Design method of polymeric seawater desalination membrane based
on graph neural network

    公开(公告)号:US20240062039A1

    公开(公告)日:2024-02-22

    申请号:US18452525

    申请日:2023-08-19

    IPC分类号: G06N3/04 G06N3/08

    CPC分类号: G06N3/04 G06N3/08 B01D71/06

    摘要: The present disclosure discloses a design method of a polymeric seawater desalination membrane based on a graph neural network, including the following steps: S1: constructing a knowledge graph of element-molecular group-molecular structure based on chemical knowledge, and constructing a molecular structure information data set; S2: obtaining related data of design and manufacture of a polymeric desalination membrane, establishing a seawater desalination membrane database, and performing characterization processing suitable for a graph neural network model with reference to analysis of the structure information data set to generate an adjacency matrix; S3: building the graph neural network; S4: outputting a design model of the polymeric seawater desalination membrane by training the graph neural network; and S5: predicting a chemical structure meeting seawater desalination membrane performance requirements for seawater desalination by using the design model of the polymeric seawater desalination membrane.

    JOB-SHOP BATCH SCHEDULING METHOD BASED ON D3QN AND GENETIC ALGORITHM

    公开(公告)号:US20240211825A1

    公开(公告)日:2024-06-27

    申请号:US18537969

    申请日:2023-12-13

    摘要: Disclosed in the present disclosure is a job-shop batch scheduling method based on a dueling double deep Q-network (D3QN) and a genetic algorithm. The present disclosure includes: constructing a mathematical model of a job-shop batch scheduling problem, where a goal of scheduling is to minimize a maximum completion time; determining a batch partition solution to the job-shop batch scheduling problem by the genetic algorithm; crossing and mutating chromosomes in a population; decoding the chromosomes, and obtaining a batch division solution of the workpieces to be machined; and expressing a procedure sequencing problem of the workpiece batches as a disjunctive graph model; performing representative learning on node feature information of a disjunctive graph by using a graph neural network, and extracting a feature state of the procedure sequencing problem; designing a D3QN model structure with priority experience replay, and training the D3QN model; and determining whether a termination condition is satisfied.

    Semiconductor bridge and the method of the same

    公开(公告)号:US20240114792A1

    公开(公告)日:2024-04-04

    申请号:US17956023

    申请日:2022-09-29

    摘要: A detonator for an explosive material is described. The detonator includes a semiconductor bridge, coupled with the explosive material, including thermal feedback mechanism is provided via one or more thermistors. An exemplary mechanism includes a semiconductor bridge with a polysilicon resistor and a pair of thermistors. The two thermistors are disposed to be substantially close to or sandwich the polysilicon resistor. When the temperature surrounding the polysilicon resistor is getting upwards, the temperature surrounding the thermistors is equally going up. When the temperature reaches a critical point, but below the threshold of the polysilicon resistor, the resistance of the thermistors drops suddenly or drastically, causing the current driving up the temperature of the polysilicon resistor to divert through the VOX temp resistors. Subsequently the current going through the polysilicon resistor is reduced, causing the temperature to drop downwards.

    Preparation Method for Alkaline Anion Exchange Membrane and Use Thereof in Fuel Cell

    公开(公告)号:US20200099078A1

    公开(公告)日:2020-03-26

    申请号:US16066052

    申请日:2016-11-22

    摘要: The present invention discloses a preparation method of an alkaline anion exchange membrane and a use of the membrane in a fuel cell. The preparation method of the alkaline anion exchange membrane contains: taking polyvinyl alcohol as a substrate, which provides mechanical strength for the membrane; taking a commercialized alkaline resin as an anion exchange resin of chemically reactive groups, performing a cross-linking reaction between polyvinyl alcohol and the alkaline resin by mixing; meanwhile, during the process of forming the alkaline anion exchange membrane, adding an organic salt of transition metal, and doping transition metal ions into the membrane. By taking advantages of catalytic characteristics of the transition metal ions, the fuel leaking from the anode of the cell can perform a catalytic reaction in time in the ion exchange membrane, and thereby improve an ion conductivity of the membrane and efficiently decrease a resistance of the cell. The fuel cell assembled by the anion exchange membrane prepared in the present invention shows an excellent power-generating property.

    DISTRIBUTED CRYPTOGRAPHY SYSTEM
    8.
    发明申请
    DISTRIBUTED CRYPTOGRAPHY SYSTEM 有权
    分布式CRYPTOGRAPHY系统

    公开(公告)号:US20150295928A1

    公开(公告)日:2015-10-15

    申请号:US14251561

    申请日:2014-04-11

    IPC分类号: H04L29/06 H04L9/08

    摘要: A card reader controller engine includes an interface controller responsive to information. The engine is coupled to the interface controller and is configured to compress the information before the information is to be stored in a memory card. A master interface is coupled to the engine and is further responsive to the compressed information for storage in the memory card.

    摘要翻译: 读卡器控制器引擎包括响应于信息的接口控制器。 发动机耦合到接口控制器,并且被配置为在将信息存储在存储卡中之前压缩信息。 主接口耦合到引擎,并进一步响应于压缩信息以存储在存储卡中。

    Data Compression Device
    9.
    发明申请
    Data Compression Device 审中-公开
    数据压缩设备

    公开(公告)号:US20150254012A1

    公开(公告)日:2015-09-10

    申请号:US14552395

    申请日:2014-11-24

    IPC分类号: G06F3/06 G06F13/42

    CPC分类号: G06F13/4221

    摘要: A card reader system includes a card reader controller engine in communication with a Peripheral Component Interconnect Express (PCIe) host and one or more Serial Advanced Technology Attachment (SATA) hard disk drives (HDDs). The card reader controller engine includes a PCIe controller responsive to information from a PCIe host, an engine coupled to the PCIe controller that compresses the information before the information is stored in the SATA HDDs. The card reader controller engine further includes SATA hosts coupled to the engine and responsive to the compressed information for storage in and retrieval from the SATA HDDs.

    摘要翻译: 读卡器系统包括与外围组件互连Express(PCIe)主机和一个或多个串行高级技术附件(SATA)硬盘驱动器(HDD)通信的读卡器控制器引擎。 读卡器控制器引擎包括响应于来自PCIe主机的信息的PCIe控制器,耦合到PCIe控制器的引擎,其在信息被存储在SATA HDD之前压缩信息。 读卡器控制器引擎还包括耦合到引擎的SATA主机,并且响应于压缩信息来存储和从SATA HDD中检索。

    CARD READER CONTROLLER WITH COMPRESSION ENGINE
    10.
    发明申请
    CARD READER CONTROLLER WITH COMPRESSION ENGINE 审中-公开
    具有压缩发动机的卡读数控制器

    公开(公告)号:US20150253989A1

    公开(公告)日:2015-09-10

    申请号:US14199987

    申请日:2014-03-06

    IPC分类号: G06F3/06

    摘要: A card reader controller engine includes an interface controller responsive to information. The engine is coupled to the interface controller and is configured to compress the information before the information is to be stored in a memory card. A master interface is coupled to the engine and is further responsive to the compressed information for storage in the memory card.

    摘要翻译: 读卡器控制器引擎包括响应于信息的接口控制器。 发动机耦合到接口控制器,并且被配置为在将信息存储在存储卡中之前压缩信息。 主接口耦合到引擎,并进一步响应于压缩信息以存储在存储卡中。