoded from the masked patch, and a quantized vector of the masked patch is determined using generated predicted token and a masked patch-specific codebook. The determined quantized vector of the masked patch is included into a set of quantized vectors associated with the plurality of patches, and an output image is generated from the set of quantized vectors using a decoder.Type: ApplicationFiled: April 29, 2022Publication date: November 2, 2023Inventors: Dongdong CHEN, Xiyang DAI, Yinpeng CHEN, Mengchen LIU, Lu YUAN
-
Publication number: 20230183092Abstract: Various lithium cobalt oxides materials having a chemical formula of LixCoyOz, and method and apparatus of producing the various lithium cobalt oxides materials are provided. The method includes adjusting a molar ratio MLiSalt:MCoSalt of a lithium-containing salt, and a cobalt-containing salt within a liquid mixture to be equivalent to a ratio of x:y, drying a mist of the liquid mixture in the presence of a gas to form a gas-solid mixture, separating the gas-solid mixture into one or more solid particles of an oxide material, and annealing the solid particles of the oxide material in the presence of another gas flow to obtain crystallized particles of the lithium cobalt oxide material. The process system has a mist generator, a drying chamber, one or more gas-solid separator, and one or more reactors.Type: ApplicationFiled: February 3, 2023Publication date: June 15, 2023Inventors: Haixia DENG, Shengfeng LIU, Min-Duan LIU, Mengchen LIU, Liang-Yuh CHEN
-
Publication number: 20230187632Abstract: Various lithium cobalt oxides materials doped with one or more metal dopants having a chemical formula of LixCoyOz (doped Me1a Me2b Me3c . . . MeNn), and method and apparatus of producing the various lithium cobalt oxides materials are provided. The method includes adjusting a molar ratio MLiSalt:MCoSalt:MMe1Salt:MMe2Salt:MMe3Salt:. . . MMeNSalt of a lithium-containing salt, a cobalt-containing salt and one or more metal-dopant-containing salts within a liquid mixture to be equivalent to a ratio of x:y:a:b:c: . . . n , drying a mist of the liquid mixture in the presence of a gas to form a gas-solid mixture, separating the gas-solid mixture into one or more solid particles of an oxide material, and annealing the solid particles of the oxide material in the presence of another gas flow to obtain crystalized particles of the lithium cobalt oxide material. The process system has a mist generator, a drying chamber, one or more gas-solid separator, and one or more reactors.Type: ApplicationFiled: February 3, 2023Publication date: June 15, 2023Inventors: Haixia DENG, Shengfeng LIU, Min-Duan LIU, Mengchen LIU, Liang-Yuh CHEN
-
Publication number: 20220318541Abstract: Systems and methods for object detection generate a feature pyramid corresponding to image data, and rescaling the feature pyramid to a scale corresponding to a median level of the feature pyramid, wherein the rescaled feature pyramid is a four-dimensional (4D) tensor. The 4D tensor is reshaped into a three-dimensional (3D) tensor having individual perspectives including scale features, spatial features, and task features corresponding to different dimensions of the 3D tensor. The 3D tensor is used with a plurality of attention layers to update a plurality of feature maps associated with the image data. Object detection is performed on the image data using the updated plurality of feature maps.Type: ApplicationFiled: April 5, 2021Publication date: October 6, 2022Inventors: Xiyang DAI, Yinpeng CHEN, Bin XIAO, Dongdong CHEN, Mengchen LIU, Lu YUAN, Lei ZHANG
-
Publication number: 20220203546Abstract: A sampling robot, a robot system for goods sampling and detection and a detection method are disclosed. The image collection unit takes photos of a sample. The refrigeration unit stores the sample at a preset temperature. The biometric information collection unit collects the biometric information of the operator. The intelligent mobile unit moves according to a planned path. The control unit provides destination information to the intelligent mobile unit and judges whether the current sample is a sample to be detected, and judges the biometric information of the operator.Type: ApplicationFiled: December 23, 2021Publication date: June 30, 2022Inventors: Zhiqiang CHEN, Jin CUI, Bin HU, Jinlu LI, Shiqiang WANG, Chunhui LIU, Mengchen LIU
-
Publication number: 20220188595Abstract: A computer device for automatic feature detection comprises a processor, a communication device, and a memory configured to hold instructions executable by the processor to instantiate a dynamic convolution neural network, receive input data via the communication network, and execute the dynamic convolution neural network to automatically detect features in the input data. The dynamic convolution neural network compresses the input data from an input space having a dimensionality equal to a predetermined number of channels into an intermediate space having a dimensionality less than the number of channels. The dynamic convolution neural network dynamically fuses the channels into an intermediate representation within the intermediate space and expands the intermediate representation from the intermediate space to an expanded representation in an output space having a higher dimensionality than the dimensionality of the intermediate space.Type: ApplicationFiled: December 16, 2020Publication date: June 16, 2022Applicant: Microsoft Technology Licensing, LLCInventors: Yinpeng CHEN, Xiyang DAI, Mengchen LIU, Dongdong CHEN, Lu YUAN, Zicheng LIU, Ye YU, Mei CHEN, Yunsheng LI
-
Publication number: 20220188599Abstract: A neural architecture search (NAS) with a weak predictor comprises: receiving network architecture scoring information; iteratively sampling a search space, wherein the sampling comprises: generating a set of candidate architectures within the search space; learning a first predictor; evaluating performance of the candidate architectures; and based on at least the performance of the set of candidate architectures and the network architecture scoring information, refining the search space to a smaller search space; based on at least the network architecture scoring information, thresholding the performance of candidate architectures to determine scored output candidate architectures; and reporting the scored output candidate architectures. In some examples, the candidate architectures each comprise a machine learning (ML) model, for example a neural network (NN).Type: ApplicationFiled: December 15, 2020Publication date: June 16, 2022Inventors: Xiyang DAI, Dongdong CHEN, Yinpeng CHEN, Mengchen LIU, Ye YU, Zicheng LIU, Mei CHEN, Lu YUAN, Junru WU
-
Publication number: 20220181616Abstract: Various lithium cobalt oxides materials doped with one or more metal dopants having a chemical formula of Lix Coy Oz (doped Me1a Me2b Me3c . . . MeNn), and method and apparatus of producing the various lithium cobalt oxides materials are provided. The method includes adjusting a molar ratio MLiSalt:MCoSalt:MMe1Salt:MMe2Salt:MMe3Salt: . . . MMeNSalt of a lithium-containing salt, a cobalt-containing salt and one or more metal-dopant-containing salts within a liquid mixture to be equivalent to a ratio of x:y:a:b:c: . . . n, drying a mist of the liquid mixture in the presence of a gas to form a gas-solid mixture, separating the gas-solid mixture into one or more solid particles of an oxide material, and annealing the solid particles of the oxide material in the presence of another gas flow to obtain crystalized particles of the lithium cobalt oxide material. The process system has a mist generator, a drying chamber, one or more gas-solid separator, and one or more reactors.Type: ApplicationFiled: September 17, 2021Publication date: June 9, 2022Inventors: Haixia DENG, Shengfeng LIU, Min-Duan LIU, Mengchen LIU, Liang-Yuh CHEN
-
Publication number: 20220177324Abstract: Various lithium cobalt oxides materials having a chemical formula of Lix Coy Oz, and method and apparatus of producing the various lithium cobalt oxides materials are provided. The method includes adjusting a molar ratio MLiSalt:MCoSalt of a lithium-containing salt, and a cobalt-containing salt within a liquid mixture to be equivalent to a ratio of x:y, drying a mist of the liquid mixture in the presence of a gas to form a gas-solid mixture, separating the gas-solid mixture into one or more solid particles of an oxide material, and annealing the solid particles of the oxide material in the presence of another gas flow to obtain crystalized particles of the lithium cobalt oxide material. The process system has a mist generator, a drying chamber, one or more gas-solid separator, and one or more reactors.Type: ApplicationFiled: September 17, 2021Publication date: June 9, 2022Inventors: Haixia DENG, Shengfeng LIU, Min-Duan LIU, Mengchen LIU, Liang-Yuh CHEN