公开(公告)号：US08606728B1

公开(公告)日：2013-12-10

申请号：US13228365

申请日：2011-09-08

Applicant: Wei-Hao Lin ,  Travis H. K. Green ,  Robert Kaplow ,  Gang Fu ,  Gideon S. Mann

Inventor： Wei-Hao Lin ,  Travis H. K. Green ,  Robert Kaplow ,  Gang Fu ,  Gideon S. Mann

IPC: G06F15/18 ,  G06N99/00 ,  G06K9/62

CPC classification number: G06N99/005 ,  G06K9/6256

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for suggesting training examples. In one aspect, a method includes receiving a plurality of training examples. A plurality of different types of predictive models are trained using the received training examples, wherein each of the predictive models implements a different machine learning technique. The performance of each trained model is measured. A suggestion score is computed for each training example according to each respective trained model, including weighting each suggestion score by the measured performance of the respective trained model. The computed suggestion scores for each training example are combined to compute an overall suggestion score for each training example, and the training examples are ranked by suggestion scores.

Abstract translation: 方法，系统和装置，包括在计算机存储介质上编码的计算机程序，用于建议训练示例。 一方面，一种方法包括接收多个训练示例。 使用所接收的训练示例来训练多种不同类型的预测模型，其中每个预测模型实现不同的机器学习技术。 测量每个训练模型的性能。 根据每个相应的训练模型，针对每个训练示例计算建议得分，包括通过相应训练模型的测量性能对每个建议得分加权。 将每个训练样本的计算建议得分合并计算每个训练样本的总体建议得分，并通过建议得分对训练样本进行排名。

公开(公告)号：US20130277010A1

公开(公告)日：2013-10-24

申请号：US13465044

申请日：2012-05-07

Applicant: CHIH-HAO LIN

Inventor： CHIH-HAO LIN

IPC: H05K5/02 ,  H05K7/20 ,  F24F13/02

CPC classification number: F24F13/02 ,  F24F13/0281 ,  G06F1/20 ,  H01L23/467 ,  H01L2924/0002 ,  H05K7/20145 ,  H05K9/003 ,  H01L2924/00

Abstract: A heat dissipating apparatus in an electrical device includes a air duct. The air duct includes an air inlet and an air outlet. A plurality of ventilation members are attached to the air inlet and the air outlet thereof. Each ventilation member defines a number of ventilation holes of a certain size calculated to keep EMI out. A coated layer formed on an inner surface of the air duct to shield electromagnetic waves which may be generated by the electrical components of the device.

Abstract translation: 电气设备中的散热装置包括空气管道。 风道包括空气入口和空气出口。 多个通气构件附接到空气入口及其出气口。 每个通风构件限定了一定数量的通风孔，以确保EMI消除。 形成在空气管道的内表面上的用于屏蔽可能由该装置的电气部件产生的电磁波的涂层。

公开(公告)号：US20130233602A1

公开(公告)日：2013-09-12

申请号：US13416158

申请日：2012-03-09

Applicant: Ting-Hao Lin ,  Yu-Hui Wu

Inventor： Ting-Hao Lin ,  Yu-Hui Wu

IPC: H05K1/09

CPC classification number: H05K3/243 ,  H01L2224/13111 ,  H01L2224/45124 ,  H01L2224/45144 ,  H01L2224/45147 ,  H01L2224/81444 ,  H01L2224/85444 ,  H05K3/24 ,  H05K2201/0341 ,  H01L2924/00014

Abstract: A surface treatment structure formed on a circuit pattern on a printed circuit board is provided, which includes a first gold layer, a palladium layer, and a second gold layer stacked from bottom to top, respectively, or includes a palladium layer, and a second gold layer stacked from bottom to top, respectively. The palladium layer is used to prevent the diffusion of the copper ions from the circuit pattern. Only a thin surface treatment structure of the circuit pattern of the present invention is required to achieve excellent wire bonding, so that the overall thickness is reduced, and the manufacture cost is also reduced. Furthermore, the uniformness of palladium is better than that of nickel, and thereby the surface treatment structure of the circuit pattern of the present invention is suitably used for manufacturing the fine-line circuits, thereby having a wider industrial applicability.

Abstract translation: 提供了形成在印刷电路板上的电路图案上的表面处理结构，其包括分别从底部至顶部堆叠的第一金层，钯层和第二金层，或包括钯层，第二金层 金层分别从底部到顶部堆叠。 钯层用于防止铜离子从电路图案扩散。 需要本发明的电路图形的薄的表面处理结构来实现优良的引线接合，从而减小总体厚度，并且制造成本也降低。 此外，钯的均匀性优于镍，因此本发明的电路图案的表面处理结构适用于制造细线电路，从而具有更广的工业实用性。

公开(公告)号：US08533222B2

公开(公告)日：2013-09-10

申请号：US13014223

申请日：2011-01-26

Applicant: Jordan M. Breckenridge ,  Travis Green ,  Robert Kaplow ,  Wei-Hao Lin ,  Gideon S. Mann

Inventor： Jordan M. Breckenridge ,  Travis Green ,  Robert Kaplow ,  Wei-Hao Lin ,  Gideon S. Mann

IPC: G06F17/30

CPC classification number: G06N99/005

Abstract: Methods, systems, and apparatus, including computer programs encoded on one or more computer storage devices, for training and retraining predictive models. A series of training data sets for predictive modeling can be received, e.g., over a network from a client computing system. The training data included in the training data sets is different from initial training data that was used with multiple training functions to train multiple trained predictive models stored in a predictive model repository. The series of training data sets are used with multiple trained updateable predictive models obtained from the predictive model repository and multiple training functions to generate multiple retrained predictive models. An effectiveness score is generated for each of the retrained predictive models. A first trained predictive model is selected from among the trained predictive models included in the predictive model repository and the retrained predictive models based on their respective effectiveness scores.

Abstract translation: 方法，系统和装置，包括在一个或多个计算机存储装置上编码的用于训练和重新训练预测模型的计算机程序。 可以例如通过来自客户端计算系统的网络来接收用于预测建模的一系列训练数据集。 包含在训练数据集中的训练数据不同于与多个训练功能一起使用以训练存储在预测模型存储库中的多个训练预测模型的初始训练数据。 训练数据集系列与从预测模型库获得的多种训练可更新预测模型和多种训练功能一起使用，以生成多个再训练预测模型。 为每个再培训的预测模型生成有效性分数。 从预测模型库中包含的经过训练的预测模型中选择第一训练预测模型，并且基于它们各自的有效性分数来选择再训练预测模型。

公开(公告)号：US20130074921A1

公开(公告)日：2013-03-28

申请号：US13629064

申请日：2012-09-27

Applicant: Ching Wan Tang ,  Wei Xia ,  Hsiang Ning Wu ,  Hao Lin

Inventor： Ching Wan Tang ,  Wei Xia ,  Hsiang Ning Wu ,  Hao Lin

IPC: H01L31/0216 ,  H01L31/0224

CPC classification number: H01L31/0216 ,  H01L31/0224 ,  H01L31/022425 ,  H01L31/0272 ,  H01L31/073 ,  Y02E10/543

Abstract: Photovoltaic cells (e.g., p-CdTe thin film photovoltaic cells) comprising a back contact buffer layer that makes low-resistance electrical contact to the p-type semiconductor material of the cell (e.g., CdTe). The back contact buffer material comprises Cu and Te.

Abstract translation: 包括与电池的p型半导体材料（例如CdTe）进行低电阻电接触的背接触缓冲层的光伏电池（例如，p-CdTe薄膜光伏电池）。 背接触缓冲材料包括Cu和Te。

公开(公告)号：US20130049085A1

公开(公告)日：2013-02-28

申请号：US13221538

申请日：2011-08-30

Applicant: Chih-Hao LIN

Inventor： Chih-Hao LIN

IPC: H01L27/108 ,  H01L21/20

CPC classification number: H01L27/10823 ,  H01L27/10814 ,  H01L27/10876 ,  H01L27/10885

Abstract: The present invention provides a dynamic random access memory (DRAM) including a plurality of transistors formed in a semiconductor substrate, wherein each of the transistors includes a vertical channel region. A plurality of bit line contained trenches is formed in the semiconductor substrate. Each of the bit line contained trenches comprises two bit lines, and each of the bit lines is electrically connected to an adjacent transistor. Each two sidewalls of each of the bit line contained trenches have a contact formed thereon. A plurality of word lines are formed over the plurality of bit lines and electrical connect to the plurality of transistors. Furthermore, a method for fabricating the DRAM is also provided.

Abstract translation: 本发明提供一种包括形成在半导体衬底中的多个晶体管的动态随机存取存储器（DRAM），其中每个晶体管包括垂直沟道区。 在半导体衬底中形成多个位线包含沟槽。 每个位线包含的沟槽包括两个位线，并且每个位线电连接到相邻的晶体管。 每个位线包含的沟槽的每个两个侧壁具有形成在其上的接触。 在多个位线上形成多个字线，并且电连接到多个晶体管。 此外，还提供了一种用于制造DRAM的方法。

公开(公告)号：US20130027165A1

公开(公告)日：2013-01-31

申请号：US13191425

申请日：2011-07-26

Applicant: Chih-Hao Lin

Inventor： Chih-Hao Lin

IPC: H01F27/29

CPC classification number: H01F27/2866 ,  H01F27/324

Abstract: An asymmetrical planar transformer having controllable leakage inductance is provided. The asymmetrical planar transformer includes a circuit board, a winding rack, a primary winding, a secondary winding, and a magnetic core assembly. Via hole is formed on circuit board. Winding rack includes several annular plates, a tubular shell, and a through hole. The first, second, and third annular plates are arranged in parallel. Position of through hole is corresponding to that of via hole. Primary winding is disposed between first and second annular plates, and is electrically connected with circuit board. Secondary winding, with annular shape, is disposed between second annular plate and third annular plate, and is electrically connected with circuit board. Magnetic core assembly includes magnetic column which is passed through via hole of circuit board and through hole of winding rack. Through hole is extended through secondary winding, first annular plate, second annular plate, and third annular plate.

Abstract translation: 提供了具有可控泄漏电感的非对称平面变压器。 非对称平面变压器包括电路板，绕组架，初级绕组，次级绕组和磁芯组件。 通孔形成在电路板上。 绕线架包括几个环形板，管状壳和通孔。 第一，第二和第三环形板平行布置。 通孔的位置对应于通孔的位置。 初级绕组设置在第一和第二环形板之间，并与电路板电连接。 具有环形的二次绕组设置在第二环形板和第三环形板之间，并与电路板电连接。 磁芯组件包括通过电路板通孔和绕线架通孔的磁柱。 通孔通过次级绕组，第一环形板，第二环形板和第三环形板延伸。

公开(公告)号：US08364613B1

公开(公告)日：2013-01-29

申请号：US13246596

申请日：2011-09-27

Applicant: Wei-Hao Lin ,  Travis H. Green ,  Robert Kaplow ,  Gang Fu ,  Gideon S. Mann

Inventor： Wei-Hao Lin ,  Travis H. Green ,  Robert Kaplow ,  Gang Fu ,  Gideon S. Mann

IPC: G06F15/18 ,  G06N3/00

CPC classification number: G06N7/005

Abstract: Methods include the actions of storing a first predictive model in computer-readable memory, the first predictive model having been defined based on a first training dataset provided by an owner of the first predictive model and being operable to generate an output based on a query, enabling access to the first predictive model based on permissions defined by the owner, while inhibiting access to the first training dataset, receiving a second training dataset from a user, the second training dataset being distinct from the first training dataset, modifying the first predictive model based on the second training dataset to provide a second predictive model, storing the second predictive model in computer-readable memory, and enabling access to the second predictive model.

Abstract translation: 方法包括将第一预测模型存储在计算机可读存储器中的动作，第一预测模型已经基于由第一预测模型的所有者提供的第一训练数据集定义，并且可操作以基于查询生成输出， 基于由所有者定义的权限来访问第一预测模型，同时禁止对第一训练数据集的访问，从用户接收第二训练数据集，第二训练数据集与第一训练数据集不同，修改第一预测模型 基于所述第二训练数据集来提供第二预测模型，将所述第二预测模型存储在计算机可读存储器中，以及使得能够访问所述第二预测模型。

公开(公告)号：US20120320562A1

公开(公告)日：2012-12-20

申请号：US13480493

申请日：2012-05-25

Applicant: Chih-Hao LIN ,  Cheng-Wei HUNG ,  Kun-Hua WU ,  Chao-Hsien WANG ,  Po-Chang CHEN ,  Chih-Ping LO ,  Po-Chang CHEN

Inventor： Chih-Hao LIN ,  Cheng-Wei HUNG ,  Kun-Hua WU ,  Chao-Hsien WANG ,  Po-Chang CHEN ,  Chih-Ping LO ,  Po-Chang CHEN

IPC: F21V9/16

CPC classification number: F21V3/12 ,  F21K9/232 ,  F21K9/64 ,  F21Y2113/13 ,  F21Y2115/10

Abstract: An LED (Light-Emitting Diode) lighting device is provided. The LED lighting device comprises an LED module, a lamp cover, and a phosphor layer. The LED module comprises a circuit board comprising a driving circuit and a plurality of LEDs mounted on the circuit board and driven by the driving circuit so as to emit light of 300-700 nm in wavelength. The lamp cover is configured to shield the LED module. The phosphor layer is coated on an inner surface of the lamp cover towards the LED module and configured to transform the light of 300-700 nm in wavelength to a luminary light of 400-700 nm in wavelength.

Abstract translation: 提供LED（发光二极管）照明装置。 LED照明装置包括LED模块，灯罩和荧光体层。 LED模块包括电路板，其包括驱动电路和安装在电路板上并由驱动电路驱动以发射波长为300-700nm的光的多个LED。 灯罩配置为屏蔽LED模块。 荧光体层被涂覆在灯罩的内表面上朝向LED模块，并且被配置为将波长为300-700nm的光转换成波长为400-700nm的发光。

公开(公告)号：US08311967B1

公开(公告)日：2012-11-13

申请号：US13246229

申请日：2011-09-27

Applicant: Wei-Hao Lin ,  Travis H. K. Green ,  Robert Kaplow ,  Gang Fu ,  Gideon S. Mann

Inventor： Wei-Hao Lin ,  Travis H. K. Green ,  Robert Kaplow ,  Gang Fu ,  Gideon S. Mann

IPC: G06F15/00 ,  G06F15/18

CPC classification number: G06N99/005

Abstract: Methods, systems, and apparatus, for selecting a trained predictive models. A request is received from a client-subscriber computing system for access to a trained predictive model that can generate a predictive output in response to receiving input data having one or more input types. Information that describes each of the trained predictive models in a predictive model repository can be used to determine that one or more models included in the repository match the request. Determining a match can be based (at least in part) on a comparison of the one or more input types to input types included in the information that describes the trained predictive models. Access is provided to at least one of the models to the client-subscriber computing system. The models that match the request are models that were trained using training data provided by a computing system other than the client-subscriber computing system.

Abstract translation: 用于选择训练有素的预测模型的方法，系统和装置。 从客户端 - 用户计算系统接收到用于访问经过训练的预测模型的请求，该预测模型可以响应于接收到具有一个或多个输入类型的输入数据而产生预测输出。 描述预测模型存储库中每个经过训练的预测模型的信息可用于确定包含在存储库中的一个或多个模型与请求匹配。 可以基于（至少部分地）将一个或多个输入类型与描述训练的预测模型的信息中包括的输入类型进行比较来确定匹配。 向客户端 - 用户计算系统提供至少一个模型的访问。 与请求相匹配的模型是使用除了客户端 - 用户计算系统之外的计算系统提供的训练数据训练的模型。