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公开(公告)号:US20220035336A1
公开(公告)日:2022-02-03
申请号:US17505286
申请日:2021-10-19
Applicant: General Electric Company
Inventor: Arvind RANGARAJAN , Christina Margaret VASIL , Joshua MOOK , Anthony J. VINCIQUERRA , Brian MCCARTHY , Vipul Kumar GUPTA
IPC: G05B19/4099 , G06K15/02 , B23K26/342 , B33Y50/02
Abstract: A method, medium, and system including determining a material property value to assign to each of the plurality of 3D volume elements, wherein the material property values assigned to the plurality of 3D volume elements are classified into a predetermined number of bins that correspond to a plurality of different additive manufacturing (AM) print parameter sets, generating a plurality of transfer functions to determine relationships between the material property values assigned to the plurality of 3D volume elements and a plurality of desired AM print parameter sets, automatically determining, based on the plurality of transfer functions, an assignment of one of the plurality of different AM print parameter sets to each of the plurality of 3D volume elements, and validating the determined assignments of the plurality of different AM print parameter sets for the plurality of 3D volume elements based on the plurality of transfer functions.
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公开(公告)号:US20200272128A1
公开(公告)日:2020-08-27
申请号:US16287192
申请日:2019-02-27
Applicant: General Electric Company
Inventor: Subhrajit ROYCHOWDHURY , Vipul Kumar GUPTA , Randal T RAUSCH , Justin John GAMBONE , Xiaohu PING , Alexander CHEN , John Erik HERSHEY
IPC: G05B19/4099 , G05B13/02 , B33Y50/02
Abstract: According to some embodiments, system and methods are provided comprising receiving, via a communication interface of a platform comprising a segmentation module and a processor, a defined geometry for one or more geometric structures forming one or more parts, wherein the parts are manufactured with an additive manufacturing machine; generating a build file including an initial parameter set to fabricate each part; fabricating the part based on the build file; receiving sensor data for the fabricated part; generating a parameter set for each layer that forms the part, via execution of an iterative learning control process for each layer; generating raw power data for each layer that forms the part, using the processor, based on the generated parameter set; applying a noise reduction process to the raw power data; and generating a segmented build file, using the segmentation module, via application of the noise reduction process on the raw power data. Numerous other aspects are provided.
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3.
公开(公告)号:US20230029806A1
公开(公告)日:2023-02-02
申请号:US17967391
申请日:2022-10-17
Applicant: General Electric Company
Inventor: Vipul Kumar GUPTA , Natarajan CHENNIMALAI KUMAR , Anthony Joseph VINCIQUERRA , Laura Cerully DIAL , Voramon Supatarawanich DHEERADHADA , Timothy HANLON , Lembit SALASOO , Xiaohu PING , Subhrajit ROYCHOWDHURY , Justin John GAMBONE
IPC: B29C64/393 , B22F10/20 , B29C64/153 , B22F10/30 , B22F3/24 , B33Y30/00 , B33Y10/00 , B33Y50/02 , B33Y40/00
Abstract: According to some embodiments, system and methods are provided comprising receiving, via a communication interface of a parameter development module comprising a processor, a defined geometry for one or more parts, wherein the parts are manufactured with an additive manufacturing machine, and wherein a stack is formed from one or more parts; fabricating the one or more parts with the additive manufacturing machine based on a first parameter set; collecting in-situ monitoring data from one or more in-situ monitoring systems of the additive manufacturing machine for one or more parts; determining whether each stack should receive an additional part based on an analysis of the collected in-situ monitoring data; and fabricating each additional part based on the determination the stack should receive the additional part. Numerous other aspects are provided.
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4.
公开(公告)号:US20200298499A1
公开(公告)日:2020-09-24
申请号:US16360180
申请日:2019-03-21
Applicant: General Electric Company
Inventor: Vipul Kumar GUPTA , Natarajan CHENNIMALAI KUMAR , Anthony Joseph VINCIQUERRA , Laura Cerully DIAL , Voramon Supatarawanich DHEERADHADA , Timothy HANLON , Lembit SALASOO , Xiaohu PING , Subhrajit ROYCHOWDHURY , Justin John GAMBONE
IPC: B29C64/393 , B22F3/105 , B29C64/153
Abstract: According to some embodiments, system and methods are provided comprising receiving, via a communication interface of a parameter development module comprising a processor, a defined geometry for one or more parts, wherein the parts are manufactured with an additive manufacturing machine, and wherein a stack is formed from one or more parts; fabricating the one or more parts with the additive manufacturing machine based on a first parameter set; collecting in-situ monitoring data from one or more in-situ monitoring systems of the additive manufacturing machine for one or more parts; determining whether each stack should receive an additional part based on an analysis of the collected in-situ monitoring data; and fabricating each additional part based on the determination the stack should receive the additional part. Numerous other aspects are provided.
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公开(公告)号:US20210034037A1
公开(公告)日:2021-02-04
申请号:US16527397
申请日:2019-07-31
Applicant: GENERAL ELECTRIC COMPANY
Inventor: Arvind RANGARAJAN , Christina Margaret VASIL , Joshua MOOK , Anthony J. VINCIQUERRA , Brian MCCARTHY , Vipul Kumar GUPTA
IPC: G05B19/4099 , G06K15/02 , B33Y50/02 , B23K26/342
Abstract: A method, medium, and system to automatically determine parameter sets for an additive manufacturing (AM) of a part, the method including executing a load analysis on a model of a part to emulate a load on each of a plurality of regions of the part; determining a representation of the model of the part as a plurality of discrete three-dimensional (3D) volume elements; determining, based on an output of the load analysis, a life or material property value to assign to each of the plurality of 3D volume elements; automatically determining an assignment of one of a plurality of additive manufacturing (AM) print parameter sets to each of the plurality of 3D volume elements; and saving a record of the determined assignments of the AM print parameter sets to each of the plurality of 3D volume elements.
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公开(公告)号:US20200147889A1
公开(公告)日:2020-05-14
申请号:US16184481
申请日:2018-11-08
Applicant: General Electric Company
Inventor: Voramon Supatarawanich DHEERADHADA , Natarajan CHENNIMALAI KUMAR , Vipul Kumar GUPTA , Laura DIAL , Anthony Joseph VINCIQUERRA , Timothy HANLON
IPC: B29C64/393 , B29C64/10 , G06F17/50 , G06K9/62 , G06N20/00
Abstract: Methods and systems for optimizing additive process parameters for an additive manufacturing process. In some embodiments, the process includes receiving initial additive process parameters, generating an uninformed design of experiment utilizing a specified sampling protocol, next generating, based on the uninformed design of experiment, response data, and then generating, based on the response data and on previous design of experiment that includes at least one of the uninformed design of experiment and informed design of experiment, an informed design of experiment by using the machine learning model and the intelligent sampling protocol. The last process step is repeated until a specified objective is reached or satisfied.
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