Research graph
References from Interaction-based weight optimization framework for adaptive façades: balancing cooling energy, carbon, and comfort. Local targets link to admitted publications; unresolved targets remain external evidence.
A novel hybrid cooling strategy for residential buildings integrating PV-powered AC and PCM thermal energy storage with intermittent operation
10.1016/j.enbuild.2026.117861 · 2026 · External reference
Multi-objective optimization of venetian blinds in office buildings to reduce electricity consumption and improve visual and thermal comfort by NSGA-II
10.1016/j.enbuild.2022.112639 · 2023 · External reference
Genetic algorithm-based comfort-energy-carbon multi-objective optimization of building window components
2026 · External reference
Exploration of key design questions in rule-based shading control for building energy load reduction
10.1016/j.enbuild.2026.117038 · 2026 · External reference
Performance analysis and multi-objective optimization of a dual-mode blinds featuring heating and cooling functions
2026 · External reference
Orientation-dependent window area: Linking solar gains and transmission losses to annual heating and cooling loads
10.3390/buildings16010177 · 2026 · External reference
Unresolved reference
2008 · External reference
Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates
10.1016/s0378-4754(00)00270-6 · 2001 · External reference
A review of sensitivity analysis methods in building energy analysis
10.1016/j.rser.2012.12.014 · 2013 · External reference
Integration of dynamic insulation and dynamic phase change materials systems for residential building envelopes
10.1016/j.renene.2025.124506 · 2026 · External reference
PCM-enhanced envelopes combined with natural ventilation for energy-efficient and thermally resilient residential buildings
2026 · External reference
Experimental study on performance of paraffin-based phase change energy storage mortar and optimization simulation of phase change energy storage walls
2026 · External reference
Physics-informed effectiveness indicators for whole-building evaluation of phase change materials in buildings
10.1016/j.buildenv.2026.114270 · 2026 · External reference
A field-data-based performance evaluation and optimisation case study of orientation-dependent PCM behaviour for building envelopes in a hot-arid climate
2026 · External reference
Climate-generalizable energy prediction in PCM-integrated building envelopes: a physics-informed machine learning framework for sustainable envelope design
10.3390/su18073609 · 2026 · External reference
Evaluation of smart irrigation systems in hot-arid climates for green roofs and walls: case of Doha, Qatar
10.1108/sasbe-11-2021-0201 · 2022 · External reference
Large-scale parametric analysis of energy and CO2 reduction in PCM–EPS integrated residential buildings using an interpretable surrogate modeling
2026 · External reference
Performance analysis of phase change material walls and different window-to-wall ratios in elderly care home buildings under hot-summer and cold-winter climate
10.3390/buildings16020367 · 2026 · External reference
Performance optimization of an innovative pipe-embedded photovoltaic-coated blinds utilizing solar energy
2025 · External reference
Photo-thermal coupling effect and energy performance of phase change material integrated double skin façade system
10.1016/j.energy.2026.141880 · 2026 · External reference
Multivariate analysis of PCM glazing effects on office building energy performance in different climates
10.1016/j.enbuild.2025.116932 · 2026 · External reference
Building integrated performance simulation of an innovative dynamic BIPV shading device
2026 · External reference
A review of factors affecting the lighting performance of light shelves and controlling solar heat gain
10.3390/buildings14061832 · 2024 · External reference
An integrated generative-analytic framework for the performance-driven design of kinetic façades
10.1108/sasbe-07-2025-0388 · 2025 · External reference
Computational evaluation of a biomimetic kinetic façade inspired by the venus flytrap for daylight and glare performance
10.3390/buildings15111853 · 2025 · External reference
Hosseini S.M. Khanie M.S., Triantafyllidis G. Exploring unconventional static façade–interior design interactions for daylighting performance and visual comfort: a systematic review
10.15627/jd.2026.22 · 2026 · External reference
A new method for simulation-based sensitivity analysis of building efficiency for optimal building energy planning: a case study of Iran
10.1007/s40974-024-00338-4 · 2025 · External reference
Parametric simulation-based environmental performance assessment of enclosed recessed balconies in mid-level residential buildings
2026 · External reference
Design optimisation study of indoor environments in student dormitories with enclosed balconies through multi-algorithm integration
10.1177/1420326x261433042 · 2026 · External reference
Multi-objective optimization of energy and daylight performance for school envelopes in desert, semi-arid, and mediterranean climates of Iran
10.1016/j.buildenv.2024.111424 · 2024 · External reference
Empirical study of facade retrofits for optimizing energy efficiency and cooling in school buildings in Saudi Arabia
10.1016/j.egyr.2024.09.076 · 2024 · External reference
Analysis of energy-saving benefits of tilted façades in different climate zones of china based on ladybug+ honeybee
10.3390/buildings16142722 · 2026 · External reference
Bio-inspired interactive kinetic façade: using dynamic transitory-sensitive area to improve multiple occupants’ visual comfort
10.1016/j.foar.2021.07.004 · 2021 · External reference
“Optimization of window dimensions regarding light and heat parameters in residential buildings of cold climate; case study: Ilam city
2021 · External reference
Towards a quadrupole-based method for buildings simulation: Validation with ASHRAE 140 standard
2022 · External reference
Development of window scheduler algorithm exploiting natural ventilation and thermal mass for building energy simulation and smart home controls
2024 · External reference
Multi-objective optimization of windows and PV louvers on the south façade for cold-region office buildings using machine learning and NSGA-II
10.1016/j.buildenv.2025.113984 · 2026 · External reference
A graph neural network-enhanced surrogate model for rapid optimization of carbon-efficient building thermal insulation systems
2026 · External reference
Synergistic optimization framework for office building energy efficiency and natural daylighting based on multi-objective optimization algorithms and intelligent decision support
2025 · External reference
A cross-climate multi-stage approach to life-cycle carbon sensitivity analysis in BIPV-integrated building design
10.1016/j.enbuild.2026.117011 · 2026 · External reference
Parameters influencing the prospective life cycle emissions of the Austrian building stock: a global sensitivity analysis
10.1016/j.spc.2025.04.024 · 2025 · External reference
Quantifying the key determinants of building cooling load flexibility for facilitating on-site PV utilization
2026 · External reference
Research on cooling-load characteristics of subway stations based on Co-simulation method and sobol global sensitivity analysis
10.3390/buildings15213858 · 2025 · External reference
Coupling effects between building and energy system design variables: an analysis of different building types
10.1016/j.energy.2025.139667 · 2026 · External reference
Unresolved reference
External reference
Sensitivity estimation of stochastic output with respect to distribution parameters of stochastic inputs
10.1016/j.ress.2026.112191 · 2026 · External reference
Combining physics-based and data-driven modeling for building energy systems
10.1016/j.apenergy.2025.125853 · 2025 · External reference
Towards climate resilient and energy-efficient buildings: a sensitivity analysis on building components and cooling strategies
10.1016/j.buildenv.2024.112473 · 2025 · External reference
Adaptive reinforcement learning algorithm for real-time energy optimization in building digital twins with heterogeneous IoT sensor networks
10.1016/j.autcon.2025.106714 · 2026 · External reference
Kinetic-aware distributionally robust HVAC optimization for multi-zone building systems with physics-informed reinforcement learning
10.3390/buildings16091839 · 2026 · External reference
Adaptive deep reinforcement learning-based HVAC control incorporating dynamic human thermal comfort
2026 · External reference
Prefabricated Co-working spaces’ window design: emotional salience scale-based optimisation
10.3390/buildings16040875 · 2026 · External reference
Hybrid Reinforcement Learning for occupant-centric building control: a review and deployment framework for co-optimizing energy, comfort, and indoor air quality
10.1016/j.apenergy.2026.127392 · 2026 · External reference
Unresolved reference
External reference
EnergyPlus: creating a new-generation building energy simulation program
10.1016/s0378-7788(00)00114-6 · 2001 · External reference
Updated world map of the Köppen-Geiger climate classification
10.5194/hess-11-1633-2007 · 2007 · External reference
Assessing the cooling effects of built-up areas for mitigating thermal discomfort in semi-arid urban environments: a case study of tehran
10.1016/j.asr.2026.01.025 · 2026 · External reference
Multi-Objective optimization of building envelopes for energy efficiency and carbon Emission: evaluating PCM configurations across four climate zones in Iran
2025 · External reference
Energy analysis of the building integrated with a double PCM wallboard system in various climate regions of Iran
10.1007/s10973-023-11999-4 · 2023 · External reference
Unresolved reference
2026 · External reference
A critical review of fenestration/window system design methods for high performance buildings
10.1016/j.enbuild.2021.111184 · 2021 · External reference
The path to the high performance thermal building insulation materials and solutions of tomorrow
10.1177/1744259110372782 · 2010 · External reference
Development and validation of a numerical heat transfer model for PCM glazing: integration to EnergyPlus for office building energy performance applications
2024 · External reference
Thermal performance evaluation of phase change material-integrated triple-glazed windows under Korean climatic conditions
10.3390/en18215754 · 2025 · External reference
Parametric study of venetian blinds for energy performance evaluation and classification in residential buildings
2022 · External reference
Geometrical optimization of solar venetian blinds in residential buildings to improve the economic costs of the building and the visual comfort of the residents using the NSGA-II algorithm
10.1016/j.icheatmasstransfer.2024.107723 · 2024 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Integrated energy, cost, and environmental life cycle analysis of electricity generation and supply in Tehran, Iran
10.1016/j.scs.2023.104748 · 2023 · External reference
Eco-environmental uncertain management of various energy hubs within a microgrid concentrated on demand response, intelligent parking lots, and power-to-gas unit effects
2023 · External reference
Sensitivity analysis methods for building energy models: comparing computational costs and extractable information
10.1016/j.enbuild.2016.10.005 · 2016 · External reference
Bootstrap methods for standard errors, confidence intervals, and other measures of statistical accuracy
1986 · External reference
Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index
10.1016/j.cpc.2009.09.018 · 2010 · External reference
Global sensitivity analyses prior to parameter calibration significantly improves prediction quality
10.1016/j.compag.2025.110750 · 2025 · External reference
A review of uncertainty analysis in building energy assessment
10.1016/j.rser.2018.05.029 · 2018 · External reference
Strength reduction factor prediction model for non-structural components based on ensemble algorithm with Bayesian optimization
10.1016/j.istruc.2025.110901 · 2026 · External reference
Two-stage XGBoost framework with advanced hyperparameter optimization for CFRP thickness and discrete layer count prediction in circular concrete column confinement
10.1016/j.engstruct.2025.122078 · 2026 · External reference
A Bayesian-optimized XGBoost model for reliable and interpretable strip crown prediction in hot rolling
2026 · External reference
Enhanced XGBoost algorithm with multi-objective optimization for blast-induced response forecasting of RC slabs
10.1016/j.dt.2025.07.012 · 2025 · External reference
A Bayesian optimization-driven framework for CFD problems: Application to continuous casting
10.1016/j.compfluid.2026.107185 · 2026 · External reference
A note on the Sobol'indices and interactive criteria
10.1016/j.fss.2016.05.009 · 2017 · External reference
Dynamic façades in buildings: a systematic review across thermal comfort, energy efficiency and daylight performance
10.1016/j.rser.2024.114474 · 2024 · External reference
Energy analysis of the building integrated with a double PCM wallboard system in various climate regions of Iran
10.1007/s10973-023-11999-4 · ExternalCitation · doi-reference
A new method for simulation-based sensitivity analysis of building efficiency for optimal building energy planning: a case study of Iran
10.1007/s40974-024-00338-4 · ExternalCitation · doi-reference
Combining physics-based and data-driven modeling for building energy systems
10.1016/j.apenergy.2025.125853 · ExternalCitation · doi-reference
Hybrid Reinforcement Learning for occupant-centric building control: a review and deployment framework for co-optimizing energy, comfort, and indoor air quality
10.1016/j.apenergy.2026.127392 · ExternalCitation · doi-reference
Assessing the cooling effects of built-up areas for mitigating thermal discomfort in semi-arid urban environments: a case study of tehran
10.1016/j.asr.2026.01.025 · ExternalCitation · doi-reference
Adaptive reinforcement learning algorithm for real-time energy optimization in building digital twins with heterogeneous IoT sensor networks
10.1016/j.autcon.2025.106714 · ExternalCitation · doi-reference
Multi-objective optimization of energy and daylight performance for school envelopes in desert, semi-arid, and mediterranean climates of Iran
10.1016/j.buildenv.2024.111424 · ExternalCitation · doi-reference
Towards climate resilient and energy-efficient buildings: a sensitivity analysis on building components and cooling strategies
10.1016/j.buildenv.2024.112473 · ExternalCitation · doi-reference
Multi-objective optimization of windows and PV louvers on the south façade for cold-region office buildings using machine learning and NSGA-II
10.1016/j.buildenv.2025.113984 · ExternalCitation · doi-reference
Physics-informed effectiveness indicators for whole-building evaluation of phase change materials in buildings
10.1016/j.buildenv.2026.114270 · ExternalCitation · doi-reference
Global sensitivity analyses prior to parameter calibration significantly improves prediction quality
10.1016/j.compag.2025.110750 · ExternalCitation · doi-reference
A Bayesian optimization-driven framework for CFD problems: Application to continuous casting
10.1016/j.compfluid.2026.107185 · ExternalCitation · doi-reference
Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index
10.1016/j.cpc.2009.09.018 · ExternalCitation · doi-reference
Enhanced XGBoost algorithm with multi-objective optimization for blast-induced response forecasting of RC slabs
10.1016/j.dt.2025.07.012 · ExternalCitation · doi-reference
Empirical study of facade retrofits for optimizing energy efficiency and cooling in school buildings in Saudi Arabia
10.1016/j.egyr.2024.09.076 · ExternalCitation · doi-reference
Sensitivity analysis methods for building energy models: comparing computational costs and extractable information
10.1016/j.enbuild.2016.10.005 · ExternalCitation · doi-reference
A critical review of fenestration/window system design methods for high performance buildings
10.1016/j.enbuild.2021.111184 · ExternalCitation · doi-reference
Multi-objective optimization of venetian blinds in office buildings to reduce electricity consumption and improve visual and thermal comfort by NSGA-II
10.1016/j.enbuild.2022.112639 · ExternalCitation · doi-reference
Multivariate analysis of PCM glazing effects on office building energy performance in different climates
10.1016/j.enbuild.2025.116932 · ExternalCitation · doi-reference
A cross-climate multi-stage approach to life-cycle carbon sensitivity analysis in BIPV-integrated building design
10.1016/j.enbuild.2026.117011 · ExternalCitation · doi-reference
Exploration of key design questions in rule-based shading control for building energy load reduction
10.1016/j.enbuild.2026.117038 · ExternalCitation · doi-reference
A novel hybrid cooling strategy for residential buildings integrating PV-powered AC and PCM thermal energy storage with intermittent operation
10.1016/j.enbuild.2026.117861 · ExternalCitation · doi-reference
Coupling effects between building and energy system design variables: an analysis of different building types
10.1016/j.energy.2025.139667 · ExternalCitation · doi-reference
Photo-thermal coupling effect and energy performance of phase change material integrated double skin façade system
10.1016/j.energy.2026.141880 · ExternalCitation · doi-reference
Two-stage XGBoost framework with advanced hyperparameter optimization for CFRP thickness and discrete layer count prediction in circular concrete column confinement
10.1016/j.engstruct.2025.122078 · ExternalCitation · doi-reference
Bio-inspired interactive kinetic façade: using dynamic transitory-sensitive area to improve multiple occupants’ visual comfort
10.1016/j.foar.2021.07.004 · ExternalCitation · doi-reference
A note on the Sobol'indices and interactive criteria
10.1016/j.fss.2016.05.009 · ExternalCitation · doi-reference
Geometrical optimization of solar venetian blinds in residential buildings to improve the economic costs of the building and the visual comfort of the residents using the NSGA-II algorithm
10.1016/j.icheatmasstransfer.2024.107723 · ExternalCitation · doi-reference
Strength reduction factor prediction model for non-structural components based on ensemble algorithm with Bayesian optimization
10.1016/j.istruc.2025.110901 · ExternalCitation · doi-reference
Integration of dynamic insulation and dynamic phase change materials systems for residential building envelopes
10.1016/j.renene.2025.124506 · ExternalCitation · doi-reference
Sensitivity estimation of stochastic output with respect to distribution parameters of stochastic inputs
10.1016/j.ress.2026.112191 · ExternalCitation · doi-reference
A review of sensitivity analysis methods in building energy analysis
10.1016/j.rser.2012.12.014 · ExternalCitation · doi-reference
A review of uncertainty analysis in building energy assessment
10.1016/j.rser.2018.05.029 · ExternalCitation · doi-reference
Dynamic façades in buildings: a systematic review across thermal comfort, energy efficiency and daylight performance
10.1016/j.rser.2024.114474 · ExternalCitation · doi-reference
Integrated energy, cost, and environmental life cycle analysis of electricity generation and supply in Tehran, Iran
10.1016/j.scs.2023.104748 · ExternalCitation · doi-reference
Parameters influencing the prospective life cycle emissions of the Austrian building stock: a global sensitivity analysis
10.1016/j.spc.2025.04.024 · ExternalCitation · doi-reference
Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates
10.1016/s0378-4754(00)00270-6 · ExternalCitation · doi-reference
EnergyPlus: creating a new-generation building energy simulation program
10.1016/s0378-7788(00)00114-6 · ExternalCitation · doi-reference
An integrated generative-analytic framework for the performance-driven design of kinetic façades
10.1108/sasbe-07-2025-0388 · ExternalCitation · doi-reference
Evaluation of smart irrigation systems in hot-arid climates for green roofs and walls: case of Doha, Qatar
10.1108/sasbe-11-2021-0201 · ExternalCitation · doi-reference
Design optimisation study of indoor environments in student dormitories with enclosed balconies through multi-algorithm integration
10.1177/1420326x261433042 · ExternalCitation · doi-reference
The path to the high performance thermal building insulation materials and solutions of tomorrow
10.1177/1744259110372782 · ExternalCitation · doi-reference
Hosseini S.M. Khanie M.S., Triantafyllidis G. Exploring unconventional static façade–interior design interactions for daylighting performance and visual comfort: a systematic review
10.15627/jd.2026.22 · ExternalCitation · doi-reference
A review of factors affecting the lighting performance of light shelves and controlling solar heat gain
10.3390/buildings14061832 · ExternalCitation · doi-reference
Computational evaluation of a biomimetic kinetic façade inspired by the venus flytrap for daylight and glare performance
10.3390/buildings15111853 · ExternalCitation · doi-reference
Research on cooling-load characteristics of subway stations based on Co-simulation method and sobol global sensitivity analysis
10.3390/buildings15213858 · ExternalCitation · doi-reference
Orientation-dependent window area: Linking solar gains and transmission losses to annual heating and cooling loads
10.3390/buildings16010177 · ExternalCitation · doi-reference
Performance analysis of phase change material walls and different window-to-wall ratios in elderly care home buildings under hot-summer and cold-winter climate
10.3390/buildings16020367 · ExternalCitation · doi-reference
Prefabricated Co-working spaces’ window design: emotional salience scale-based optimisation
10.3390/buildings16040875 · ExternalCitation · doi-reference
Kinetic-aware distributionally robust HVAC optimization for multi-zone building systems with physics-informed reinforcement learning
10.3390/buildings16091839 · ExternalCitation · doi-reference
Analysis of energy-saving benefits of tilted façades in different climate zones of china based on ladybug+ honeybee
10.3390/buildings16142722 · ExternalCitation · doi-reference
Thermal performance evaluation of phase change material-integrated triple-glazed windows under Korean climatic conditions
10.3390/en18215754 · ExternalCitation · doi-reference
Climate-generalizable energy prediction in PCM-integrated building envelopes: a physics-informed machine learning framework for sustainable envelope design
10.3390/su18073609 · ExternalCitation · doi-reference
Updated world map of the Köppen-Geiger climate classification
10.5194/hess-11-1633-2007 · ExternalCitation · doi-reference
