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Ali Mehmani
Ali Mehmani
Research Scientist - Data Science Institute, Columbia University
Verificeret mail på columbia.edu - Startside
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Deep learning-based real-time building occupancy detection using AMI data
C Feng, A Mehmani, J Zhang
IEEE Transactions on Smart Grid 11 (5), 4490-4501, 2020
922020
Predictive quantification of surrogate model fidelity based on modal variations with sample density
A Mehmani, S Chowdhury, A Messac
Structural and Multidisciplinary Optimization 52 (2), 353-373, 2015
742015
Concurrent surrogate model selection (COSMOS): optimizing model type, kernel function, and hyper-parameters
A Mehmani, S Chowdhury, C Meinrenken, A Messac
Structural and Multidisciplinary Optimization 57, 1093-1114, 2018
692018
Concurrent optimization of thermal and electric storage in commercial buildings to reduce operating cost and demand peaks under time-of-use tariffs
CJ Meinrenken, A Mehmani
Applied Energy 254, 113630, 2019
622019
Constrained topological optimization of a football helmet facemask based on brain response
KL Johnson, S Chowdhury, WB Lawrimore, Y Mao, A Mehmani, R Prabhu, ...
Materials & Design 111, 108-118, 2016
472016
MFRED, 10 second interval real and reactive power for groups of 390 US apartments of varying size and vintage
CJ Meinrenken, N Rauschkolb, S Abrol, T Chakrabarty, VC Decalf, ...
Scientific Data 7 (1), 375, 2020
242020
Data-enabled building energy savings (DE BES)
S Abrol, A Mehmani, M Kerman, CJ Meinrenken, PJ Culligan
Proceedings of the IEEE 106 (4), 661-679, 2018
232018
Adaptive Switching of Variable-Fidelity Models in Population-Based Optimization
A Mehmani, S Chowdhury, W Tong, A Messac
Engineering and Applied Sciences Optimization 38, 175-205, 2015
222015
Surrogate-based design optimization with adaptive sequential sampling
A Mehmani, J Zhang, S Chowdhury, A Messac
53rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials …, 2012
202012
High fidelity multidisciplinary design optimization of a wing using the interaction of low and high fidelity models
P Mohammad Zadeh, A Mehmani, A Messac
Optimization and Engineering 17, 503-532, 2016
192016
Market suitability and performance tradeoffs offered by commercial wind turbines across differing wind regimes
S Chowdhury, A Mehmani, J Zhang, A Messac
Energies 9 (5), 352, 2016
182016
Characterizing uncertainty attributable to surrogate models
J Zhang, S Chowdhury, A Mehmani, A Messac
Journal of Mechanical Design 136 (3), 031004 (11 pages), 2014
182014
Sensitivity of wind farm output to wind conditions, land configuration, and installed capacity, under different wake models
W Tong, S Chowdhury, A Mehmani, A Messac, J Zhang
Journal of Mechanical Design 137 (6), 061403, 2015
162015
Break-even analysis of battery energy storage in buildings considering time-of-use rates
M Sun, CL Chang, J Zhang, A Mehmani, P Culligan
2018 IEEE Green Technologies Conference (GreenTech), 95-99, 2018
152018
Concurrent surrogate model selection (cosmos) based on predictive estimation of model fidelity
S Chowdhury, A Mehmani, A Messac
International Design Engineering Technical Conferences and Computers and …, 2014
122014
Quantifying Regional Error in Surrogates by Modeling its Relationship with Sample Density
A Mehmani, S Chowdhury, J Zhang, W Tong, A Messac
122013
Residential electricity conservation in response to auto-generated, multi-featured, personalized eco-feedback designed for large scale applications with utilities
CJ Meinrenken, S Abrol, GB Gite, C Hidey, K McKeown, A Mehmani, ...
Energy and Buildings 232, 110652, 2021
102021
A novel approach to simultaneous selection of surrogate models, constitutive kernels, and hyper-parameter values
A Mehmani, S Chowdhury, A Messac
10th AIAA Multidisciplinary Design Optimization Conference, 2014
102014
Adaptive in situ model refinement for surrogate-augmented population-based optimization
P Ghassemi, A Mehmani, S Chowdhury
Structural and Multidisciplinary Optimization 62 (4), 2011-2034, 2020
92020
Uncertainty-Integrated Surrogate Modeling for Complex System Optimization
A Mehmani
Ph. D. dissertation, Syracuse University, Syracuse, NY, USA, 2015
92015
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Artikler 1–20