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公开(公告)号：US11676009B2
公开(公告)日：2023-06-13
申请号：US16593328
申请日：2019-10-04
Applicant: United Technologies Corporation
Inventor： Nagendra Somanath , Ryan B. Noraas , Michael J Giering , Olusegun T Oshin
IPC: G06N3/08 , B64F5/00 , G06V10/764 , G06V10/82
CPC classification number: G06N3/08 , B64F5/00 , G06V10/764 , G06V10/82
Abstract: A method for designing a material for an aircraft component according to one example includes training a neural network to correlate microstructural features of an alloy with material properties of the alloy by at least providing a set of images of the alloy. Each of the images in the set of images has varied constituent compositions and at least one patch of corresponding data is embedded into the image. The method also includes determining non-linear relationships between the microstructural features and corresponding empirically determined material properties via a machine learning algorithm, receiving a set of desired material properties of the alloy for aircraft component, and determining a set of microstructural features capable of achieving the desired material properties of the alloy based on the determined non-linear relationships.
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公开(公告)号：US20210103805A1
公开(公告)日：2021-04-08
申请号：US16593328
申请日：2019-10-04
Applicant: United Technologies Corporation
Inventor： Nagendra Somanath , Ryan B. Noraas , Michael J Giering , Olusegun T Oshin
Abstract: A method for designing a material for an aircraft component according to one example includes training a neural network to correlate microstructural features of an alloy with material properties of the alloy by at least providing a set of images of the alloy. Each of the images in the set of images has varied constituent compositions and at least one patch of corresponding data is embedded into the image. The method also includes determining non-linear relationships between the microstructural features and corresponding empirically determined material properties via a machine learning algorithm, receiving a set of desired material properties of the alloy for aircraft component, and determining a set of microstructural features capable of achieving the desired material properties of the alloy based on the determined non-linear relationships.
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公开(公告)号：US20200173885A1
公开(公告)日：2020-06-04
申请号：US16207452
申请日：2018-12-03
Applicant: United Technologies Corporation
Inventor： Nagendra Somanath , Anya B. Merli , Ryan B. Noraas , Michael J. Giering , Olusegun T. Oshin
Abstract: A tool for monitoring a part condition includes a computerized device having a processor and a memory. The computerized device includes at least one of a camera and an image input and a network connection configured to connect the computerized device to a data network. The memory stores instructions for causing the processor to perform the steps of providing an initial micrograph of a part to a trained model, providing a data set representative of operating conditions of the part to the trained model, and outputting an expected state of the part from the trained model based at least in part on the input data set and the initial micrograph.
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公开(公告)号：US20200055614A1
公开(公告)日：2020-02-20
申请号：US16104435
申请日：2018-08-17
Applicant: United Technologies Corporation
Inventor： Nagendra Somanath , Ryan B. Noraas , Michael J. Giering
Abstract: A method for designing a material for an aircraft component includes training a neural network to correlate microstructural features of an alloy with material properties of the alloy by at least providing a set of images of the alloy to the neural network. Each of the images in the set of images has varied constituent compositions. The method further includes providing the neural network with a set of determined material properties corresponding to each image, associating the microstructural features of each image with the set of empirically determined data corresponding to the image, and determining non-linear relationships between the microstructural features and corresponding empirically determined material properties via a machine learning algorithm, receiving a set of desired material properties of the alloy for aircraft component, and determining a set of microstructural features capable of achieving the desired material properties of the alloy based on the determined non-linear relationships.
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Patent Agency Ranking
公开(公告)号：US10388005B2
公开(公告)日：2019-08-20
申请号：US15807359
申请日：2017-11-08
Applicant: UNITED TECHNOLOGIES CORPORATION
Inventor： Edgar A. Bernal , Kishore K. Reddy , Michael J. Giering , Ryan B. Noraas , Kin Gwn Lore
Abstract: A sensor system may comprise a sensor; a processor in electronic communication with the sensor; and/or a tangible, non-transitory memory configured to communicate with the processor, the tangible, non-transitory memory having instructions stored thereon that, in response to execution by the processor, cause the processor to perform operations. The operations may comprise recording, by the sensor, a low quality data sample; and/or applying, by the processor, a mapping function having a plurality of tuned parameters to the low quality data sample, producing a high quality data output.
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公开(公告)号：US20190050973A1
公开(公告)日：2019-02-14
申请号：US15807359
申请日：2017-11-08
Applicant: UNITED TECHNOLOGIES CORPORATION
Inventor： Edgar A. Bernal , Kishore K. Reddy , Michael J. Giering , Ryan B. Noraas , Kin Gwn Lore
CPC classification number: G06T5/20 , G06K9/6256 , G06T5/10 , G06T2207/20081 , H04N5/23229 , H04N7/181
Abstract: A sensor system may comprise a sensor; a processor in electronic communication with the sensor; and/or a tangible, non-transitory memory configured to communicate with the processor, the tangible, non-transitory memory having instructions stored thereon that, in response to execution by the processor, cause the processor to perform operations. The operations may comprise recording, by the sensor, a low quality data sample; and/or applying, by the processor, a mapping function having a plurality of tuned parameters to the low quality data sample, producing a high quality data output.
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27.发明申请Chill Plate for Equiax Casting Solidification Control For Solid Mold Casting of Reticulated Metal Foams 有权冷轧板用于铸造网状金属泡沫的实心铸造的铸造凝固控制公开(公告)号：US20170008071A1
公开(公告)日：2017-01-12
申请号：US14792997
申请日：2015-07-07
Applicant: UNITED TECHNOLOGIES CORPORATION
Inventor： Ryan C. Breneman , Steven J. Bullied , Ryan B. Noraas , John F. Blondin
CPC classification number: B22C7/023 , B22C9/04 , B22C9/22 , B22D15/04 , B22D25/005
Abstract: A method to manufacture reticulated metal foam via a dual investment solid mold includes pouring molten metal material into a mold while the mold is located on a chill plate. A method to manufacture reticulated metal foam includes pouring molten metal material into a mold while the mold is located on a chill plate, the chill plate configured to apply an externally driven temperature gradient in the mold so that solidification progresses from the chilled end to the non-chilled end
Abstract translation: 通过双投资固体模具制造网状金属泡沫的方法包括在模具位于冷却板上时将熔融金属材料浇注到模具中。 一种制造网状金属泡沫的方法包括在模具位于冷却板上时将熔融金属材料浇注到模具中，该冷却板构造成在模具中施加外部驱动的温度梯度，使得固化从冷冻端到非冷冻端 结束了
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公开(公告)号：US20160228913A1
公开(公告)日：2016-08-11
申请号：US14617291
申请日：2015-02-09
Applicant: United Technologies Corporation
Inventor： Ryan B. Noraas , Steven J. Bullied
CPC classification number: B05D1/24 , B05D3/007 , B22C7/023 , B22C9/046 , C08J9/36 , F01D5/28 , F01D5/288 , F05D2220/36 , F05D2230/31 , F05D2240/303 , F05D2300/43 , F05D2300/603 , F05D2300/612 , Y02T50/672
Abstract: A foam for use in a lost-foam casting process utilized in the manufacture of a component for a gas turbine engine, the foam having a void fraction less than or equal to ninety five percent, is disclosed. The foam may include a first layer comprising polymer foam having an open-cell structure and a void fraction greater than ninety five percent. A second layer, comprising adhesive, may be adhered to the first layer. A third layer comprising particulate material may be adhered to the second layer.
Abstract translation: 公开了一种用于制造用于燃气涡轮发动机的部件的失水泡沫铸造工艺中的泡沫，该泡沫具有小于或等于百分之九十五的空隙率。 泡沫可以包括第一层，其包含具有开孔结构和空隙率大于百分之九十五的聚合物泡沫。 包含粘合剂的第二层可以粘附到第一层。 包含颗粒材料的第三层可以粘附到第二层。
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29.发明申请公开(公告)号：US20160207100A1
公开(公告)日：2016-07-21
申请号：US14600717
申请日：2015-01-20
Applicant: UNITED TECHNOLOGIES CORPORATION
Inventor： Ryan B. Noraas , Steven J. Bullied , Mark F. Bartholomew
CPC classification number: B22C9/22 , B22C1/00 , B22C7/02 , B22C7/023 , B22C9/04 , B22C9/043 , B22D25/005 , B22D27/09 , B22D29/002 , B22D29/006
Abstract: A method to manufacture reticulated metal foam via a dual investment solid mold, includes pre-investment of a precursor with a diluted pre-investment ceramic plaster then investing the encapsulated precursor with a ceramic plaster.
Abstract translation: 通过双投资固体模具制造网状金属泡沫的方法包括用稀释的预投资陶瓷石膏预投入前体，然后用陶瓷石膏投资封装的前体。
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