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公开(公告)号:US20230094676A1
公开(公告)日:2023-03-30
申请号:US17671109
申请日:2022-02-14
Applicant: X Development LLC
Inventor: Antonio Raymond Papania-Davis , Weishi Yan
Abstract: Methods, systems, and apparatus for generating a recipe for a concrete mixture, comprising: obtaining an optical characterization of a set of particles; determining, based on the optical characterization, physical characteristics of the set of particles; generating a multispherical approximation of the set of particles; selecting, based on the physical characteristics of the set of particles and from a database of performance rules, performance rules applicable to the set of particles; predicting performance of a proposed recipe for a concrete mixture formed from the set of particles by: determining a wet flowability rating of the proposed recipe based on the selected performance rules; and determining a dry packing rating of the proposed recipe based on the multispherical approximation; iteratively altering the proposed recipe and predicting performance of the altered proposed recipe until the predicted performance satisfies performance criteria to obtain a final recipe; and outputting the final recipe.
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公开(公告)号:US20240047020A1
公开(公告)日:2024-02-08
申请号:US17882250
申请日:2022-08-05
Applicant: X Development LLC
Inventor: Ray Jr. Anthony Nagatani , Brian Howell , Antonio Raymond Papania-Davis , Weishi Yan , Charles Stephen Spirakis , Shijian Jin
CPC classification number: G16C60/00 , C04B40/0032
Abstract: Methods, systems, and apparatus for developing recipes for concrete mixtures are disclosed. A method includes obtaining second input data including a second recipe for combining the plurality of ingredients; mixing the plurality of ingredients according to the second recipe to produce a second mixture; obtaining sensor data representing one or more qualities of the second mixture; evaluating the second mixture using the sensor data to obtain performance measures of the concrete mixture; processing the input data with the mixture prediction model to obtain a corresponding output of the mixture prediction model, the corresponding output including predicted performance measures for the second mixture; and adjusting parameters of the mixture prediction model based on comparing the output of the mixture prediction model to the performance measures of the second mixture.
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公开(公告)号:US12025609B2
公开(公告)日:2024-07-02
申请号:US18329298
申请日:2023-06-05
Applicant: X Development LLC
Inventor: Antonio Raymond Papania-Davis , Weishi Yan
IPC: G01N33/38 , G01N11/00 , G01N15/14 , G06F30/25 , G06F113/02 , G06F113/26 , G06F119/02 , G16C60/00
CPC classification number: G01N33/383 , G01N11/00 , G01N15/14 , G06F30/25 , G16C60/00 , G01N2015/1493 , G01N2015/1497 , G06F2113/02 , G06F2113/26 , G06F2119/02
Abstract: Methods, systems, and apparatus for generating a recipe for a concrete mixture, comprising: obtaining an optical characterization of a set of particles; determining, based on the optical characterization, physical characteristics of the set of particles; generating a multispherical approximation of the set of particles; selecting, based on the physical characteristics of the set of particles and from a database of performance rules, performance rules applicable to the set of particles; predicting performance of a proposed recipe for a concrete mixture formed from the set of particles by: determining a wet flowability rating of the proposed recipe based on the selected performance rules; and determining a dry packing rating of the proposed recipe based on the multispherical approximation; iteratively altering the proposed recipe and predicting performance of the altered proposed recipe until the predicted performance satisfies performance criteria to obtain a final recipe; and outputting the final recipe.
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公开(公告)号:US11796530B2
公开(公告)日:2023-10-24
申请号:US17934361
申请日:2022-09-22
Applicant: X Development LLC
Inventor: Jeffrey Bush , Antonio Raymond Papania-Davis , Weishi Yan , Kartikye Mittal
IPC: G01N33/38 , G01N11/00 , G01N15/14 , G16C60/00 , G06F30/25 , G06F113/26 , G06F119/02 , G06F113/02
CPC classification number: G01N33/383 , G01N11/00 , G01N15/14 , G06F30/25 , G16C60/00 , G01N2015/1493 , G01N2015/1497 , G06F2113/02 , G06F2119/02
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for simulating a concrete mixture. One of the methods includes obtaining an optical characterization of physical particles, generating a multispherical approximation of the physical particles, the multispherical approximation having reduced dimensionality compared to the optical characterization, simulating an aggregate mixture by applying the multispherical approximation of the particles to a physics simulator to obtain a predicted performance of the proposed aggregate mixture, selectively altering the aggregate mixture based on a comparison with performance metrics and simulating the altered aggregate mixture until the predicted performance satisfies the performance metrics to obtain a final aggregate mixture, and outputting the final aggregate mixture.
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公开(公告)号:US20240165634A1
公开(公告)日:2024-05-23
申请号:US17990558
申请日:2022-11-18
Applicant: X Development LLC
Inventor: Ray Jr. Anthony Nagatani , Allen Richard Zhao , Antonio Raymond Papania-Davis , Weishi Yan , Brian Howell , Jeffrey Bush , Charles Stephen Spirakis
CPC classification number: B02C25/00 , G05B13/027 , G05B13/042
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for in-process adjustment to crushing systems. A method includes obtaining pre-crush particle data indicating characteristics of a portion of particles before crushing the portion of particles with a crushing system; obtaining settings data indicating one or more settings of the crushing system; obtaining post-crush particle data indicating characteristics of the portion of particles after crushing the portion of particles; and training a prediction model using the pre-crush particle data, the settings data, and the post-crush particle data, comprising: processing, using the prediction model, the pre-crush particle data and the settings data to obtain a corresponding output including predicted characteristics of the portion of particles after crushing the portion of particles with the crushing system; and adjusting parameters of the prediction model based on comparing the output of the prediction model to the post-crush particle data.
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公开(公告)号:US20230100229A1
公开(公告)日:2023-03-30
申请号:US17934361
申请日:2022-09-22
Applicant: X Development LLC
Inventor: Jeffrey Bush , Antonio Raymond Papania-Davis , Weishi Yan , Kartikye Mittal
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for simulating a concrete mixture. One of the methods includes obtaining an optical characterization of physical particles, generating a multispherical approximation of the physical particles, the multispherical approximation having reduced dimensionality compared to the optical characterization, simulating an aggregate mixture by applying the multispherical approximation of the particles to a physics simulator to obtain a predicted performance of the proposed aggregate mixture, selectively altering the aggregate mixture based on a comparison with performance metrics and simulating the altered aggregate mixture until the predicted performance satisfies the performance metrics to obtain a final aggregate mixture, and outputting the final aggregate mixture
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公开(公告)号:US20240169030A1
公开(公告)日:2024-05-23
申请号:US17990569
申请日:2022-11-18
Applicant: X Development LLC
Inventor: Ray Jr. Anthony Nagatani , Allen Richard Zhao , Antonio Raymond Papania-Davis , Weishi Yan , Jeffrey Bush , Charles Stephen Spirakis , Brian Howell
IPC: G06F18/214 , G06F18/25
CPC classification number: G06F18/214 , G06F18/251
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for characterization of aggregate particles. A method includes obtaining, from a set of low fidelity sensors, first sensor data of a first portion of particles; obtaining, from a set of high fidelity sensors, second sensor data of the first portion of particles, the second sensor data comprising a higher fidelity representation of characteristics of the first portion of particles than the first sensor data; training a characterization model using the first sensor data and the second sensor data, the training comprising: providing, as training data to the characterization model, the second sensor data; and processing the second sensor data with the characterization model to correlate the first sensor data with the second sensor data. The first sensor data can indicate shape characteristics of each particle; and the second sensor data indicates a surface area of each particle.
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公开(公告)号:US20230314404A1
公开(公告)日:2023-10-05
申请号:US18329298
申请日:2023-06-05
Applicant: X Development LLC
Inventor: Antonio Raymond Papania-Davis , Weishi Yan
CPC classification number: G01N33/383 , G01N11/00 , G01N15/14 , G06F30/25 , G16C60/00 , G01N2015/1493 , G01N2015/1497 , G06F2113/26
Abstract: Methods, systems, and apparatus for generating a recipe for a concrete mixture, comprising: obtaining an optical characterization of a set of particles; determining, based on the optical characterization, physical characteristics of the set of particles; generating a multispherical approximation of the set of particles; selecting, based on the physical characteristics of the set of particles and from a database of performance rules, performance rules applicable to the set of particles; predicting performance of a proposed recipe for a concrete mixture formed from the set of particles by: determining a wet flowability rating of the proposed recipe based on the selected performance rules; and determining a dry packing rating of the proposed recipe based on the multispherical approximation; iteratively altering the proposed recipe and predicting performance of the altered proposed recipe until the predicted performance satisfies performance criteria to obtain a final recipe; and outputting the final recipe.
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公开(公告)号:US11703499B2
公开(公告)日:2023-07-18
申请号:US17671109
申请日:2022-02-14
Applicant: X Development LLC
Inventor: Antonio Raymond Papania-Davis , Weishi Yan
CPC classification number: G01N33/383 , G01N11/00 , G01N15/14 , G01N2015/1493 , G01N2015/1497
Abstract: Methods, systems, and apparatus for generating a recipe for a concrete mixture, comprising: obtaining an optical characterization of a set of particles; determining, based on the optical characterization, physical characteristics of the set of particles; generating a multispherical approximation of the set of particles; selecting, based on the physical characteristics of the set of particles and from a database of performance rules, performance rules applicable to the set of particles; predicting performance of a proposed recipe for a concrete mixture formed from the set of particles by: determining a wet flowability rating of the proposed recipe based on the selected performance rules; and determining a dry packing rating of the proposed recipe based on the multispherical approximation; iteratively altering the proposed recipe and predicting performance of the altered proposed recipe until the predicted performance satisfies performance criteria to obtain a final recipe; and outputting the final recipe.
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