Publications

48 / 3,171 publications found.


  •  Chakrabarty, A., Bortoff, S.A., Laughman, C.R., "Simulation Failure-Robust Estimation of Black-Box Model Parameters via Bayesian Optimization", IEEE International Conference on Systems, Man, and Cybernetics, October 2021.
    BibTeX TR2021-128 PDF
    • @inproceedings{Chakrabarty2021oct2,
    • author = {Chakrabarty, Ankush and Bortoff, Scott A. and Laughman, Christopher R.},
    • title = {Simulation Failure-Robust Estimation of Black-Box Model Parameters via Bayesian Optimization},
    • booktitle = {IEEE International Conference on Systems, Man, and Cybernetics},
    • year = 2021,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2021-128}
    • }
  •  Xu, W., Jones, C., Svetozarevic, B., Laughman, C.R., Chakrabarty, A., "VABO: Violation-Aware Bayesian Optimization For Closed-Loop Performance Optimization With Unmodeled Constraints", arXiv, October 2021.
    BibTeX
    • @article{Xu2021oct,
    • author = {Xu, Wenjie and Jones, Colin and Svetozarevic, Bratislav and Laughman, Christopher R. and Chakrabarty, Ankush},
    • title = {VABO: Violation-Aware Bayesian Optimization For Closed-Loop Performance Optimization With Unmodeled Constraints},
    • journal = {arXiv},
    • year = 2021,
    • month = oct
    • }
  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  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}
    • }
  •  Laughman, C.R., Bortoff, S.A., "Nonlinear State Estimation with FMI: Tutorial and Applications", American Modelica Conference 2020, Tiller, M. and Tummescheit, H. and Vanfretti, L. and Laughman, C. and Wetter, M., Eds., DOI: 10.3384/​ECP20169186, March 2020, pp. 186-195.
    BibTeX TR2020-031 PDF Software
    • @inproceedings{Laughman2020mar,
    • author = {Laughman, Christopher R. and Bortoff, Scott A.},
    • title = {Nonlinear State Estimation with FMI: Tutorial and Applications},
    • booktitle = {American Modelica Conference 2020},
    • year = 2020,
    • editor = {Tiller, M. and Tummescheit, H. and Vanfretti, L. and Laughman, C. and Wetter, M.},
    • pages = {186--195},
    • month = mar,
    • publisher = {Link√∂ping University Electronic Press},
    • doi = {10.3384/ECP20169186},
    • issn = {1650-3686},
    • isbn = {978-91-7929-900-2},
    • url = {https://www.merl.com/publications/TR2020-031}
    • }
  •  Laughman, C.R., Mackey, C., Bortoff, S.A., Qiao, H., "Modeling and Control of Radiant, Convective, and Ventilation Systems for Multizone Residences", Building Simulation, DOI: 10.26868/​25222708.2019.210847, September 2019.
    BibTeX TR2019-093 PDF
    • @article{Laughman2019sep,
    • author = {Laughman, Christopher R. and Mackey, Chris and Bortoff, Scott A. and Qiao, Hongtao},
    • title = {Modeling and Control of Radiant, Convective, and Ventilation Systems for Multizone Residences},
    • journal = {Building Simulation},
    • year = 2019,
    • month = sep,
    • doi = {10.26868/25222708.2019.210847},
    • url = {https://www.merl.com/publications/TR2019-093}
    • }
  •  Qiao, H., Nabi, S., Laughman, C.R., "Performance Evaluation of HVAC Systems via Coupled Simulation between Modelica and OpenFOAM", International Conference on Compressor and Refrigeration, July 2019.
    BibTeX TR2019-073 PDF Video
    • @inproceedings{Hongtao2019jul,
    • author = {Qiao, Hongtao and Nabi, Saleh and Laughman, Christopher R.},
    • title = {Performance Evaluation of HVAC Systems via Coupled Simulation between Modelica and OpenFOAM},
    • booktitle = {International Conference on Compressor and Refrigeration},
    • year = 2019,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2019-073}
    • }
  •  Krupa, P., Danielson, C., Laughman, C.R., Bortoff, S.A., Burns, D.J., Di Cairano, S., Limon, D., "Modelica Implementation of Centralized MPC Controller for a Multi-Zone Heat Pump", European Control Conference (ECC), DOI: 10.23919/​ECC.2019.8795616, June 2019, pp. 1784-1789.
    BibTeX TR2019-056 PDF
    • @inproceedings{Krupa2019jun,
    • author = {Krupa, Pablo and Danielson, Claus and Laughman, Christopher R. and Bortoff, Scott A. and Burns, Daniel J. and Di Cairano, Stefano and Limon, Daniel},
    • title = {Modelica Implementation of Centralized MPC Controller for a Multi-Zone Heat Pump},
    • booktitle = {18th European Control Conference (ECC)},
    • year = 2019,
    • pages = {1784--1789},
    • month = jun,
    • doi = {10.23919/ECC.2019.8795616},
    • url = {https://www.merl.com/publications/TR2019-056}
    • }
  •  Ploskas, N., Laughman, C.R., Raghunathan, A., Sahinidis, N.V., "Heat Exchanger Circuitry Design by Decision Diagrams", International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, DOI: 10.1007/​978-3-030-19212-9_30, June 2019, vol. 11494, pp. 467-471.
    BibTeX TR2019-038 PDF
    • @inproceedings{Ploskas2019jun,
    • author = {Ploskas, Nikolaos and Laughman, Christopher R. and Raghunathan, Arvind and Sahinidis, Nikolaos V.},
    • title = {Heat Exchanger Circuitry Design by Decision Diagrams},
    • booktitle = {International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research},
    • year = 2019,
    • volume = 11494,
    • pages = {467--471},
    • month = jun,
    • doi = {10.1007/978-3-030-19212-9_30},
    • url = {https://www.merl.com/publications/TR2019-038}
    • }
  •  Bortoff, S.A., Laughman, C.R., "An Extended Luenberger Observer for HVAC Application using FMI", International Modelica Conference, March 2019.
    BibTeX TR2018-205 PDF
    • @inproceedings{Bortoff2019mar,
    • author = {Bortoff, Scott A. and Laughman, Christopher R.},
    • title = {An Extended Luenberger Observer for HVAC Application using FMI},
    • booktitle = {International Modelica Conference},
    • year = 2019,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2018-205}
    • }
  •  Otter, M., Elmqvist, H., Zimmer, D., Laughman, C.R., "Thermodynamic Property and Fluid Modeling with Modern Programming Language Constructs", International Modelica Conference, March 2019.
    BibTeX TR2018-203 PDF
    • @inproceedings{Otter2019mar,
    • author = {Otter, Martin and Elmqvist, Hilding and Zimmer, Dirk and Laughman, Christopher R.},
    • title = {Thermodynamic Property and Fluid Modeling with Modern Programming Language Constructs},
    • booktitle = {International Modelica Conference},
    • year = 2019,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2018-203}
    • }
  •  Qiao, H., Nabi, S., Han, X., Laughman, C.R., "Coupled Simulation of a Room Air-conditioner with CFD Models for Indoor Environment", International Modelica Conference, March 2019.
    BibTeX TR2018-211 PDF
    • @inproceedings{Hongtao2019mar,
    • author = {Qiao, Hongtao and Nabi, Saleh and Han, Xu and Laughman, Christopher R.},
    • title = {Coupled Simulation of a Room Air-conditioner with CFD Models for Indoor Environment},
    • booktitle = {International Modelica Conference},
    • year = 2019,
    • month = mar,
    • url = {https://www.merl.com/publications/TR2018-211}
    • }
  •  Kuang, A., Cao, N., Creely, A., Dennett, C., Hecla, J., LaBombard, B., Tinguely, A., Tolman, E., Hoffman, H., Major, M., Ruiz, J., Brunner, D., Grover, P., Laughman, C.R., Sorborn, B., Whyte, D., "Conceptual design study for heat exhaust management in the ARC fusion pilot plant", Fusion Engineering and Design, DOI: 10.1016/​j.fusengdes.2018.09.007, Vol. 137, pp. 221-242, January 2019.
    BibTeX TR2018-186 PDF
    • @article{Kuang2019jan,
    • author = {Kuang, A. and Cao, N. and Creely, A. and Dennett, C. and Hecla, J. and LaBombard, B. and Tinguely, A. and Tolman, E. and Hoffman, H. and Major, M. and Ruiz, J. and Brunner, D. and Grover, Piyush and Laughman, Christopher R. and Sorborn, B. and Whyte, D.},
    • title = {Conceptual design study for heat exhaust management in the ARC fusion pilot plant},
    • journal = {Fusion Engineering and Design},
    • year = 2019,
    • volume = 137,
    • pages = {221--242},
    • month = jan,
    • doi = {10.1016/j.fusengdes.2018.09.007},
    • url = {https://www.merl.com/publications/TR2018-186}
    • }
  •  Burns, D.J., Laughman, C.R., Guay, M., "Proportional-Integral Extremum Seeking for Vapor Compression Systems", IEEE Transactions on Control Systems Technology, DOI: 10.1109/​TCST.2018.2882772, December 2018.
    BibTeX TR2019-032 PDF
    • @article{Burns2018dec,
    • author = {Burns, Daniel J. and Laughman, Christopher R. and Guay, Martin},
    • title = {Proportional-Integral Extremum Seeking for Vapor Compression Systems},
    • journal = {IEEE Transactions on Control Systems Technology},
    • year = 2018,
    • month = dec,
    • doi = {10.1109/TCST.2018.2882772},
    • issn = {.},
    • url = {https://www.merl.com/publications/TR2019-032}
    • }
  •  Laughman, C.R., Qiao, H., "On Closure Relations for Dynamic Vapor Compression Cycle Models", American Modelica Conference, October 2018.
    BibTeX TR2018-153 PDF
    • @inproceedings{Laughman2018oct,
    • author = {Laughman, Christopher R. and Qiao, Hongtao},
    • title = {On Closure Relations for Dynamic Vapor Compression Cycle Models},
    • booktitle = {American Modelica Conference},
    • year = 2018,
    • month = oct,
    • url = {https://www.merl.com/publications/TR2018-153}
    • }
  •  Bortoff, S.A., Burns, D.J., Laughman, C.R., Qiao, H., Danielson, C., Goldsmith, A.M., Di Cairano, S., "Power Optimizing Control of Multi-Zone Heat Pumps", IEEE Conference on Control Technology and Applications, August 2018.
    BibTeX TR2018-127 PDF
    • @inproceedings{Bortoff2018aug2,
    • author = {Bortoff, Scott A. and Burns, Daniel J. and Laughman, Christopher R. and Qiao, Hongtao and Danielson, Claus and Goldsmith, Abraham M. and Di Cairano, Stefano},
    • title = {Power Optimizing Control of Multi-Zone Heat Pumps},
    • booktitle = {IEEE Conference on Control Technology and Applications},
    • year = 2018,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2018-127}
    • }
  •  Qiao, H., Laughman, C.R., "Comparison of Approximate Momentum Equations in Dynamic Models of Vapor Compression Systems", International Heat Transfer Conference, August 2018.
    BibTeX TR2018-131 PDF
    • @inproceedings{Hongtao2018aug,
    • author = {Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Comparison of Approximate Momentum Equations in Dynamic Models of Vapor Compression Systems},
    • booktitle = {International Heat Transfer Conference},
    • year = 2018,
    • month = aug,
    • url = {https://www.merl.com/publications/TR2018-131}
    • }
  •  Burns, D.J., Bortoff, S.A., Laughman, C.R., Guay, M., "Comparing Realtime Energy-Optimizing Controllers for Heat Pumps", International Refrigeration and Air Conditioning Conference at Purdue, July 2018.
    BibTeX TR2018-100 PDF
    • @inproceedings{Burns2018jul,
    • author = {Burns, Daniel J. and Bortoff, Scott A. and Laughman, Christopher R. and Guay, Martin},
    • title = {Comparing Realtime Energy-Optimizing Controllers for Heat Pumps},
    • booktitle = {International Refrigeration and Air Conditioning Conference at Purdue},
    • year = 2018,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2018-100}
    • }
  •  Qiao, H., Laughman, C.R., "Numerical Modeling of Fin-and-Tube Condenser with Wet-wall Desuperheating", International Refrigeration and Air Conditioning Conference at Purdue, July 2018.
    BibTeX TR2018-130 PDF
    • @inproceedings{Hongtao2018jul,
    • author = {Qiao, Hongtao and Laughman, Christopher R.},
    • title = {Numerical Modeling of Fin-and-Tube Condenser with Wet-wall Desuperheating},
    • booktitle = {International Refrigeration and Air Conditioning Conference at Purdue},
    • year = 2018,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2018-130}
    • }
  •  Laughman, C.R., Bortoff, S.A., Qiao, H., "Integrated Control of Multi-Zone Buildings with Ventilation and VRF systems in Cooling Mode", Purdue High-Performance Buildings Conference, July 2018.
    BibTeX TR2018-099 PDF
    • @inproceedings{Laughman2018jul,
    • author = {Laughman, Christopher R. and Bortoff, Scott A. and Qiao, Hongtao},
    • title = {Integrated Control of Multi-Zone Buildings with Ventilation and VRF systems in Cooling Mode},
    • booktitle = {Purdue High-Performance Buildings Conference},
    • year = 2018,
    • month = jul,
    • url = {https://www.merl.com/publications/TR2018-099}
    • }