Patents by Inventor Shu-Ming Liu

Shu-Ming 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).

  • Patent number: 12237354
    Abstract: Chip packages and methods for forming the same are provided. The method includes providing a substrate having upper and lower surfaces, and having a chip region and a scribe-line region surrounding the chip region. The substrate has a dielectric layer on its upper surface. A masking layer is formed over the substrate to cover the dielectric layer. The masking layer has a first opening exposing the dielectric layer and extending in the extending direction of the scribe-line region to surround the chip region. An etching process is performed on the dielectric layer directly below the first opening, to form a second opening that is in the dielectric layer directly below the first opening. The masking layer is removed to expose the dielectric layer having the second opening. A dicing process is performed on the substrate through the second opening.
    Type: Grant
    Filed: March 1, 2022
    Date of Patent: February 25, 2025
    Assignee: Xintec Inc.
    Inventors: Tsang-Yu Liu, Shu-Ming Chang, Chaung-Lin Lai
  • Publication number: 20250054849
    Abstract: A chip package is provided. The chip package includes a device substrate, a first redistribution layer (RDL), a carrier base, and at least one conductive connection structure. The device substrate has at least one first through-via opening extending from the backside surface of the device substrate to the active surface of the device substrate. The first RDL is disposed on the backside surface of the device substrate and extends in the first through-via opening. The carrier base carries the device substrate, and has a first surface facing the backside surface of the device substrate and a second surface opposite the first surface. The conductive connection structure is disposed on the second surface of the carrier base and is electrically connected to the first RDL.
    Type: Application
    Filed: July 22, 2024
    Publication date: February 13, 2025
    Inventors: Wei-Luen SUEN, Po-Jung CHEN, Chia-Ming CHENG, Po-Shen LIN, Jiun-Yen LAI, Tsang-Yu LIU, Shu-Ming CHANG
  • Patent number: 12206010
    Abstract: A method for forming a semiconductor structure includes providing a semiconductor substrate, forming a sacrificial layer over the semiconductor substrate, etching the sacrificial layer to form a sacrificial pattern, etching the semiconductor substrate using the sacrificial pattern as an etching mask to form an active region of the semiconductor substrate, trimming the sacrificial pattern, and replacing the trimmed sacrificial pattern with a gate electrode.
    Type: Grant
    Filed: April 20, 2023
    Date of Patent: January 21, 2025
    Assignee: WINBOND ELECTRONICS CORP.
    Inventors: Shu-Ming Lee, Yung-Han Chiu, Chia-Hung Liu, Tzu-Ming Ou Yang
  • Patent number: 12045493
    Abstract: A memory apparatus and a data rearrangement method for computing in memory (CIM) are provided. The method includes determining whether first sequence data has two target bits that are both of a first value, inserting a non-target bit of a second value between the two target bits that are both of the first value and adjacent to each other to generate second sequence data, and receiving the second sequence data through memory cells in a memory to perform a multiply-accumulate (MAC) operation on the second sequence data. Each bit in the first sequence data is the first value or the second value. One of the two target bits is located adjacent to the other one of the two target bits in the first sequence data. The two target bits and the non-target bit are located in the first sequence data. Accordingly, the error rate is decreased.
    Type: Grant
    Filed: September 19, 2022
    Date of Patent: July 23, 2024
    Assignee: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Kai-Chiang Wu, Wen Li Tang
  • Patent number: 11977432
    Abstract: A data processing circuit and a fault-mitigating method are provided. In the method, multiple sub-sequences are divided from sequence data. A first sub-sequence of the sub-sequences is accessed from a memory for a multiply-accumulate (MAC) operation to obtain a first computed result. The MAC operation is performed on a second sub-sequence of the sub-sequences in the memory to obtain a second computed result. The first and the second computed results are combined, where the combined result of the first and the second computed results is related to the result of the MAC operation on the sequence data directly. Accordingly, the error rate could be reduced, so as to mitigate fault.
    Type: Grant
    Filed: October 25, 2021
    Date of Patent: May 7, 2024
    Assignee: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Jen-ho Kuo, Wen Li Tang, Kai-Chiang Wu
  • Patent number: 11978526
    Abstract: A data processing circuit and a fault mitigating method are provided. The method is adapted for a memory having at least one fault bit. The memory provides a block for data storage. A difference between an output of a value of a plurality of bits input to at least one computing layer in a neural network and a correct value is determined. The bits are respectively considered the at least one fault bit. A repair condition is determined based on the difference. The repair condition includes a correspondence between a position where the fault bit is located in the block and at least one non-fault bit in the memory. A value of at least one non-fault bit of the memory replaces a value of the fault bit based on the repair condition.
    Type: Grant
    Filed: March 28, 2022
    Date of Patent: May 7, 2024
    Assignee: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Kai-Chiang Wu, Chien-Fa Chen, Wen Li Tang
  • Publication number: 20240028452
    Abstract: A data processing circuit and a fault-mitigating method are provided. A first data is written into a memory. A computed result is determined according to one or more adjacent bits of the first data at faulty bits. According to the computed result, new values are determined. The new values replace the values of the first data at the faulty bits to form a second data. The first data includes multiple bits. The first data is image-related data, weights used by a multiply-accumulate (MAC) for extracting features of images, and/or values used by an activation calculation. The adjacent bits are adjacent to the faulty bits. The computed result is obtained through computing the values of the first data at non-faulty bits of the memory. Accordingly, an influence of a memory fault is reduced.
    Type: Application
    Filed: January 31, 2023
    Publication date: January 25, 2024
    Applicant: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Kai-Chiang Wu, Wen Li Tang
  • Publication number: 20240028245
    Abstract: A memory apparatus and a data rearrangement method for computing in memory (CIM) are provided. The method includes determining whether first sequence data has two target bits that are both of a first value, inserting a non-target bit of a second value between the two target bits that are both of the first value and adjacent to each other to generate second sequence data, and receiving the second sequence data through memory cells in a memory to perform a multiply-accumulate (MAC) operation on the second sequence data. Each bit in the first sequence data is the first value or the second value. One of the two target bits is located adjacent to the other one of the two target bits in the first sequence data. The two target bits and the non-target bit are located in the first sequence data. Accordingly, the error rate is decreased.
    Type: Application
    Filed: September 19, 2022
    Publication date: January 25, 2024
    Applicant: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Kai-Chiang Wu, Wen Li Tang
  • Patent number: 11876527
    Abstract: An error calibration apparatus and method are provided. The method is adapted for calibrating a machine learning (ML) accelerator. The ML accelerator achieves computation by using an analog circuit. An error between an output value of one or more computing layers of a neural network and a corresponding corrected value is determined. The computation of the computing layers is achieved by the analog circuit. A calibration node is generated according to the error. The calibration node is located at the next layer of the computing layers. The calibration node is used to minimize the error. The calibration node is achieved by a digital circuit. Accordingly, error and distortion of the analog circuit could be reduced.
    Type: Grant
    Filed: December 12, 2021
    Date of Patent: January 16, 2024
    Assignee: Skymizer Taiwan Inc.
    Inventors: Wen Li Tang, Shu-Ming Liu, Der-Yu Tsai, Po-Sheng Chang
  • Publication number: 20230097158
    Abstract: An error calibration apparatus and method are provided. The method is adapted for calibrating a machine learning (ML) accelerator. The ML accelerator achieves computation by using an analog circuit. An error between an output value of one or more computing layers of a neural network and a corresponding corrected value is determined. The computation of the computing layers is achieved by the analog circuit. A calibration node is generated according to the error. The calibration node is located at the next layer of the computing layers. The calibration node is used to minimize the error. The calibration node is achieved by a digital circuit. Accordingly, error and distortion of the analog circuit could be reduced.
    Type: Application
    Filed: December 12, 2021
    Publication date: March 30, 2023
    Applicant: Skymizer Taiwan Inc.
    Inventors: Wen Li Tang, Shu-Ming Liu, Der-Yu Tsai, Po-Sheng Chang
  • Publication number: 20230077991
    Abstract: A data processing circuit and a fault mitigating method are provided. The method is adapted for a memory having at least one fault bit. The memory provides a block for data storage. A difference between an output of a value of a plurality of bits input to at least one computing layer in a neural network and a correct value is determined. The bits are respectively considered the at least one fault bit. A repair condition is determined based on the difference. The repair condition includes a correspondence between a position where the fault bit is located in the block and at least one non-fault bit in the memory. A value of at least one non-fault bit of the memory replaces a value of the fault bit based on the repair condition.
    Type: Application
    Filed: March 28, 2022
    Publication date: March 16, 2023
    Applicant: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Kai-Chiang Wu, Chien-Fa Chen, Wen Li Tang
  • Publication number: 20220342736
    Abstract: A data processing circuit and a fault-mitigating method are provided. In the method, multiple sub-sequences are divided from sequence data. A first sub-sequence of the sub-sequences is accessed from a memory for a multiply-accumulate (MAC) operation to obtain a first computed result. The MAC operation is performed on a second sub-sequence of the sub-sequences in the memory to obtain a second computed result. The first and the second computed results are combined, where the combined result of the first and the second computed results is related to the result of the MAC operation on the sequence data directly. Accordingly, the error rate could be reduced, so as to mitigate fault.
    Type: Application
    Filed: October 25, 2021
    Publication date: October 27, 2022
    Applicant: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Jen-ho Kuo, Wen Li Tang, Kai-Chiang Wu
  • Patent number: 11461204
    Abstract: A data processing circuit and a fault-mitigating method, which are adapted for a memory having a faulty bit, are provided. The memory is configured to store data related to an image, a weight for a multiply-accumulate (MAC) operation of image feature extraction, and/or a value for an activation operation. Sequence data is written into the memory. The bit number of the sequence data equals to the bit number used for storing data in a sequence block of the memory. The sequence data is accessed from the memory, wherein the access of the faulty bit in the memory is ignored. The value of the faulty bit is replaced by the value of a non-faulty bit in the memory to form new sequence data. The new sequence data is used for MAC. Accordingly, the accuracy of image recognition can be improved for the faulty memory.
    Type: Grant
    Filed: March 25, 2021
    Date of Patent: October 4, 2022
    Assignee: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Kai-Chiang Wu, Wen Li Tang
  • Publication number: 20220138064
    Abstract: A data processing circuit and a fault-mitigating method, which are adapted for a memory having a faulty bit, are provided. The memory is configured to store data related to an image, a weight for a multiply-accumulate (MAC) operation of image feature extraction, and/or a value for an activation operation. Sequence data is written into the memory. The bit number of the sequence data equals to the bit number used for storing data in a sequence block of the memory. The sequence data is accessed from the memory, wherein the access of the faulty bit in the memory is ignored. The value of the faulty bit is replaced by the value of a non-faulty bit in the memory to form new sequence data. The new sequence data is used for MAC. Accordingly, the accuracy of image recognition can be improved for the faulty memory.
    Type: Application
    Filed: March 25, 2021
    Publication date: May 5, 2022
    Applicant: Skymizer Taiwan Inc.
    Inventors: Shu-Ming Liu, Kai-Chiang Wu, Wen Li Tang
  • Publication number: 20160217636
    Abstract: Access control device includes a first electronic device and a second electronic device. The first electronic device includes a storing module and a processing module. The storing module stores an information about the visitor, and the processing module processes the information to generate an identification figure. The second electronic device includes an executing module, and the executing module determines an access permission about the visitor for entering into a restricted zone, according to the identification figure. The disclosure further provides an access control method.
    Type: Application
    Filed: February 6, 2015
    Publication date: July 28, 2016
    Inventors: YI-RU LAI, SHU-MING LIU, CHIA-JUNG LIU
  • Publication number: 20150205395
    Abstract: An electronic device includes a base member and a display member rotatably coupled to the base member. A keyboard and a touchpad are located on a working surface of the base member. The touchpad includes a middle touch area, a left touch area, and a right touch area. When the touchpad works in a full touch mode, the middle touch area, the left touch area, and the right touch area are all enabled to sense and recognize touch gestures input by a user of the electronic device. When the touchpad works in a partial touch mode, at least one of the middle touch area, the left touch area, and the right touch area is disabled from sensing and recognizing touch gestures.
    Type: Application
    Filed: January 21, 2014
    Publication date: July 23, 2015
    Applicant: HON HAI PRECISION INDUSTRY CO., LTD.
    Inventors: TAY-YANG LIN, CHIN-FENG CHEN, CHIA-JUNG LIU, SHU-MING LIU
  • Publication number: 20140218604
    Abstract: An electronic device includes a front panel, a display located on the front panel, a rear panel opposite to the front panel, a camera lens located on at least one of the front panel and the rear panel, a side flange connected between the front panel and the rear panel, and a touch strip is located on the side flange. The touch panel is configured to receive a control operation to adjust an image capturing function.
    Type: Application
    Filed: January 22, 2014
    Publication date: August 7, 2014
    Applicant: HON HAI PRECISION INDUSTRY CO., LTD.
    Inventors: SHU-MING LIU, CHIA-JUNG LIU, YI-RU LAI
  • Publication number: 20140223551
    Abstract: An electronic device includes a base and a cover rotatably attached to the base. An identification unit is located on the cover. The identification unit is used to sense a gesture to rotate the cover relative to the base. The disclosure further offers a control method for the electronic device.
    Type: Application
    Filed: January 22, 2014
    Publication date: August 7, 2014
    Applicant: HON HAI PRECISION INDUSTRY CO., LTD.
    Inventors: TAY-YANG LIN, CHIN-FENG CHEN, SHU-MING LIU, CHIA-JUNG LIU, YI-RU LAI, PO-SUNG CHUANG
  • Patent number: D714283
    Type: Grant
    Filed: March 26, 2013
    Date of Patent: September 30, 2014
    Assignee: Hon Hai Precision Industry Co., Ltd.
    Inventors: Tay-Yang Lin, Chin-Feng Chen, Chia-Jung Liu, Shu-Ming Liu, Hsin-Chih Hsu
  • Patent number: D714284
    Type: Grant
    Filed: March 26, 2013
    Date of Patent: September 30, 2014
    Assignee: Hon Hai Precision Industry Co., Ltd.
    Inventors: Tay-Yang Lin, Chin-Feng Chen, Chia-Jung Liu, Shu-Ming Liu, Yi-Ru Lai