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公开(公告)号:US20250044753A1
公开(公告)日:2025-02-06
申请号:US18365621
申请日:2023-08-04
Applicant: Scibot Technology LLC , Michigan Technological University
Inventor: Zequn WANG , Guangxing BAI , Lun LI
Abstract: The present disclosure provides a self-adaptive lithium-ion battery method using knowledge-reinforced machine learning and Kalman filtering, an electronic device, and a storage medium. The method includes training and synchronizing an artificial neural network with dual extended Kalman filters to capture battery capacity data of each of lithium-ion batteries; integrating prior knowledge with Gaussian process regression to form an integrated knowledge-reinforced Gaussian process regression; training a stochastic capacity degradation model by employing integrated knowledge-reinforced Gaussian process regression with captured battery capacity data to obtain a trained stochastic capacity degradation model; performing capacity prediction using trained stochastic capacity degradation model to obtain remaining useful life of one or more testing lithium-ion batteries; generating an air mass flow rate and a charging/discharging rate by a controller; and inputting the air mass flow rate and the charging/discharging rate into a battery thermal management system to improve battery RULs by adjusting lithium-ion battery temperature.
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公开(公告)号:US20250041789A1
公开(公告)日:2025-02-06
申请号:US18715978
申请日:2022-12-02
Applicant: Michigan Technological University
Inventor: Surendra Komar KAWATRA , Sriram VALLURI
Abstract: An absorption column for the simultaneous capture of the flue gases CO2, NOx and SOx, the absorption column pertaining to a single wet scrubbing absorption column at alkaline pH conditions. In some aspects, the efficacy of the single stage absorption column for the simultaneous capture of the flue gases CO2, NOx and SOx being at least 99% for CO2, at least 30% for NO and at least 95% for SO2. The single stage absorption column can have a sodium carbonate solution. The sodium carbonate solution can be enhanced by one or more oxidants as rate promoters, including H2O2, NaOCl and mixtures thereof.
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公开(公告)号:US11536243B2
公开(公告)日:2022-12-27
申请号:US17723690
申请日:2022-04-19
Applicant: National Technology & Engineering Solutions of Sandia, LLC , Michigan Technological University
Inventor: David G. Wilson , Rush D. Robinett, III , Wayne W. Weaver , Steven F. Glover
IPC: F03B13/20
Abstract: A nonlinear control design technique capitalizes on a wave energy converter comprising a shaped buoy having a variable geometry wave energy. For example, the shaped buoy can have an hourglass (HG) geometry having a variable cone or steepness angle. The HG buoy is assumed to operate in the heave motion of the wave. The unique interaction between the HG buoy and the wave creates a nonlinear cubic storage effect that produces actual energy storage or reactive power during operation. A multi-frequency Bretschneider spectrum wave excitation input was simulated for the HG design both with constant and varying steepness angle profiles which demonstrated further increased power generation with changing sea states for the variable design.
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公开(公告)号:US11169085B2
公开(公告)日:2021-11-09
申请号:US16793350
申请日:2020-02-18
Applicant: MICHIGAN TECHNOLOGICAL UNIVERSITY
Inventor: Robert Shuchman , Michael Sayers , Reid Sawtell , Karl Bosse
Abstract: Non-transitory computer-readable media, spectroradiometer systems, and methods for calibrating a spectroradiometer. In one embodiment, a non-transitory computer-readable medium includes instructions that, when executed by an electronic processor, cause the electronic processor to perform a set of operations. The set of operations includes receiving spectral data regarding an object-of-interest that is captured by a handheld spectroradiometer, detecting a characteristic of the object-of-interest by performing a spectral analysis on the spectral data that is received, and controlling a display to display the characteristic of the object-of-interest.
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公开(公告)号:US20210119452A1
公开(公告)日:2021-04-22
申请号:US17038187
申请日:2020-09-30
Applicant: National Technology & Engineering Solutions of Sandia, LLC , Michigan Technological University
Inventor: Wayne W. Weaver , Rush D. Robinett, III , David G. Wilson
Abstract: Pulsed power loads (PPLs) are highly non-linear and can cause significant stability and power quality issues in an electrical microgrid. According to the present invention, many of these issues can be mitigated by an Energy Storage System (ESS) that offsets the PPL. The ESS can maintain a constant bus voltage and decouple the generation sources from the PPL. For example, the ESS specifications can be obtained with an ideal, band-limited hybrid battery and flywheel system.
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公开(公告)号:US20210024229A1
公开(公告)日:2021-01-28
申请号:US16982230
申请日:2019-04-05
Inventor: Lyon B. King
Abstract: An interface assembly for connecting an on-board propulsion system to a testing facility includes a support member configured for coupling to a manipulation system and a mounting member configured for coupling to the on-board propulsion system. A plurality of channels extends between and couples the mounting member to the support member.
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公开(公告)号:US20200264095A1
公开(公告)日:2020-08-20
申请号:US16793350
申请日:2020-02-18
Applicant: MICHIGAN TECHNOLOGICAL UNIVERSITY
Inventor: Robert Shuchman , Michael Sayers , Reid Sawtell , Karl Bosse
Abstract: Non-transitory computer-readable media, spectroradiometer systems, and methods for calibrating a spectroradiometer. In one embodiment, a non-transitory computer-readable medium includes instructions that, when executed by an electronic processor, cause the electronic processor to perform a set of operations. The set of operations includes receiving spectral data regarding an object-of-interest that is captured by a handheld spectroradiometer, detecting a characteristic of the object-of-interest by performing a spectral analysis on the spectral data that is received, and controlling a display to display the characteristic of the object-of-interest.
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公开(公告)号:US10666054B2
公开(公告)日:2020-05-26
申请号:US15982850
申请日:2018-05-17
Applicant: National Technology & Engineering Solutions of Sandia, LLC , Michigan Technological University
Inventor: David G. Wilson , Rush D. Robinett, III , Wayne W. Weaver , Steven F. Glover
Abstract: A method for designing feedforward and feedback controllers for integration of stochastic sources and loads into a nonlinear networked AC/DC microgrid system is provided. A reduced order model for general networked AC/DC microgrid systems is suitable for HSSPFC control design. A simple feedforward steady state solution is utilized for the feedforward controls block. Feedback control laws are provided for the energy storage systems. A HSSPFC controller design is implemented that incorporates energy storage systems that provides static and dynamic stability conditions for both the DC random stochastic input side and the AC random stochastic load side. Transient performance was investigated for the feedforward/feedback control case. Numerical simulations were performed and provided power and energy storage profile requirements for the networked AC/DC microgrid system overall performance. The HSSPFC design can be implemented in the Matlab/Simulink environment that is compatible with real time simulation/controllers.
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公开(公告)号:US20200088154A1
公开(公告)日:2020-03-19
申请号:US16534746
申请日:2019-08-07
Applicant: National Technology & Engineering Solutions of Sandia, LLC , Michigan Technological University
Inventor: David G. Wilson , Giorgio Bacelli , Rush D. Robinett, III , Ossama Abdelkhalik
IPC: F03B13/14
Abstract: The present invention is directed to a nonlinear controller for nonlinear wave energy converters (WECs). As an example of the invention, a nonlinear dynamic model is developed for a geometrically right-circular cylinder WEC design for the heave-only motion, or a single degree-of-freedom (DOF). The linear stiffness term is replaced by a nonlinear cubic hardening spring term to demonstrate the performance of a nonlinear WEC as compared to an optimized linear WEC. By exploiting the nonlinear physics in the nonlinear controller, equivalent power and energy capture, as well as simplified operational performance is observed for the nonlinear cubic hardening spring controller when compared to an optimized linear controller.
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公开(公告)号:US20180366952A1
公开(公告)日:2018-12-20
申请号:US15982850
申请日:2018-05-17
Applicant: National Technology & Engineering Solutions of Sandia, LLC , Michigan Technological University
Inventor: David G. Wilson , Rush D. Robinett, III , Wayne W. Weaver , Steven F. Glover
Abstract: A method for designing feedforward and feedback controllers for integration of stochastic sources and loads into a nonlinear networked AC/DC microgrid system is provided. A reduced order model for general networked AC/DC microgrid systems is suitable for HSSPFC control design. A simple feedforward steady state solution is utilized for the feedforward controls block. Feedback control laws are provided for the energy storage systems. A HSSPFC controller design is implemented that incorporates energy storage systems that provides static and dynamic stability conditions for both the DC random stochastic input side and the AC random stochastic load side. Transient performance was investigated for the feedforward/feedback control case. Numerical simulations were performed and provided power and energy storage profile requirements for the networked AC/DC microgrid system overall performance. The HSSPFC design can be implemented in the Matlab/Simulink environment that is compatible with real time simulation/controllers.
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