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    SYSTEM AND METHOD FOR NEURAL NETWORK MULTIPLE TASK ADAPTATION
    1.
    发明公开
    SYSTEM AND METHOD FOR NEURAL NETWORK MULTIPLE TASK ADAPTATION 审中-公开

    公开(公告)号：US20240037394A1

    公开(公告)日：2024-02-01

    申请号：US18360140

    申请日：2023-07-27

    Applicant: Deliang Fan ,  Fan Zhang ,  Li Yang

    Inventor： Deliang Fan ,  Fan Zhang ,  Li Yang

    IPC: G06N3/08 ,  G06N3/04 ,  G06N3/063

    CPC classification number: G06N3/08 ,  G06N3/04 ,  G06N3/063

    Abstract: A neural network accelerator architecture for multiple task adaptation comprises a volatile memory comprising a plurality of subarrays, each subarray comprising M rows and N columns of volatile memory cells; a source line driver connected to a plurality of N source lines, each source line corresponding to a column in the subarray; a binary mask buffer memory having size at least N bits, each bit corresponding to a column in the subarray, where a 0 corresponds to turning off the column for a convolution operation and a 1 corresponds to turning on the column for the convolution operation; and a controller configured to selectively drive each of the N source lines with a corresponding value from the mask buffer; wherein each column in the subarray is configured to store a convolution kernel.

    Wire terminal block coupling separation member
    2.
    发明授权
    Wire terminal block coupling separation member 有权

    公开(公告)号：US11855404B2

    公开(公告)日：2023-12-26

    申请号：US17718091

    申请日：2022-04-11

    Applicant: DINKLE ENTERPRISE CO., LTD. ,  DINKLE ELECTRIC MACHINERY (CHINA) CO., LTD. ,  LI YANG ELECTRIC MACHINERY (DONGGUAN) CO., LTD.

    Inventor： Shang-Tsai Wu

    IPC: H01R9/24

    CPC classification number: H01R9/24

    Abstract: A terminal block structure (1, 1A) is provided and includes an insulative housing (10), separation members (20, 20A) and conductive wire and terminal crimping members (30). The separation member (20, 20A) is secured to the insulative housing and includes a base (21) and a pressing mechanism (22) operably connected to the base (21). The pressing mechanism (22) includes a pressing portion (221) and a tail portion (222) extended outward from the pressing portion (221). The conductive wire and terminal crimping members (30) are arranged inside the insulative housing (10). When an acting force is exerted on the pressing portion (221), the pressing mechanism (22) generates deformation or rotation to drive the tail portion (222) to ascend. Accordingly, the pressing operation of the terminal block structure (1, 1A) is facilitated, and it is equipped with simple structure for easy installation.

    DYNAMIC ADDITIVE ATTENTION ADAPTION FOR MEMORY-EFFICIENT MULTI-DOMAIN ON-DEVICE LEARNING
    3.
    发明公开
    DYNAMIC ADDITIVE ATTENTION ADAPTION FOR MEMORY-EFFICIENT MULTI-DOMAIN ON-DEVICE LEARNING 审中-公开

    公开(公告)号：US20230342604A1

    公开(公告)日：2023-10-26

    申请号：US18305097

    申请日：2023-04-21

    Applicant: Li Yang ,  Deliang Fan ,  Adnan Siraj Rakin

    Inventor： Li Yang ,  Deliang Fan ,  Adnan Siraj Rakin

    IPC: G06N3/08

    CPC classification number: G06N3/08

    Abstract: Dynamic additive attention adaption for memory-efficient multi-domain on-device learning is provided. Almost all conventional methods for multi-domain learning in deep neural networks (DNNs) only focus on improving accuracy with minimal parameter update, while ignoring high computing and memory cost during training. This makes it difficult to deploy multi-domain learning into resource-limited edge devices, like mobile phones, internet-of-things (IoT) devices, embedded systems, and so on. To reduce training memory usage, while keeping the domain adaption accuracy performance, Dynamic Additive Attention Adaption (DA3) is proposed as a novel memory-efficient on-device multi-domain learning approach. Embodiments of DA3 learn a novel additive attention adaptor module, while freezing the weights of the pre-trained backbone model for each domain. This module not only mitigates activation memory buffering for reducing memory usage during training, but also serves as a dynamic gating mechanism to reduce the computation cost for fast inference.

    TERMINAL BLOCK STRUCTURE
    4.
    发明公开
    TERMINAL BLOCK STRUCTURE 审中-公开

    公开(公告)号：US20230327348A1

    公开(公告)日：2023-10-12

    申请号：US17718091

    申请日：2022-04-11

    Applicant: DINKLE ENTERPRISE CO., LTD. ,  DINKLE ELECTRIC MACHINERY (CHINA) CO., LTD. ,  LI YANG ELECTRIC MACHINERY (DONGGUAN) CO., LTD.

    Inventor： SHANG-TSAI WU

    IPC: H01R9/24

    CPC classification number: H01R9/24

    Abstract: A terminal block structure (1, 1A) is provided and includes an insulative housing (10), separation members (20, 20A) and conductive wire and terminal crimping members (30). The separation member (20, 20A) is secured to the insulative housing and includes a base (21) and a pressing mechanism (22) operably connected to the base (21). The pressing mechanism (22) includes a pressing portion (221) and a tail portion (222) extended outward from the pressing portion (221). The conductive wire and terminal crimping members (30) are arranged inside the insulative housing (10). When an acting force is exerted on the pressing portion (221), the pressing mechanism (22) generates deformation or rotation to drive the tail portion (222) to ascend. Accordingly, the pressing operation of the terminal block structure (1, 1A) is facilitated, and it is equipped with simple structure for easy installation.

    TERMINAL BLOCK WITH HANDLE
    5.
    发明申请
    TERMINAL BLOCK WITH HANDLE 有权

    公开(公告)号：US20220069487A1

    公开(公告)日：2022-03-03

    申请号：US17524585

    申请日：2021-11-11

    Applicant: DINKLE ENTERPRISE CO., LTD. ,  DINKLE ELECTRIC MACHINERY (CHINA) CO., LTD. ,  LI YANG ELECTRIC MACHINERY (DONGGUAN) CO., LTD.

    Inventor： SHANG-TSAI WU

    IPC: H01R9/24

    Abstract: The invention relates to a terminal block with a handle. The terminal block includes an insulative base, a conductive terminal, a flexible clamp and a toggle member. The insulative base has a chamber and an insertion hole communicating with the chamber. The conductive terminal is fixed at a bottom of the insertion hole. The flexible clamp is received in the chamber and extended with a movable elastic arm abutting against the conductive terminal and closing the inserting hole. The toggle member has a pivot rotatably connected in the chamber. The pivot is extended with a pusher abutting against the movable elastic arm. When the toggle member is rotated to a release position, the pusher is rotated about the pivot to press the movable elastic arm so the movable elastic arm deviates from the conductive terminal and the insertion hole is opened.

    Mattress
    6.
    外观设计
    Mattress 有权

    公开(公告)号：USD908397S1

    公开(公告)日：2021-01-26

    申请号：US29701869

    申请日：2019-08-15

    Applicant: Li Yang

    Designer： Li Yang

    Assembly of high fidelity polynucleotides
    10.
    发明授权
    Assembly of high fidelity polynucleotides 有权
    装配高保真多核苷酸

    公开(公告)号：US09217144B2

    公开(公告)日：2015-12-22

    申请号：US13520383

    申请日：2011-01-06

    Applicant: Joseph Jacobson ,  Larry Li-Yang Chu

    Inventor： Joseph Jacobson ,  Larry Li-Yang Chu

    IPC: C12Q1/68 ,  C12N15/10

    CPC classification number: B01J19/0046 ,  B01J2219/00608 ,  B01J2219/00722 ,  C12N15/1031 ,  C12Q1/6811 ,  C12Q1/6837 ,  C12Q2565/525 ,  C12Q2525/301

    Abstract: Methods and apparatus relate to the synthesis of high fidelity polynucleotides and to the reduction of sequence errors generated during synthesis of nucleic acids on a solid support. Specifically, design of support-bound template oligonucleotides is disclosed. Assembly methods include cycles of annealing, stringent wash and extension of polynucleotides comprising a sequence region complementary to immobilized template oligonucleotides. The error free synthetic nucleic acids generated therefrom can be used for a variety of applications, including synthesis of biofuels and value-added pharmaceutical products.

    Abstract translation: 方法和装置涉及高保真多核苷酸的合成和降低在固体支持物上核酸合成过程中产生的序列错误。 具体地，公开了载体结合的模板寡核苷酸的设计。 组装方法包括退火循环，严格洗涤和延伸包含与固定化模板寡核苷酸互补的序列区的多核苷酸。 由此产生的无错误的合成核酸可用于各种应用，包括合成生物燃料和增值药物产品。

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