Publications

55 / 3,272 publications found.


  •  Anantharaman, R., Abdelrahim, A., Martinuzzi, F., Yalburgi, S., Saba, E., Fischer, K., Hertz, G., de Vos, P., Laughman, C.R., Ma, Y., Shah, V., Edelman, A., Rackauckas, C., "Composable and Reusable Neural Surrogates to Predict System Response of Causal Model Components", AAAI 2022 Workshop on AI based Design and Manufacturing, March 2022.
    BibTeX TR2022-034 PDF
    • @inproceedings{Anantharaman2022mar,
    • author = {Anantharaman, Ranjan and Abdelrahim, Anas and Martinuzzi, Francesco and Yalburgi, Sharan and Saba, Elliot and Fischer, Keno and Hertz, Glen and de Vos, Pepijn and Laughman, Christopher R. and Ma, Yingbo and Shah, Viral and Edelman, Alan and Rackauckas, Chris},
    • title = {Composable and Reusable Neural Surrogates to Predict System Response of Causal Model Components},
    • booktitle = {AAAI 2022 Workshop on AI based Design and Manufacturing},
    • year = 2022,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2022-034}
    • }
  •  Chakrabarty, A., Maddalena, E., Qiao, H., Laughman, C.R., "Scalable Bayesian Optimization for Parameter Estimation of Coupled Building and HVAC Dynamics", Energy and Buildings, DOI: 10.1016/​j.enbuild.2021.111460, Vol. 253, pp. 111460, March 2022.
    BibTeX TR2022-030 PDF
    • @article{Chakrabarty2022mar2,
    • author = {Chakrabarty, Ankush and Maddalena, Emilio and Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Scalable Bayesian Optimization for Parameter Estimation of Coupled Building and HVAC Dynamics},
    • journal = {Energy and Buildings},
    • year = 2022,
    • volume = 253,
    • pages = 111460,
    • month = mar,
    • doi = {10.1016/j.enbuild.2021.111460},
    • url = {https://www.merl.com/publications/TR2022-030}
    • }
  •  Chakrabarty, A., Maddalena, E., Qiao, H., Laughman, C.R., "Scalable Bayesian Optimization for Model Calibration: Case Study on Coupled Building and HVAC Dynamics", Energy and Buildings, DOI: 10.1016/​j.enbuild.2021.111460, Vol. 253, pp. 111460, March 2022.
    BibTeX TR2022-030 PDF
    • @article{Chakrabarty2022mar,
    • author = {Chakrabarty, Ankush and Maddalena, Emilio and Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Scalable Bayesian Optimization for Model Calibration: Case Study on Coupled Building and HVAC Dynamics},
    • journal = {Energy and Buildings},
    • year = 2022,
    • volume = 253,
    • pages = 111460,
    • month = mar,
    • doi = {10.1016/j.enbuild.2021.111460},
    • url = {https://www.merl.com/publications/TR2022-030}
    • }
  •  Bortoff, S.A., Schwerdtner, P., Danielson, C., Di Cairano, S., Burns, D.J., "H-Infinity Loop-Shaped Model Predictive Control with HVAC Application", IEEE Transactions on Control Systems Technology, March 2022.
    BibTeX TR2022-028 PDF
    • @article{Bortoff2022mar,
    • author = {Bortoff, Scott A. and Schwerdtner, Paul and Danielson, Claus and Di Cairano, Stefano and Burns, Daniel J.},
    • title = {H-Infinity Loop-Shaped Model Predictive Control with HVAC Application},
    • journal = {IEEE Transactions on Control Systems Technology},
    • year = 2022,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2022-028}
    • }
  •  Jeon, W., Chakrabarty, A., Zemouche, A., Rajamani, R., "Simultaneous State Estimation and Tire Model Learning for Autonomous Vehicle Applications", IEEE/ASME Transactions on Mechatronics, DOI: 10.1109/​TMECH.2021.3081035, Vol. 26, No. 4, pp. 1941-1950, January 2022.
    BibTeX TR2022-003 PDF
    • @article{Jeon2022jan,
    • author = {Jeon, Woongsun and Chakrabarty, Ankush and Zemouche, Ali and Rajamani, Rajesh},
    • title = {Simultaneous State Estimation and Tire Model Learning for Autonomous Vehicle Applications},
    • journal = {IEEE/ASME Transactions on Mechatronics},
    • year = 2022,
    • volume = 26,
    • number = 4,
    • pages = {1941--1950},
    • month = jan,
    • doi = {10.1109/TMECH.2021.3081035},
    • url = {https://www.merl.com/publications/TR2022-003}
    • }
  •  Teo, K.H., Zhang, Y., Chowdhury, N., Rakheja, S., Ma, R., Xie, Q., Yagyu, E., Yamanaka, K., Li, K., Palacios, T., "Emerging GaN technologies for power, RF, digital and quantum computing applications: recent advances and prospects", Journal of Applied Physics, DOI: 10.1063/​5.0061555, December 2021.
    BibTeX TR2022-002 PDF
    • @article{Teo2021dec,
    • author = {Teo, Koon Hoo and Zhang, Yuhao and Chowdhury, Nadim and Rakheja, Shaloo and Ma, Rui and Xie, Qingyun and Yagyu, Eiji and Yamanaka, Koji and Li, Kexin and Palacios, Tomas},
    • title = {Emerging GaN technologies for power, RF, digital and quantum computing applications: recent advances and prospects},
    • journal = {Journal of Applied Physics},
    • year = 2021,
    • month = dec,
    • doi = {10.1063/5.0061555},
    • url = {https://www.merl.com/publications/TR2022-002}
    • }
  •  Zhan, S., Wichern, G., Laughman, C.R., Chakrabarty, A., "Meta-Learned Bayesian Optimization for Building Model Calibration using Attentive Neural Processes", Advances in Neural Information Processing Systems (NeurIPS), December 2021.
    BibTeX TR2021-149 PDF
    • @inproceedings{Zhan2021dec,
    • author = {Zhan, Sicheng and Wichern, Gordon and Laughman, Christopher R. and Chakrabarty, Ankush},
    • title = {Meta-Learned Bayesian Optimization for Building Model Calibration using Attentive Neural Processes},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2021,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2021-149}
    • }
  •  Wang, B., Zhou, L., Miyoshi, M., Inoue, H., Kanemaru, M., "Quantification of Induction Motor Bearing Fault Severity based on Modified Winding Function Theory", International Conference on Electrical Machines and Systems (ICEMS), DOI: 10.23919/​ICEMS52562.2021.9634328, November 2021, pp. 944-948.
    BibTeX TR2021-139 PDF
    • @inproceedings{Wang2021nov3,
    • author = {Wang, Bingnan and Zhou, Lei and Miyoshi, Masahito and Inoue, hiroshi and Kanemaru, Makoto},
    • title = {Quantification of Induction Motor Bearing Fault Severity based on Modified Winding Function Theory},
    • booktitle = {2021 24th International Conference on Electrical Machines and Systems (ICEMS)},
    • year = 2021,
    • pages = {944--948},
    • month = nov,
    • publisher = {IEEE},
    • doi = {10.23919/ICEMS52562.2021.9634328},
    • url = {https://www.merl.com/publications/TR2021-139}
    • }
  •  Chakrabarty, A., Bortoff, S.A., Laughman, C.R., "Simulation Failure Robust Bayesian Optimization for Estimating Black-Box Model Parameters", IEEE International Conference on Systems, Man, and Cybernetics (SMC), DOI: 10.1109/​SMC52423.2021.9658893, October 2021.
    BibTeX TR2021-128 PDF Video
    • @inproceedings{Chakrabarty2021oct2,
    • author = {Chakrabarty, Ankush and Bortoff, Scott A. and Laughman, Christopher R.},
    • title = {Simulation Failure Robust Bayesian Optimization for Estimating Black-Box Model Parameters},
    • booktitle = {IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
    • year = 2021,
    • month = oct,
    • doi = {10.1109/SMC52423.2021.9658893},
    • url = {https://www.merl.com/publications/TR2021-128}
    • }
  •  Wang, B., Shin, K.-H., Hidaka, Y., Kondo, S., Arita, H., Ito, K., "Analytical Magnetic Model for Variable-Flux Interior Permanent Magnet Synchronous Motors", IEEE Energy Conversion Congress and Exposition (ECCE), DOI: 10.1109/​ECCE47101.2021.9595341, October 2021, pp. 4142-4148.
    BibTeX TR2021-123 PDF
    • @inproceedings{Wang2021oct2,
    • author = {Wang, Bingnan and Shin, Kyung-Hun and Hidaka, Yuki and Kondo, Shota and Arita, Hideaki and Ito, Kazumasa},
    • title = {Analytical Magnetic Model for Variable-Flux Interior Permanent Magnet Synchronous Motors},
    • booktitle = {2021 IEEE Energy Conversion Congress and Exposition (ECCE)},
    • year = 2021,
    • pages = {4142--4148},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/ECCE47101.2021.9595341},
    • url = {https://www.merl.com/publications/TR2021-123}
    • }
  •  Wang, B., Zhou, L., Wang, H., Lin, C., "Analytical Modeling and Design Optimization of a Vernier Permanent Magnet Motor", IEEE Energy Conversion Congress and Exposition (ECCE), DOI: 10.1109/​ECCE47101.2021.9595230, October 2021, pp. 4480-4485.
    BibTeX TR2021-124 PDF
    • @inproceedings{Wang2021oct3,
    • author = {Wang, Bingnan and Zhou, Lei and Wang, Hongyu and Lin, Chungwei},
    • title = {Analytical Modeling and Design Optimization of a Vernier Permanent Magnet Motor},
    • booktitle = {2021 IEEE Energy Conversion Congress and Exposition (ECCE)},
    • year = 2021,
    • pages = {4480--4485},
    • month = oct,
    • publisher = {IEEE},
    • doi = {10.1109/ECCE47101.2021.9595230},
    • url = {https://www.merl.com/publications/TR2021-124}
    • }
  •  Li, S., Qiao, H., "Development of a fast fluid dynamics model based on PISO algorithm for simulating indoor airflow", ASME - Summer Heat Transfer Conference, DOI: HT2021-63909, September 2021.
    BibTeX TR2021-120 PDF
    • @inproceedings{Li2021sep,
    • author = {Li, Sibo and Qiao, Hongtao},
    • title = {Development of a fast fluid dynamics model based on PISO algorithm for simulating indoor airflow},
    • booktitle = {ASME - Summer Heat Transfer Conference},
    • year = 2021,
    • month = sep,
    • doi = {HT2021-63909},
    • url = {https://www.merl.com/publications/TR2021-120}
    • }
  •  Leonard, E., Qiao, H., Nabi, S., "A Comparison of Interpolation Methods in Fast Fluid Dynamics", International High Performance Buildings Conference, September 2021.
    BibTeX TR2021-118 PDF
    • @inproceedings{Leonard2021sep,
    • author = {Leonard, Eric and Qiao, Hongtao and Nabi, Saleh},
    • title = {A Comparison of Interpolation Methods in Fast Fluid Dynamics},
    • booktitle = {International High Performance Buildings Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-118}
    • }
  •  Rackauckas, C., Anantharaman, R., Edelman, A., Gowda, S., Gwozdz, M., Jain, A., Laughman, C.R., Ma, Y., Martinuzzi, F., Pal, A., Rajput, U., Saba, E., Shah, V., "Composing Modeling and Simulation with Machine Learning in Julia", 14th International Modelica Conference, September 2021.
    BibTeX TR2021-114 PDF
    • @inproceedings{Rackauckas2021sep,
    • author = {Rackauckas, Chris and Anantharaman, Ranjan and Edelman, Alan and Gowda, Shashi and Gwozdz, Maja and Jain, Anand and Laughman, Christopher R. and Ma, Yingbo and Martinuzzi, Francesco and Pal, Avik and Rajput, Utkarsh and Saba, Elliot and Shah, Viral},
    • title = {Composing Modeling and Simulation with Machine Learning in Julia},
    • booktitle = {14th International Modelica Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-114}
    • }
  •  Chakrabarty, A., Maddalena, E., Qiao, H., Laughman, C.R., "Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization", 2021 Building Simulation Conference, September 2021.
    BibTeX TR2021-105 PDF Video
    • @inproceedings{Chakrabarty2021sep,
    • author = {Chakrabarty, Ankush and Maddalena, Emilio and Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Data-driven calibration of physics-informed models of joint building/equipment dynamics using Bayesian optimization},
    • booktitle = {2021 Building Simulation Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-105}
    • }
  •  Tanaka, R., Nabi, S., Nonaka, M., "Airflow Optimization for Room Air Conditioners", Building Simulation 2021 Conference, September 2021.
    BibTeX TR2021-106 PDF
    • @inproceedings{Tanaka2021sep,
    • author = {Tanaka, Ryuta and Nabi, Saleh and Nonaka, Mio},
    • title = {Airflow Optimization for Room Air Conditioners},
    • booktitle = {Building Simulation 2021 Conference},
    • year = 2021,
    • month = sep,
    • url = {https://www.merl.com/publications/TR2021-106}
    • }
  •  Qiao, H., Laughman, C.R., "Modeling and Analysis of Pressure Drop Oscillations in Horizontal Boiling Flow", International Refrigeration and Air Conditioning Conference at Purdue, August 2021.
    BibTeX TR2021-102 PDF
    • @inproceedings{Qiao2021aug,
    • author = {Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Modeling and Analysis of Pressure Drop Oscillations in Horizontal Boiling Flow},
    • booktitle = {International Refrigeration and Air Conditioning Conference at Purdue},
    • year = 2021,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2021-102}
    • }
  •  Chakrabarty, A., Wichern, G., Laughman, C.R., "ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins", International Conference on Machine Learning (ICML), July 2021.
    BibTeX TR2021-086 PDF
    • @inproceedings{Chakrabarty2021jul,
    • author = {Chakrabarty, Ankush and Wichern, Gordon and Laughman, Christopher R.},
    • title = {ANP-BBO: Attentive Neural Processes and Batch Bayesian Optimization for Scalable Calibration of Physics-Informed Digital Twins},
    • booktitle = {International Conference on Machine Learning (ICML)},
    • year = 2021,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2021-086}
    • }
  •  Zhang, S., Ye, F., Wang, B., Habetler, T.G., "Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning", IEEE Transactions on Industry Applications, DOI: 10.1109/​TIA.2021.3091958, June 2021.
    BibTeX TR2021-081 PDF
    • @article{Zhang2021jun,
    • author = {Zhang, Shen and Ye, Fei and Wang, Bingnan and Habetler, Thomas G},
    • title = {Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning},
    • journal = {IEEE Transactions on Industry Applications},
    • year = 2021,
    • month = jun,
    • doi = {10.1109/TIA.2021.3091958},
    • url = {https://www.merl.com/publications/TR2021-081}
    • }
  •  Laughman, C.R., Qiao, H., "Patch-based Thermodynamic Property Models for the Subcritical Region", Purdue Air-Conditioning and Refrigeration Conference, May 2021.
    BibTeX TR2021-053 PDF
    • @inproceedings{Laughman2021may,
    • author = {Laughman, Christopher R. and Qiao, Hongtao},
    • title = {Patch-based Thermodynamic Property Models for the Subcritical Region},
    • booktitle = {Purdue Air-Conditioning and Refrigeration Conference},
    • year = 2021,
    • month = may,
    • url = {https://www.merl.com/publications/TR2021-053}
    • }
  •  Zhou, L., Guo, F., Wang, H., Wang, B., "High-Torque Direct-Drive Machine with Combined Axial- and Radial-flux Out-runner Vernier Permanent Magnet Motor", International Electric Machine & Drives Conference (IEMDC), DOI: 10.1109/​IEMDC47953.2021.9449499, May 2021, pp. 1-8.
    BibTeX TR2021-050 PDF
    • @inproceedings{Zhou2021may,
    • author = {Zhou, Lei and Guo, Feng and Wang, Hongyu and Wang, Bingnan},
    • title = {High-Torque Direct-Drive Machine with Combined Axial- and Radial-flux Out-runner Vernier Permanent Magnet Motor},
    • booktitle = {2021 IEEE International Electric Machines Drives Conference (IEMDC)},
    • year = 2021,
    • pages = {1--8},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/IEMDC47953.2021.9449499},
    • url = {https://www.merl.com/publications/TR2021-050}
    • }
  •  Zhou, L., Wang, B., Lin, C., Miyoshi, M., Inoue, H., "Static Eccentricity Fault Detection for PSH-type Induction Motors Considering High-order Air Gap Permeance Harmonics", International Electric Machine & Drives Conference (IEMDC), DOI: 10.1109/​IEMDC47953.2021.9449496, May 2021, pp. 1-7.
    BibTeX TR2021-051 PDF
    • @inproceedings{Zhou2021may2,
    • author = {Zhou, Lei and Wang, Bingnan and Lin, Chungwei and Miyoshi, Masahito and Inoue, hiroshi},
    • title = {Static Eccentricity Fault Detection for PSH-type Induction Motors Considering High-order Air Gap Permeance Harmonics},
    • booktitle = {2021 IEEE International Electric Machines Drives Conference (IEMDC)},
    • year = 2021,
    • pages = {1--7},
    • month = may,
    • publisher = {IEEE},
    • doi = {10.1109/IEMDC47953.2021.9449496},
    • url = {https://www.merl.com/publications/TR2021-051}
    • }
  •  Anantharaman, R., Ma, Y., Gowda, S., Laughman, C.R., Shah, V., Edelman, A., Rackauckas, C., "Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks", AAAI Spring Symposium on Combining Artificial Intelligence with Physical Sciences, March 2021.
    BibTeX TR2021-021 PDF
    • @inproceedings{Anantharaman2021mar,
    • author = {Anantharaman, Ranjan and Ma, Yingbo and Gowda, Shashi and Laughman, Christopher R. and Shah, Viral and Edelman, Alan and Rackauckas, Chris},
    • title = {Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks},
    • booktitle = {AAAI Spring Symposium on Combining Artificial Intelligence with Physical Sciences},
    • year = 2021,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2021-021}
    • }
  •  Bortoff, S.A., Okasha, A., "Modelica-Based Control of A Delta Robot", ASME Dynamic Systems and Control Conference, DOI: doi.org/​10.1115/​DSCC2020-3158, December 2020.
    BibTeX TR2020-154 PDF
    • @inproceedings{Bortoff2020dec,
    • author = {Bortoff, Scott A. and Okasha, Ahmed},
    • title = {Modelica-Based Control of A Delta Robot},
    • booktitle = {ASME Dynamic Systems and Control Conference},
    • year = 2020,
    • month = dec,
    • doi = {doi.org/10.1115/DSCC2020-3158},
    • url = {https://www.merl.com/publications/TR2020-154}
    • }
  •  Anantharaman, R., Ma, Y., Gowda, S., Laughman, C.R., Shah, V., Edelman, A., Rackauckas, C., "Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks", Advances in Neural Information Processing Systems (NeurIPS), December 2020.
    BibTeX TR2020-169 PDF
    • @inproceedings{Anantharaman2020dec,
    • author = {Anantharaman, Ranjan and Ma, Yingbo and Gowda, Shashi and Laughman, Christopher R. and Shah, Viral and Edelman, Alan and Rackauckas, Chris},
    • title = {Accelerating Simulation of Stiff Nonlinear Systems using Continuous-Time Echo State Networks},
    • booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    • year = 2020,
    • month = dec,
    • url = {https://www.merl.com/publications/TR2020-169}
    • }