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The study focuses on the applicability of system identification to identify building and system dynamics for climate control design. The main problem regarding the simulation of the dynamic response of a building using building simulation…

Computational Engineering, Finance, and Science · Computer Science 2012-04-02 A. W. M. , van Schijndel , P. W. M. H. , Steskens

In the European Union, buildings account for 42% of energy use and 35% of greenhouse gas emissions. Since most existing buildings will still be in use by 2050, retrofitting is crucial for emissions reduction. However, current building…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Etienne Chassaing , Florent Forest , Olga Fink , Malcolm Mielle

In this paper, we provide two case studies to demonstrate how artificial intelligence can empower civil engineering. In the first case, a machine learning-assisted framework, BRAILS, is proposed for city-scale building information modeling.…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Qian Yu , Chaofeng Wang , Barbaros Cetiner , Stella X. Yu , Frank Mckenna , Ertugrul Taciroglu , Kincho H. Law

This report details the design and optimisation of a water-cooled forced convection heat dissipation system for use in high-temperature applications (ranges between 700 degrees - 1000 degrees K). A hollow cuboid vapour chamber model was…

Computational Engineering, Finance, and Science · Computer Science 2024-05-07 brandon Curtis Colelough

Nowadays three dimension (3D) architectural visualisation has become a powerful tool in the conceptualisation, design and presentation of architectural products in the construction industry, providing realistic interaction and walkthrough…

Graphics · Computer Science 2011-07-20 Raj Kishen Moloo , Muhammad Ajmal Sheik Dawood , Abu Salmaan Auleear

In this paper we introduce a method that supports the detection, identification and localization of lamps in a building, with the main goal of automatically feeding its energy model by means of Building Information Modeling (BIM) methods.…

Computer Vision and Pattern Recognition · Computer Science 2024-01-12 Francisco Troncoso-Pastoriza , Pablo Eguía-Oller , Rebeca P. Díaz-Redondo , Enrique Granada-Álvarez

Understanding the thermal behavior of additive manufacturing (AM) processes is crucial for enhancing the quality control and enabling customized process design. Most purely physics-based computational models suffer from intensive…

Machine Learning · Computer Science 2023-01-20 Shuheng Liao , Tianju Xue , Jihoon Jeong , Samantha Webster , Kornel Ehmann , Jian Cao

Transforming the construction sector is key to reaching net-zero, and many stakeholders expect its decarbonization through digitalization. But no quantified evidence has been brought to date. We propose the first environmental…

General Economics · Economics 2022-10-25 Anne de Bortoli , Yacine Baouch , Mustapha Masdan

Aerosol particles play an important role in the climate system by absorbing and scattering radiation and influencing cloud properties. They are also one of the biggest sources of uncertainty for climate modeling. Many climate models do not…

Machine Learning · Computer Science 2022-07-26 Paula Harder , Duncan Watson-Parris , Philip Stier , Dominik Strassel , Nicolas R. Gauger , Janis Keuper

To adhere to the stringent time and budget requirements of construction projects, contractors are utilizing prefabricated construction methods to expedite the construction process. Prefabricated construction methods require an adequate…

Artificial Intelligence · Computer Science 2020-03-17 Gilmarie O'Neill , Matthew Ball , Yujing Liu , Mojtaba Noghabaei , Kevin Han

The optimal management of a building's microclimate to satisfy the occupants' needs and objectives in terms of comfort, energy efficiency, and costs is particularly challenging. This complexity arises from the non-linear, time-dependent…

Systems and Control · Electrical Eng. & Systems 2025-10-20 Javier Penuela , Sahar Moghimian Hoosh , Ilia Kamyshev , Aldo Bischi , Henni Ouerdane

It has been well acknowledged that buildings account for a large proportion of the world's energy consumption. However, the energy use of buildings, especially the heating, ventilation and air-conditioning (HVAC), is far from being…

Systems and Control · Computer Science 2019-05-28 Yu Yang , Guoqiang Hu , Costas J. Spanos

Building Information Modeling (BIM) is an essential component in the sustainable reconstruction and revitalization of ageing structures. However, model creation usually relies on laborious manual transformation of the unstructured point…

Computer Vision and Pattern Recognition · Computer Science 2025-07-11 Slávek Zbirovský , Václav Nežerka

Hybridization of machine learning methods with soft computing techniques is an essential approach to improve the performance of the prediction models. Hybrid machine learning models, particularly, have gained popularity in the advancement…

Signal Processing · Electrical Eng. & Systems 2020-02-26 Sina Ardabili , Bertalan Beszedes , Laszlo Nadai , Karoly Szell , Amir Mosavi , Felde Imre

We introduce the concept of "Design Agents" for engineering applications, particularly focusing on the automotive design process, while emphasizing that our approach can be readily extended to other engineering and design domains. Our…

Artificial Intelligence · Computer Science 2025-12-04 Mohamed Elrefaie , Janet Qian , Raina Wu , Qian Chen , Angela Dai , Faez Ahmed

Aerosol forecasting is essential for air quality warnings, health risk assessment, and climate change mitigation. However, it is more complex than weather forecasting due to the intricate interactions between aerosol physicochemical…

We present Akasha 2, a state-of-the-art multimodal architecture that integrates Hamiltonian State Space Duality (H-SSD) with Visual-Language Joint Embedding Predictive Architecture (VL-JEPA). The system leverages the Mamba-3 Selective State…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Yani Meziani

A bioclimatic approach to designing comfortable buildings in hot and humid tropical regions requires, firstly, some preliminary, important work on the building envelope to limit the energy contributions, and secondly, an airflow…

General Physics · Physics 2012-12-24 Alain Bastide , Alfred Jean Philippe Lauret , François Garde , Harry Boyer

This paper proposes a coordinated home energy management system (HEMS) architecture where the distributed residential units cooperate with each other to achieve real-time power balancing. The economic benefits for the retailer and…

Systems and Control · Computer Science 2012-04-11 Tsung-Hui Chang , Mahnoosh Alizadeh , Anna Scaglione

This study introduces ReSA-ConvLSTM, an artificial intelligence (AI) framework for systematic bias correction in numerical weather prediction (NWP). We propose three innovations by integrating dynamic climatological normalization, ConvLSTM…

Machine Learning · Computer Science 2025-04-23 Xiao Zhou , Yuze Sun , Jie Wu , Xiaomeng Huang