- Nagai, Y., Guo, J., Sumi, T., Orlik, P.V., Rolfe, B.A., Mineno, H., "Sub-1 GHz Frequency Band Wireless Coexistence for the Internet of Things", IEEE Access, March 2022.
BibTeX TR2022-037 PDF- @article{Nagai2022mar,
- author = {Nagai, Yukimasa and Guo, Jianlin and Sumi, Takenori and Orlik, Philip V. and Rolfe, Benjamin A. and Mineno, Hiroshi},
- title = {{Sub-1 GHz Frequency Band Wireless Coexistence for the Internet of Things}},
- journal = {IEEE Access},
- year = 2022,
- month = mar,
- url = {https://www.merl.com/publications/TR2022-037}
- }
- Sanz-Alcaine, J.M., Sanz-Gorrachategui, I., Pajovic, M., Orlik, P.V., "Online Voltage Prediction Using Gaussian Process Regression for Fault-Tolerant Photovoltaic Standalone Applications", Neural Computing and Applications, DOI: 10.1007/s00521-021-06254-6, Vol. 33, No. 23, pp. 16577–16590, March 2022.
BibTeX TR2022-038 PDF- @article{Sanz-Alcaine2022mar,
- author = {Sanz-Alcaine, José Miguel and Sanz-Gorrachategui, Ivan and Pajovic, Milutin and Orlik, Philip V.},
- title = {{Online Voltage Prediction Using Gaussian Process Regression for Fault-Tolerant Photovoltaic Standalone Applications}},
- journal = {Neural Computing and Applications},
- year = 2022,
- volume = 33,
- number = 23,
- pages = {16577–16590},
- month = mar,
- doi = {10.1007/s00521-021-06254-6},
- url = {https://www.merl.com/publications/TR2022-038}
- }
- 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}
- }
- 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}
- }