NSTL国家科技图书文献中心

1. A Hybrid Data-Driven Model for Predicting NOx Concentration in a Cement Clinker Calcination System NSTL国家科技图书文献中心

Xue, Shanshan | Li, Fanjun ... - 《IEEE Transactions on Instrumentation and Measurement》 - 2025,74(Pt.1) - 2505312.1～2505312.12 - 共12页

摘要：, a hybrid data-driven* model (HDDM) is proposed for* | , to reduce noise interference in process data, a RF | the temporal dependency of sequence data, a TCN with | Predicting nitrogen oxide (NOx) concentrations | accurately is critical for pollution monitoring and control

关键词： Calcination | Predictive models | Input variables | Cement industry | Radio frequency | Data models | Temperature measurement | Reservoirs | Pollution measurement | Decision trees...

2. Input‐mapping based data‐driven model predictive control for unknown linear systems via online learning NSTL国家科技图书文献中心

Lingyi Yang | Dewei Li ... - 《International Journal of Robust and Nonlinear Control》 - 2025,35(7) - 2537～2565 - 共29页

摘要：Abstract Data‐driven* model predictive control* | ‐mapping data‐driven* robust model predictive controllers* | unknown constrained systems. The existing data‐driven | limitations, we propose a multistep input‐mapping data | ‐driven* scheme. It maps the current and future inputs to*

关键词： input‐mapping data‐driven approach | online learning | robust model predictive control

3. Prediction of multiaxial fatigue life with a data-driven knowledge transfer model NSTL国家科技图书文献中心

Lei Gan | Zhi-Ming Fan ... - 《International Journal of Fatigue》 - 2025,190(Jan.) - 108636.1～108636.16 - 共16页

摘要：A data-driven* model is presented for accurate* | transfer from domain knowledge to the data-driven | knowledge-based, conventional data-driven, and comparable | data from different sources, actuating information | collected for model* evaluation. The results demonstrate*

关键词： Multiaxial fatigue life | Data-driven model | Transfer learning | TrAdaBoost framework

4. Investigation of data-driven model predictive control for liquid nitrogen cooling on helium refrigerator NSTL国家科技图书文献中心

Yu, Qiang | Zhou, Zhiwei ... - 《Fusion engineering and design》 - 2025,211(Feb.) - 1.1～1.12 - 共12页

摘要： system. This paper explores a data-driven Model | implementation for multistep prediction. The data-driven* MPC* | search efficiency. The performance of the data-driven | The helium refrigerator, which is a critical | infrastructure of the fusion device, should be controlled well

关键词： Model predictive control | Encoder-decoder | Recurrent neural network | Liquid nitrogen cooling | Helium refrigerator | HEAT | IDENTIFICATION | OPTIMIZATION | DESIGN

5. Gearbox pump failure prognostics in offshore wind turbine by an integrated data-driven model NSTL国家科技图书文献中心

Zhang W. | Vatn J.... - 《Applied energy》 - 2025,380(Feb.15) - 1.1～1.15 - 共15页 - 被引量：1

摘要： strategy, an integrated data-driven* model is developed* | accurately based on supervisory control and data | acquisition data. In this approach, light gradient boosting | machines are tuned to model* normal temperatures. The* | © 2024 The AuthorsOffshore wind turbines face

关键词： Gearbox pump failure | Machine learning | Normal behavior modeling | Offshore wind turbine | Remaining useful life | Temperature analysis

6. Hybrid Physical-Data Driven Model for Denoising of Generator State Measurements NSTL国家科技图书文献中心

Wang, Huaiyuan | Zhang, Shiping ... - 《IEEE Transactions on Instrumentation and Measurement》 - 2025,74(Pt.1) - 2509912.1～2509912.12 - 共12页

摘要： insufficient interpretability in existing data-driven | denoising methods, a hybrid physical-data* driven denoising* | the hybrid physical-data* driven mode. The robustness* | The measurement data* of power systems are* | denoise the noisy data* to obtain the real state*

关键词： Noise measurement | Noise | Noise reduction | Phasor measurement units | Pollution measurement | Generators | Training | Power system stability | Accuracy | Power measurement...

7. Data-driven model identification and control of the quasi-zero-stiffness system NSTL国家科技图书文献中心

Jiang, Jiyuan | Tang, Jie ... - 《Nonlinear dynamics》 - 2025,113(5) - 3999～4013 - 共15页

摘要： identification-control integrated method based on data-driven | dynamic surrogate model* of the quasi-zero-stiffness (QZS* | signals of the original model. Two approximate optimal | communicate with the dynamic surrogate model* during the* | tested on the original model. The results show that the

关键词： Active quasi-zero-stiffness isolation | Physical information neural network (PINN) | Particle swarm optimization (PSO) | Twin delayed deep deterministic policy gradient (TD3) | Data-driven method

8. A Novel Enhanced Data-Driven Model-Free Adaptive Control Scheme for Path Tracking of Autonomous Vehicles NSTL国家科技图书文献中心

Shida Liu | Guang Lin ... - 《IEEE transactions on intelligent transportation systems》 - 2025,26(1) - 579～590 - 共12页

摘要： any model information; it is a purely data-driven | this data* model. Moreover, a compensation mechanism* | In this paper, an enhanced model-free adaptive | the vehicle dynamic models into a discrete-time data | model with a time-varying pseudogradient (PG), and the

关键词： Vehicle dynamics | Autonomous vehicles | Data models | Delay effects | Delays | Adaptation models | Tracking | Uncertainty | Gravity | Adaptive control

9. Experimental study of data-driven model predictive control on transcritical CO2 thermal system in electric vehicles NSTL国家科技图书文献中心

Miao, Tongyu | Zong, Shuo ... - 《International Journal of Refrigeration》 - 2025,170 - 477～488 - 共12页

摘要： investigation. A data- driven* control-oriented model is first* | presents a model* predictive control approach to optimize* | in a finite time domain. The model* predictive* | on the control-oriented model* and the designed* | operating performance using the proposed model* predictive*

关键词： Model predictive control | Transcritical CO2 thermal system | Experimental investigation | Electric vehicle

10. The prediction of bolted joint loosening state under transverse load based on a data-driven model NSTL国家科技图书文献中心

Zhiqun Zheng | Xianzhen Huang ... - 《Mechanics Based Design of Structures and Machines》 - 2025,53(4) - 2524～2547 - 共24页

摘要： predictive model* for the loosening state of bolted joints* | model is improved, breaking down the loosening | predictive model* is utilized to determine the critical load* | accuracy of the proposed model. Notably, the influence of | The impact of transverse load results in the

摘要：, a hybrid data-driven* model (HDDM) is proposed for* | , to reduce noise interference in process data, a RF | the temporal dependency of sequence data, a TCN with | Predicting nitrogen oxide (NOx) concentrations | accurately is critical for pollution monitoring and control

关键词： Calcination | Predictive models | Input variables | Cement industry | Radio frequency | Data models | Temperature measurement | Reservoirs | Pollution measurement | Decision trees...

关键词： input‐mapping data‐driven approach | online learning | robust model predictive control

摘要：A data-driven* model is presented for accurate* | transfer from domain knowledge to the data-driven | knowledge-based, conventional data-driven, and comparable | data from different sources, actuating information | collected for model* evaluation. The results demonstrate*

关键词： Multiaxial fatigue life | Data-driven model | Transfer learning | TrAdaBoost framework

摘要： system. This paper explores a data-driven Model | implementation for multistep prediction. The data-driven* MPC* | search efficiency. The performance of the data-driven | The helium refrigerator, which is a critical | infrastructure of the fusion device, should be controlled well

关键词： Model predictive control | Encoder-decoder | Recurrent neural network | Liquid nitrogen cooling | Helium refrigerator | HEAT | IDENTIFICATION | OPTIMIZATION | DESIGN

摘要： strategy, an integrated data-driven* model is developed* | accurately based on supervisory control and data | acquisition data. In this approach, light gradient boosting | machines are tuned to model* normal temperatures. The* | © 2024 The AuthorsOffshore wind turbines face

关键词： Gearbox pump failure | Machine learning | Normal behavior modeling | Offshore wind turbine | Remaining useful life | Temperature analysis

摘要： insufficient interpretability in existing data-driven | denoising methods, a hybrid physical-data* driven denoising* | the hybrid physical-data* driven mode. The robustness* | The measurement data* of power systems are* | denoise the noisy data* to obtain the real state*

关键词： Noise measurement | Noise | Noise reduction | Phasor measurement units | Pollution measurement | Generators | Training | Power system stability | Accuracy | Power measurement...

关键词： Active quasi-zero-stiffness isolation | Physical information neural network (PINN) | Particle swarm optimization (PSO) | Twin delayed deep deterministic policy gradient (TD3) | Data-driven method

摘要： any model information; it is a purely data-driven | this data* model. Moreover, a compensation mechanism* | In this paper, an enhanced model-free adaptive | the vehicle dynamic models into a discrete-time data | model with a time-varying pseudogradient (PG), and the

关键词： Vehicle dynamics | Autonomous vehicles | Data models | Delay effects | Delays | Adaptation models | Tracking | Uncertainty | Gravity | Adaptive control

摘要： investigation. A data- driven* control-oriented model is first* | presents a model* predictive control approach to optimize* | in a finite time domain. The model* predictive* | on the control-oriented model* and the designed* | operating performance using the proposed model* predictive*

关键词： Model predictive control | Transcritical CO2 thermal system | Experimental investigation | Electric vehicle

摘要： predictive model* for the loosening state of bolted joints* | model is improved, breaking down the loosening | predictive model* is utilized to determine the critical load* | accuracy of the proposed model. Notably, the influence of | The impact of transverse load results in the

关键词： Bolted joint | Loosening state | Prediction model | Loosening reliability

4008-161-200 800-990-8900

国家科技图书文献中心

摘要：, a hybrid data-driven model (HDDM) is proposed for | , to reduce noise interference in process data, a RF | the temporal dependency of sequence data, a TCN with | Predicting nitrogen oxide (NOx) concentrations | accurately is critical for pollution monitoring and control

关键词： Calcination | Predictive models | Input variables | Cement industry | Radio frequency | Data models | Temperature measurement | Reservoirs | Pollution measurement | Decision trees...

摘要：Abstract Data‐driven model predictive control | ‐mapping data‐driven robust model predictive controllers | unknown constrained systems. The existing data‐driven | limitations, we propose a multistep input‐mapping data | ‐driven scheme. It maps the current and future inputs to

关键词： input‐mapping data‐driven approach | online learning | robust model predictive control

摘要：A data-driven model is presented for accurate | transfer from domain knowledge to the data-driven | knowledge-based, conventional data-driven, and comparable | data from different sources, actuating information | collected for model evaluation. The results demonstrate

关键词： Multiaxial fatigue life | Data-driven model | Transfer learning | TrAdaBoost framework

摘要： system. This paper explores a data-driven Model | implementation for multistep prediction. The data-driven MPC | search efficiency. The performance of the data-driven | The helium refrigerator, which is a critical | infrastructure of the fusion device, should be controlled well

关键词： Model predictive control | Encoder-decoder | Recurrent neural network | Liquid nitrogen cooling | Helium refrigerator | HEAT | IDENTIFICATION | OPTIMIZATION | DESIGN

摘要： strategy, an integrated data-driven model is developed | accurately based on supervisory control and data | acquisition data. In this approach, light gradient boosting | machines are tuned to model normal temperatures. The | © 2024 The AuthorsOffshore wind turbines face

关键词： Gearbox pump failure | Machine learning | Normal behavior modeling | Offshore wind turbine | Remaining useful life | Temperature analysis

摘要： insufficient interpretability in existing data-driven | denoising methods, a hybrid physical-data driven denoising | the hybrid physical-data driven mode. The robustness | The measurement data of power systems are | denoise the noisy data to obtain the real state

关键词： Noise measurement | Noise | Noise reduction | Phasor measurement units | Pollution measurement | Generators | Training | Power system stability | Accuracy | Power measurement...

关键词： Active quasi-zero-stiffness isolation | Physical information neural network (PINN) | Particle swarm optimization (PSO) | Twin delayed deep deterministic policy gradient (TD3) | Data-driven method

摘要： any model information; it is a purely data-driven | this data model. Moreover, a compensation mechanism | In this paper, an enhanced model-free adaptive | the vehicle dynamic models into a discrete-time data | model with a time-varying pseudogradient (PG), and the

关键词： Vehicle dynamics | Autonomous vehicles | Data models | Delay effects | Delays | Adaptation models | Tracking | Uncertainty | Gravity | Adaptive control

摘要： investigation. A data- driven control-oriented model is first | presents a model predictive control approach to optimize | in a finite time domain. The model predictive | on the control-oriented model and the designed | operating performance using the proposed model predictive

关键词： Model predictive control | Transcritical CO2 thermal system | Experimental investigation | Electric vehicle

摘要： predictive model for the loosening state of bolted joints | model is improved, breaking down the loosening | predictive model is utilized to determine the critical load | accuracy of the proposed model. Notably, the influence of | The impact of transverse load results in the

关键词： Bolted joint | Loosening state | Prediction model | Loosening reliability

4008-161-200 800-990-8900

国家科技图书文献中心

摘要：, a hybrid data-driven* model (HDDM) is proposed for* | , to reduce noise interference in process data, a RF | the temporal dependency of sequence data, a TCN with | Predicting nitrogen oxide (NOx) concentrations | accurately is critical for pollution monitoring and control

摘要：A data-driven* model is presented for accurate* | transfer from domain knowledge to the data-driven | knowledge-based, conventional data-driven, and comparable | data from different sources, actuating information | collected for model* evaluation. The results demonstrate*

摘要： system. This paper explores a data-driven Model | implementation for multistep prediction. The data-driven* MPC* | search efficiency. The performance of the data-driven | The helium refrigerator, which is a critical | infrastructure of the fusion device, should be controlled well

摘要： strategy, an integrated data-driven* model is developed* | accurately based on supervisory control and data | acquisition data. In this approach, light gradient boosting | machines are tuned to model* normal temperatures. The* | © 2024 The AuthorsOffshore wind turbines face

摘要： insufficient interpretability in existing data-driven | denoising methods, a hybrid physical-data* driven denoising* | the hybrid physical-data* driven mode. The robustness* | The measurement data* of power systems are* | denoise the noisy data* to obtain the real state*

摘要： any model information; it is a purely data-driven | this data* model. Moreover, a compensation mechanism* | In this paper, an enhanced model-free adaptive | the vehicle dynamic models into a discrete-time data | model with a time-varying pseudogradient (PG), and the

摘要： investigation. A data- driven* control-oriented model is first* | presents a model* predictive control approach to optimize* | in a finite time domain. The model* predictive* | on the control-oriented model* and the designed* | operating performance using the proposed model* predictive*

摘要： predictive model* for the loosening state of bolted joints* | model is improved, breaking down the loosening | predictive model* is utilized to determine the critical load* | accuracy of the proposed model. Notably, the influence of | The impact of transverse load results in the