- Nabi, Saleh, Grover, Piyush, Caulfield, Colm-cille, "Robust preconditioned one-shot methods and direct-adjoint-looping for optimising Reynolds-averaged turbulent flows", Tech. Rep. TR2022-031, Mitsubishi Electric Research Laboratories, Cambridge, MA, March 2022.
BibTeX TR2022-031 PDF- @techreport{MERL_TR2022-031,
- author = {Nabi, Saleh; Grover, Piyush; Caulfield, Colm-cille},
- title = {Robust preconditioned one-shot methods and direct-adjoint-looping for optimising Reynolds-averaged turbulent flows},
- institution = {MERL - Mitsubishi Electric Research Laboratories},
- address = {Cambridge, MA 02139},
- number = {TR2022-031},
- month = mar,
- year = 2022,
- url = {https://www.merl.com/publications/TR2022-031/}
- }
- 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, DOI: 10.1109/TCST.2022.3141937, Vol. 30, No. 5, pp. 2188-2203, 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,
- volume = 30,
- number = 5,
- pages = {2188--2203},
- month = mar,
- doi = {10.1109/TCST.2022.3141937},
- issn = {1063-6536},
- url = {https://www.merl.com/publications/TR2022-028}
- }
- Cao, W., Benosman, M., Zhang, X., Ma, R., "Domain Knowledge-Based Automated Analog Circuit Design with Deep Reinforcement Learning", AAAI Conference on Artificial Intelligence, February 2022.
BibTeX TR2022-017 PDF- @inproceedings{Cao2022feb,
- author = {Cao, Weidong and Benosman, Mouhacine and Zhang, Xuan and Ma, Rui},
- title = {Domain Knowledge-Based Automated Analog Circuit Design with Deep Reinforcement Learning},
- booktitle = {AAAI Conference on Artificial Intelligence},
- year = 2022,
- month = feb,
- url = {https://www.merl.com/publications/TR2022-017}
- }
- Kantana, C., Ma, R., Benosman, M., Komatsuzaki, Y., Yamanaka, K., "A Hybrid Heuristic Search Control Assisted Optimization of Dual-Input Doherty Power Amplifier", European Microwave Conference 2021, February 2022.
BibTeX TR2022-012 PDF- @inproceedings{Kantana2022feb,
- author = {Kantana, Chouaib and Ma, Rui and Benosman, Mouhacine and Komatsuzaki, Yuji and Yamanaka, Koji},
- title = {A Hybrid Heuristic Search Control Assisted Optimization of Dual-Input Doherty Power Amplifier},
- booktitle = {European Microwave Conference 2021},
- year = 2022,
- month = feb,
- url = {https://www.merl.com/publications/TR2022-012}
- }
- Chakrabarty, A., Danielson, C., Bortoff, S.A., Laughman, C.R., "Accelerating self-optimization control of refrigerant cycles with Bayesian optimization and adaptive moment estimation", Applied Thermal Engineering, DOI: 10.1016/j.applthermaleng.2021.117335, Vol. 197, pp. 117335, February 2022.
BibTeX TR2022-010 PDF- @article{Chakrabarty2022feb,
- author = {Chakrabarty, Ankush and Danielson, Claus and Bortoff, Scott A. and Laughman, Christopher R.},
- title = {Accelerating self-optimization control of refrigerant cycles with Bayesian optimization and adaptive moment estimation},
- journal = {Applied Thermal Engineering},
- year = 2022,
- volume = 197,
- pages = 117335,
- month = feb,
- doi = {10.1016/j.applthermaleng.2021.117335},
- url = {https://www.merl.com/publications/TR2022-010}
- }
- Vijayshankar, S., Chakrabarty, A., Grover, P., Nabi, S., "Co-Design of Reduced-Order Models and Observers from Thermo-Fluid Data", IFAC Journal of Systems and Control, DOI: 10.1016/j.ifacsc.2021.100181, Vol. 19, pp. 100181, January 2022.
BibTeX TR2022-009 PDF- @article{Vijayshankar2022jan,
- author = {Vijayshankar, Sanjana and Chakrabarty, Ankush and Grover, Piyush and Nabi, Saleh},
- title = {Co-Design of Reduced-Order Models and Observers from Thermo-Fluid Data},
- journal = {IFAC Journal of Systems and Control},
- year = 2022,
- volume = 19,
- pages = 100181,
- month = jan,
- doi = {10.1016/j.ifacsc.2021.100181},
- url = {https://www.merl.com/publications/TR2022-009}
- }
- Zhu, X., Yuan, L., Kim, K.J., Li, Q., Zhang, J., "Reconfigurable Intelligent Surface-Assisted Spatial Scattering Modulation", IEEE Communications Letters, January 2022.
BibTeX TR2022-008 PDF- @article{Zhu2022jan,
- author = {Zhu, Xusheng and Yuan, Lei and Kim, Kyeong Jin and Li, Qingqing and Zhang, Jiliang},
- title = {Reconfigurable Intelligent Surface-Assisted Spatial Scattering Modulation},
- journal = {IEEE Communications Letters},
- year = 2022,
- month = jan,
- url = {https://www.merl.com/publications/TR2022-008}
- }
- Fujihashi, T., Koike-Akino, T., Watanabe, T., "Overhead Reduction for Graph-Based Point Cloud Delivery Using Non-Uniform Quantization", IEEE International Conference on Consumer Electronics (ICCE), DOI: 10.1109/ICCE53296.2022.9730509, January 2022.
BibTeX TR2022-005 PDF- @inproceedings{Fujihashi2022jan,
- author = {Fujihashi, Takuya and Koike-Akino, Toshiaki and Watanabe, Takashi},
- title = {Overhead Reduction for Graph-Based Point Cloud Delivery Using Non-Uniform Quantization},
- booktitle = {IEEE International Conference on Consumer Electronics (ICCE)},
- year = 2022,
- month = jan,
- publisher = {IEEE},
- doi = {10.1109/ICCE53296.2022.9730509},
- issn = {2158-4001},
- isbn = {978-1-6654-4154-4},
- url = {https://www.merl.com/publications/TR2022-005}
- }
- Yu, L., Liu, D., Mansour, H., Boufounos, P.T., "Fast and High-Quality Blind Multi-Spectral Image Pansharpening", IEEE Transactions on Geoscience and Remote Sensing, DOI: 10.1109/TGRS.2021.3091329, Vol. 60, pp. 1-17, January 2022.
BibTeX TR2022-004 PDF Video- @article{Yu2022jan,
- author = {Yu, Lantao and Liu, Dehong and Mansour, Hassan and Boufounos, Petros T.},
- title = {Fast and High-Quality Blind Multi-Spectral Image Pansharpening},
- journal = {IEEE Transactions on Geoscience and Remote Sensing},
- year = 2022,
- volume = 60,
- pages = {1--17},
- month = jan,
- doi = {10.1109/TGRS.2021.3091329},
- issn = {1558-0644},
- url = {https://www.merl.com/publications/TR2022-004}
- }
- Nohra, C.J., Raghunathan, A., Sahinidis, N.V., "SDP-quality bounds via convex quadratic relaxations for global optimization of mixed-integer quadratic programs", Mathematical Programming B, DOI: 10.1007/s10107-021-01680-9, Vol. 196, No. 1-2, pp. 203–233, December 2021.
BibTeX TR2022-001 PDF- @article{Nohra2021dec,
- author = {Nohra, Carlos J. and Raghunathan, Arvind and Sahinidis, Nikolaos V.},
- title = {SDP-quality bounds via convex quadratic relaxations for global optimization of mixed-integer quadratic programs},
- journal = {Mathematical Programming B},
- year = 2021,
- volume = 196,
- number = {1-2},
- pages = {203–233},
- month = dec,
- doi = {10.1007/s10107-021-01680-9},
- url = {https://www.merl.com/publications/TR2022-001}
- }
- 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}
- }
- Quirynen, R., Di Cairano, S., "Sequential Quadratic Programming Algorithm for Real-Time Mixed-Integer Nonlinear MPC", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC45484.2021.9683714, December 2021, pp. 993-999.
BibTeX TR2021-147 PDF- @inproceedings{Quirynen2021dec,
- author = {Quirynen, Rien and Di Cairano, Stefano},
- title = {Sequential Quadratic Programming Algorithm for Real-Time Mixed-Integer Nonlinear MPC},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2021,
- pages = {993--999},
- month = dec,
- doi = {10.1109/CDC45484.2021.9683714},
- url = {https://www.merl.com/publications/TR2021-147}
- }
- Raghunathan, A., "Homogeneous Formulation of Convex Quadratic Programs for Infeasibility Detection", IEEE Conference on Decision and Control (CDC), DOI: 10.1109/CDC45484.2021.9682847, December 2021, pp. 968-973.
BibTeX TR2021-150 PDF- @inproceedings{Raghunathan2021dec,
- author = {Raghunathan, Arvind},
- title = {Homogeneous Formulation of Convex Quadratic Programs for Infeasibility Detection},
- booktitle = {IEEE Conference on Decision and Control (CDC)},
- year = 2021,
- pages = {968--973},
- month = dec,
- doi = {10.1109/CDC45484.2021.9682847},
- issn = {2576-2370},
- isbn = {978-1-6654-3659-5},
- url = {https://www.merl.com/publications/TR2021-150}
- }
- Kojima, K., Tang, Y., Wang, Y., Koike-Akino, T., "Machine Learning for design and optimization of photonic devices" in Machine Learning for Future Fiber Optic Communication Systems, Alan Pak Tao Lau and Faisal Nadeem Khan, Eds., DOI: 10.1016/B978-0-32-385227-2.00018-8, pp. 337-374, Academic Press, November 2021.
BibTeX TR2021-142 PDF- @incollection{Kojima2021nov,
- author = {Kojima, Keisuke and Tang, Yingheng and Wang, Ye and Koike-Akino, Toshiaki},
- title = {Machine Learning for design and optimization of photonic devices},
- booktitle = {Machine Learning for Future Fiber Optic Communication Systems},
- year = 2021,
- editor = {Alan Pak Tao Lau and Faisal Nadeem Khan},
- pages = {337--374},
- month = nov,
- publisher = {Academic Press},
- doi = {10.1016/B978-0-32-385227-2.00018-8},
- isbn = {978-0-323-85227-2},
- url = {https://www.merl.com/publications/TR2021-142}
- }
- Wang, P., Koike-Akino, T., Ma, R., Orlik, P.V., Yamashita, G., Tsujita, W., Nakajima, M., "Learning-Based THz Multi-Layer Imaging for High-Capacity Positioning", International Conference on Infrared, Millimeter, and Terahertz Waves (IRMMW-THz), DOI: 10.1109/IRMMW-THz50926.2021.9566940, November 2021.
BibTeX TR2021-098 PDF- @inproceedings{Wang2021nov,
- author = {{Wang, Pu and Koike-Akino, Toshiaki and Ma, Rui and Orlik, Philip V. and Yamashita, Genki and Tsujita, Wataru and Nakajima, M.}},
- title = {Learning-Based THz Multi-Layer Imaging for High-Capacity Positioning},
- booktitle = {International Conference on Infrared, Millimeter, and Terahertz Waves (IRMMW-THz)},
- year = 2021,
- month = nov,
- publisher = {IEEE},
- doi = {10.1109/IRMMW-THz50926.2021.9566940},
- issn = {2162-2035},
- isbn = {978-1-7281-9424-0},
- url = {https://www.merl.com/publications/TR2021-098}
- }
- Yao, G., WANG, P., Berntorp, K., Mansour, H., Boufounos, P.T., Orlik, P.V., "Extended Object Tracking with Spatial Model Adaptation Using Automotive Radar", International Conference on Information Fusion (FUSION), November 2021, pp. 1-8.
BibTeX TR2021-138 PDF- @inproceedings{Yao2021nov,
- author = {Yao, Gang and WANG, PU and Berntorp, Karl and Mansour, Hassan and Boufounos, Petros T. and Orlik, Philip V.},
- title = {Extended Object Tracking with Spatial Model Adaptation Using Automotive Radar},
- booktitle = {International Conference on Information Fusion (FUSION)},
- year = 2021,
- pages = {1--8},
- month = nov,
- isbn = {IEEE Xplore},
- url = {https://www.merl.com/publications/TR2021-138}
- }
- Demir, A., Koike-Akino, T., Wang, Y., Erdogmus, D., Haruna, M., "EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals", International IEEE EMBS Conference on Neural Engineering, DOI: 10.1109/EMBC46164.2021.9630194, October 2021.
BibTeX TR2021-136 PDF Video Presentation- @inproceedings{Demir2021oct,
- author = {Demir, Andac and Koike-Akino, Toshiaki and Wang, Ye and Erdogmus, Deniz and Haruna, Masaki},
- title = {EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals},
- booktitle = {International IEEE EMBS Conference on Neural Engineering},
- year = 2021,
- month = oct,
- publisher = {IEEE},
- doi = {10.1109/EMBC46164.2021.9630194},
- issn = {2694-0604},
- isbn = {978-1-7281-1179-7},
- url = {https://www.merl.com/publications/TR2021-136}
- }
- Srinivasan, M., Chakrabarty, A., Quirynen, R., yoshikawa, N., Mariyama, T., Di Cairano, S., "Fast Multi-Robot Motion Planning via Imitation Learning of Mixed-Integer Programs", IFAC Modeling, Estimation and Control Conference (MECC), DOI: 10.1016/j.ifacol.2021.11.237, October 2021, pp. 598-604.
BibTeX TR2021-134 PDF Video- @inproceedings{Srinivasan2021oct,
- author = {Srinivasan, Mohit and Chakrabarty, Ankush and Quirynen, Rien and yoshikawa, nobuyuki and Mariyama, Toshisada and Di Cairano, Stefano},
- title = {Fast Multi-Robot Motion Planning via Imitation Learning of Mixed-Integer Programs},
- booktitle = {IFAC Modeling, Estimation and Control Conference (MECC)},
- year = 2021,
- pages = {598--604},
- month = oct,
- doi = {10.1016/j.ifacol.2021.11.237},
- url = {https://www.merl.com/publications/TR2021-134}
- }
- Menner, M., Di Cairano, S., "Kernel Regression for Energy-Optimal Control of Fully Electric Vehicles", IEEE Vehicle Power and Propulsion Conference, DOI: 10.1109/VPPC53923.2021.9699361, October 2021, pp. 1-6.
BibTeX TR2021-132 PDF- @inproceedings{Menner2021oct,
- author = {Menner, Marcel and Di Cairano, Stefano},
- title = {Kernel Regression for Energy-Optimal Control of Fully Electric Vehicles},
- booktitle = {IEEE Vehicle Power and Propulsion Conference},
- year = 2021,
- pages = {1--6},
- month = oct,
- doi = {10.1109/VPPC53923.2021.9699361},
- url = {https://www.merl.com/publications/TR2021-132}
- }
- Chakrabarty, A., Quirynen, R., Romeres, D., Di Cairano, S., "Learning Disagreement Regions with Deep Neural Networks to Reduce Practical Complexity of Mixed-Integer MPC", IEEE International Conference on Systems, Man, and Cybernetics, DOI: 10.1109/SMC52423.2021.9659186, October 2021, pp. 3238-3244.
BibTeX TR2021-126 PDF Video- @inproceedings{Chakrabarty2021oct,
- author = {Chakrabarty, Ankush and Quirynen, Rien and Romeres, Diego and Di Cairano, Stefano},
- title = {Learning Disagreement Regions with Deep Neural Networks to Reduce Practical Complexity of Mixed-Integer MPC},
- booktitle = {IEEE International Conference on Systems, Man, and Cybernetics},
- year = 2021,
- pages = {3238--3244},
- month = oct,
- doi = {10.1109/SMC52423.2021.9659186},
- url = {https://www.merl.com/publications/TR2021-126}
- }
- 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., 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}
- }
- Jurdi, R., Guo, J., Kim, K.J., Orlik, P.V., Nagai, Y., "Queueing Delay Analysis of Mixed Traffic in Time Sensitive Networks", International Conference on Intelligent Manufacturing and Automation Engineering (ICIMA), October 2021.
BibTeX TR2021-122 PDF- @inproceedings{Jurdi2021oct,
- author = {Jurdi, Rebal and Guo, Jianlin and Kim, Kyeong Jin and Orlik, Philip V. and Nagai, Yukimasa},
- title = {Queueing Delay Analysis of Mixed Traffic in Time Sensitive Networks},
- booktitle = {International Conference on Intelligent Manufacturing and Automation Engineering (ICIMA)},
- year = 2021,
- month = oct,
- url = {https://www.merl.com/publications/TR2021-122}
- }
- Matsumine, T., Koike-Akino, T., Ochiai, H., "A Low-Complexity Probabilistic Amplitude Shaping with Short Linear Block Codes", IEEE Transactions on Communications, DOI: 10.1109/TCOMM.2021.3111032, Vol. 69, No. 12, pp. 7923-7933, September 2021.
BibTeX TR2021-117 PDF- @article{Matsumine2021sep,
- author = {Matsumine, Toshiki and Koike-Akino, Toshiaki and Ochiai, Hideki},
- title = {A Low-Complexity Probabilistic Amplitude Shaping with Short Linear Block Codes},
- journal = {IEEE Transactions on Communications},
- year = 2021,
- volume = 69,
- number = 12,
- pages = {7923--7933},
- month = sep,
- doi = {10.1109/TCOMM.2021.3111032},
- issn = {1558-0857},
- url = {https://www.merl.com/publications/TR2021-117}
- }