Ali Mehmani

发表

Concurrent surrogate model selection (COSMOS): optimizing model type, kernel function, and hyper-parameters

A. Messac, C. Meinrenken, Souma Chowdhury, 2017, Structural and Multidisciplinary Optimization.

Adaptive Switching of Variable-Fidelity Models in Population-Based Optimization

A. Messac, Souma Chowdhury, Ali Mehmani, 2015 .

Predictive quantification of surrogate model fidelity based on modal variations with sample density

A. Messac, Souma Chowdhury, Ali Mehmani, 2015 .

A Novel Approach to Simultaneous Selection of Surrogate Models, Constitutive Kernels, and Hyper-parameter Values

A. Messac, Souma Chowdhury, Ali Mehmani, 2014 .

Concurrent Surrogate Model Selection (COSMOS) Based on Predictive Estimation of Model Fidelity

A. Messac, Souma Chowdhury, Ali Mehmani, 2014, DAC 2014.

Quantifying Regional Error in Surrogates by Modeling its Relationship with Sample Density

A. Messac, Souma Chowdhury, Ali Mehmani, 2013 .

Model Selection based on Regional Error Estimation of Surrogates

A. Messac, J. Zhang, Souma Chowdhury, 2013 .

Regional Error Estimation of Surrogates (REES)

A. Messac, Ali Mehmani, Jie Zhang, 2012 .

MFRED, 10 second interval real and reactive power for groups of 390 US apartments of varying size and vintage

K. McKeown, P. Culligan, V. Modi, 2020, Scientific data.

A Visually-Informed Decision-Making Platform for Wind Farm Layout Optimization

A. Messac, Souma Chowdhury, Ali Mehmani, 2015 .

Concurrent surrogate model selection (COSMOS): optimizing model type, kernel function, and hyper-parameters

A. Messac, C. Meinrenken, Souma Chowdhury, 2017, Structural and Multidisciplinary Optimization.

Adaptive in situ model refinement for surrogate-augmented population-based optimization

Souma Chowdhury, Ali Mehmani, P. Ghassemi, 2020, Structural and Multidisciplinary Optimization.

High fidelity multidisciplinary design optimization of a wing using the interaction of low and high fidelity models

A. Messac, Ali Mehmani, Parviz Mohammad Zadeh, 2015, Optimization and Engineering.

Optimal Metamodeling to Interpret Activity-Based Health Sensor Data

Ali Mehmani, Souma Chowdhury, Souma Chowdhury, 2017 .

Constrained topological optimization of a football helmet facemask based on brain response

Mark F. Horstemeyer, Ali Mehmani, Souma Chowdhury, 2016 .

Uncertainty-Integrated Surrogate Modeling for Complex System Optimization

Ali Mehmani, Ali Mehmani, 2015 .

Surrogate-Based Design Optimization with Adaptive Sequential Sampling

Ali Mehmani, Jie Zhang, Achille Messac, 2012 .

Adaptive in situ model refinement for surrogate-augmented population-based optimization

Ali Mehmani, Payam Ghassemi, Souma Chowdhury, 2020, Structural and Multidisciplinary Optimization.

High fidelity multidisciplinary design optimization of a wing using the interaction of low and high fidelity models

Ali Mehmani, Achille Messac, Parviz Mohammad Zadeh, 2015, Optimization and Engineering.

Adaptive Model Refinement in Surrogate-based Multiobjective Optimization

Ali Mehmani, Achille Messac, Souma Chowdhury, 2016 .

Adaptive Switching of Variable-Fidelity Models in Population-based Optimization Algorithms

Ali Mehmani, Achille Messac, Souma Chowdhury, 2015 .

Managing Variable Fidelity Models in Population-based Optimization using Adaptive Model Switching

Ali Mehmani, Achille Messac, Souma Chowdhury, 2014 .

Characterizing Uncertainty Attributable to Surrogate Models

Ali Mehmani, Achille Messac, Jie Zhang, 2014 .

DRAFT: A FRAMEWORK FOR COLLABORATIVE SURROGATE MODEL SELECTION (COSMOS)

Ali Mehmani, Achille Messac, Souma Chowdhury, 2014 .

Surrogate-based Design Optimization with Smart Sequential Sampling

Jie Zhang, Ali Mehmani, Achille Messac, 2012 .

Residential electricity conservation in response to auto-generated, multi-featured, personalized eco-feedback designed for large scale applications with utilities

Kathleen R. McKeown, Patricia J. Culligan, Christoph J. Meinrenken, 2020, Energy and Buildings.

Concurrent optimization of thermal and electric storage in commercial buildings to reduce operating cost and demand peaks under time-of-use tariffs

Christoph J. Meinrenken, Ali Mehmani, C. Meinrenken, 2019, Applied Energy.

Market Suitability and Performance Tradeoffs Offered by Commercial Wind Turbines across Differing Wind Regimes

Jie Zhang, Ali Mehmani, Achille Messac, 2016 .

Sensitivity of Wind Farm Output to Wind Conditions, Land Configuration, and Installed Capacity, Under Different Wake Models

Ali Mehmani, Achille Messac, Jie Zhang, 2015 .

MULTI-OBJECTIVE WIND FARM DESIGN: EXPLORING THE TRADE-OFF BETWEEN CAPACITY FACTOR AND LAND USE

Ali Mehmani, Achille Messac, Souma Chowdhury, 2013 .

Sensitivity of Array-Like and Optimized Wind Farm Output to Key Factors and Choice of Wake Models

Ali Mehmani, Achille Messac, Jie Zhang, 2013, DAC 2013.

Deep Learning-Based Real-Time Building Occupancy Detection Using AMI Data

Jie Zhang, Ali Mehmani, Cong Feng, 2020, IEEE Transactions on Smart Grid.

Break-Even Analysis of Battery Energy Storage in Buildings Considering Time-of-Use Rates

Jie Zhang, Ali Mehmani, Chih-Lun Chang, 2018, 2018 IEEE Green Technologies Conference (GreenTech).

Data-Enabled Building Energy Savings (D-E BES)

Patricia J. Culligan, Christoph J. Meinrenken, Sanjmeet Abrol, 2018, Proceedings of the IEEE.