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21,240 Results Found

  • Review
  • Open Access
6 Citations
2,679 Views
36 Pages

16 July 2025

At present, the construction industry has not yet fully optimized the integration of the potential of big data. Past studies signaled the potential benefits of integrating building information management (BIM) and big data in the field of sustainable...

  • Article
  • Open Access
9 Citations
3,804 Views
13 Pages

Building Digital Twin Data Model Based on Public Data

  • Dawoon Jeong,
  • Changyun Lee,
  • Youngmin Choi and
  • Taeyun Jeong

14 September 2024

This study aims to propose a method for constructing basic digital twin data in South Korea by adhering to international standards and by utilizing publicly available data. Specifically, the study focuses on designing and proposing a digital twin dat...

  • Article
  • Open Access
28 Citations
3,939 Views
22 Pages

MATRYCS—A Big Data Architecture for Advanced Services in the Building Domain

  • Marco Pau,
  • Panagiotis Kapsalis,
  • Zhiyu Pan,
  • George Korbakis,
  • Dario Pellegrino and
  • Antonello Monti

1 April 2022

The building sector is undergoing a deep transformation to contribute to meeting the climate neutrality goals set by policymakers worldwide. This process entails the transition towards smart energy-aware buildings that have lower consumptions and bet...

  • Review
  • Open Access
55 Citations
12,342 Views
23 Pages

A Review of Data-Driven Building Energy Prediction

  • Huiheng Liu,
  • Jinrui Liang,
  • Yanchen Liu and
  • Huijun Wu

15 February 2023

Building energy consumption prediction has a significant effect on energy control, design optimization, retrofit evaluation, energy price guidance, and prevention and control of COVID-19 in buildings, providing a guarantee for energy efficiency and c...

  • Article
  • Open Access
43 Citations
9,566 Views
31 Pages

18 September 2014

The interoperability challenge is a long-standing challenge in the domain of architecture, engineering and construction (AEC). Diverse approaches have already been presented for addressing this challenge. This article will look into the possibility o...

  • Article
  • Open Access
5 Citations
2,639 Views
35 Pages

Envisaging a European Digital Building Renovation Logbook: Proposal of a Data Model

  • Marta Gómez-Gil,
  • Sara Karami,
  • José-Paulo de Almeida,
  • Alberto Cardoso,
  • Almudena Espinosa-Fernández and
  • Belinda López-Mesa

2 October 2024

Europe has set a target to become a decarbonised continent by 2050. To achieve this, intervention in buildings is crucial, as they serve as significant energy consumers and greenhouse gas emitters. This intervention encompasses two essential pathways...

  • Article
  • Open Access
2 Citations
1,548 Views
21 Pages

4 September 2023

This study investigated the effect of the building data knowledge level on seismic risk estimation for municipal building stocks, focusing on identifying the characteristics that influence loss estimation bias. Fifteen municipalities in two Slovenian...

  • Article
  • Open Access
12 Citations
4,746 Views
21 Pages

Building fire is a complex geographic process related to the indoor spatial environment, a smart spatial data model can accurately describe the spatial-temporal information of a building fire scene, which is important for modeling a fire process. Wit...

  • Article
  • Open Access
55 Citations
9,812 Views
22 Pages

Automation of Building Permission by Integration of BIM and Geospatial Data

  • Per-Ola Olsson,
  • Josefine Axelsson,
  • Martin Hooper and
  • Lars Harrie

The building permission process is to a large extent an analogue process where much information is handled in paper format or as pdf files. With the ongoing digitalisation in society, there is a potential to automate this process by integrating Build...

  • Review
  • Open Access
17 Citations
9,738 Views
17 Pages

A Comprehensive Review of Sensor-Based Smart Building Monitoring and Data Gathering Techniques

  • Ingrida Lavrinovica,
  • Janis Judvaitis,
  • Dans Laksis,
  • Marija Skromule and
  • Kaspars Ozols

4 November 2024

In an era where buildings are increasingly becoming multifaceted entities, the paradigm of smart buildings has witnessed significant evolution. This advancement integrates sophisticated communication technologies, the Internet of Things (IoT), artifi...

  • Review
  • Open Access
10 Citations
7,034 Views
26 Pages

Building Energy Simulation and Monitoring: A Review of Graphical Data Representation

  • Ofelia Vera-Piazzini,
  • Massimiliano Scarpa and
  • Fabio Peron

29 December 2022

Data visualization has become relevant in the framework of the evolution of big data analysis. Being able to understand data collected in a dynamic, interactive, and personalized way allows for better decisions to be made when optimizing and improvin...

  • Article
  • Open Access
10 Citations
4,266 Views
19 Pages

17 February 2021

Buildings account for a majority of the primary energy consumption of the human society, therefore, analyses of building energy consumption monitoring data are of significance to the discovery of anomalous energy usage patterns, saving of building ut...

  • Review
  • Open Access
1 Citations
2,953 Views
22 Pages

Overview of Sensing and Data Processing Technologies for Smart Building Services and Applications

  • Hamza Elkhoukhi,
  • Abdellatif Elmouatamid,
  • Achraf Haibi,
  • Mohamed Bakhouya and
  • Driss El Ouadghiri

29 April 2025

Internet of things (IoT) and big data technologies are increasingly gaining significance in the implementation of various services and applications. Consequently, much of the research focused on energy efficiency and building management revolves arou...

  • Article
  • Open Access
1,252 Views
17 Pages

Fine-Grained Building Classification in Rural Areas Based on GF-7 Data

  • Mingbo Liu,
  • Ping Wang,
  • Peng Han,
  • Longfei Liu and
  • Baotian Li

10 January 2025

Building type information is widely used in various fields, such as disaster management, urbanization studies, and population modelling. Few studies have been conducted on fine-grained building classification in rural areas using China’s Gaofen...

  • Article
  • Open Access
25 Citations
6,648 Views
29 Pages

20 April 2023

The European Commission has mandated the use of digital building logbooks (DBL) to encourage deep energy renovations and overcome barriers in building renovations. The current energy performance certificates (EPCs) focus on operational energy consump...

  • Article
  • Open Access
8 Citations
3,043 Views
40 Pages

30 October 2022

The AEC industries as well as the heritage sector are facing a number of issues that relate to the management of building digital data. Two of the most prominent ones are the interoperability of data and data longevity. In order to better understand...

  • Article
  • Open Access
6 Citations
4,635 Views
18 Pages

19 February 2021

The construction industry is recognized as a major cause of environmental pollution, and it is important to quantify and evaluate building energy. As interest in big data has increased over the past 20 years, research using big data is active. Howeve...

  • Article
  • Open Access
2 Citations
3,294 Views
21 Pages

21 May 2022

Building energy simulation models have been used to assist the design and/or optimization of buildings energy performance. The results from building energy simulation models can be more reliable when measured energy use data, indoor environmental con...

  • Article
  • Open Access
38 Citations
9,863 Views
32 Pages

27 October 2015

Periodic building change detection is important for many applications, including disaster management. Building map databases need to be updated based on detected changes so as to ensure their currency and usefulness. This paper first presents a graph...

  • Article
  • Open Access
7 Citations
3,453 Views
16 Pages

Benchmarking Evaluation of Building Energy Consumption Based on Data Mining

  • Thomas Wu,
  • Bo Wang,
  • Dongdong Zhang,
  • Ziwei Zhao and
  • Hongyu Zhu

15 March 2023

University building energy consumption is an important proportion of the total energy consumption of society. In order to work out the problem of poor practicability of the existing benchmarking management method of campus building energy consumption...

  • Article
  • Open Access
9 Citations
3,957 Views
20 Pages

The extraction of skeleton lines of buildings is a key step in building spatial analysis, which is widely performed for building matching and updating. Several methods for vector data skeleton line extraction have been established, including the impr...

  • Article
  • Open Access
3 Citations
1,597 Views
15 Pages

3 April 2024

The demand for compact housing is on the rise, driven by the need for floor plans that accommodate stakeholders’ preferences. However, clients frequently struggle to convey their spatial needs to professionals, such as architects, due to a lack...

  • Feature Paper
  • Article
  • Open Access
14 Citations
4,685 Views
31 Pages

Smart management of urban built environment relies on the availability of data supporting sound policy making and guiding city renovation processes toward more sustainable and performant models. Nevertheless, public managers are unlikely to have comp...

  • Article
  • Open Access
7 Citations
2,527 Views
24 Pages

The Open Data Potential for the Geospatial Characterisation of Building Stock on an Urban Scale: Methodology and Implementation in a Case Study

  • Cristina Villanueva-Díaz,
  • Milagros Álvarez-Sanz,
  • Álvaro Campos-Celador and
  • Jon Terés-Zubiaga

11 January 2024

Energy renovation in buildings is one of the major challenges for the decarbonisation of the building stock. To effectively prioritise decision making regarding the adoption of the most efficient solutions and strategies, it is imperative to develop...

  • Technical Note
  • Open Access
34 Citations
7,955 Views
16 Pages

1 July 2021

Advances in machine learning and computer vision, combined with increased access to unstructured data (e.g., images and text), have created an opportunity for automated extraction of building characteristics, cost-effectively, and at scale. These cha...

  • Review
  • Open Access
55 Citations
8,050 Views
20 Pages

Data-Driven Tools for Building Energy Consumption Prediction: A Review

  • Razak Olu-Ajayi,
  • Hafiz Alaka,
  • Hakeem Owolabi,
  • Lukman Akanbi and
  • Sikiru Ganiyu

9 March 2023

The development of data-driven building energy consumption prediction models has gained more attention in research due to its relevance for energy planning and conservation. However, many studies have conducted the inappropriate application of data-d...

  • Article
  • Open Access
14 Citations
4,460 Views
18 Pages

22 June 2021

This study investigates the feasibility and benefits of transferring data between Autodesk Revit (used for building information modeling (BIM)) and BUILDER SMS (used for sustainable facility management (SFM)). Two data transfer methods were evaluated...

  • Article
  • Open Access
57 Citations
8,454 Views
17 Pages

Object-Based Analysis of Airborne LiDAR Data for Building Change Detection

  • Shiyan Pang,
  • Xiangyun Hu,
  • Zizheng Wang and
  • Yihui Lu

6 November 2014

Building change detection is useful for land management, disaster assessment, illegal building identification, urban growth monitoring, and geographic information database updating. This study proposes an automatic method that applies object-based an...

  • Article
  • Open Access
8 Citations
6,977 Views
18 Pages

7 June 2022

With increasing access to open spatial data, it is possible to improve the quality of analyses carried out in the preliminary stages of the investment process. The extraction of buildings from raster data is an important process, especially for urban...

  • Article
  • Open Access
1 Citations
1,130 Views
38 Pages

Retabit: A Data-Driven Platform for Urban Renewal and Sustainable Building Renovation

  • Leandro Madrazo,
  • Álvaro Sicilia,
  • Adirane Calvo,
  • Jordi Pascual,
  • Enric Mont,
  • Angelos Mylonas and
  • Nadia Soledad Ibañez Iralde

22 July 2025

The Retabit platform is a data-driven tool designed to bridge the gap between building rehabilitation and urban regeneration by integrating energy, economic, and social dimensions into a single framework. Leveraging multiple public data sources, the...

  • Article
  • Open Access
1 Citations
2,436 Views
13 Pages

7 February 2023

The need to improve the performance of Nigeria’s office buildings is due to, energy challenges, increasing population, changing user needs, and climate change. With the expansion of several Nigerian cities, existing buildings constitute a signi...

  • Article
  • Open Access
4 Citations
4,191 Views
33 Pages

Digital twins are increasingly gaining popularity as a method for simulating intricate natural and urban environments, with the precise segmentation of 3D objects playing an important role. This study focuses on developing a methodology for extractin...

  • Article
  • Open Access
4 Citations
1,312 Views
22 Pages

21 July 2025

The architectural, engineering, construction, and operation (AECO) sector is one of the main contributors to energy consumption and greenhouse gas emissions in Europe, making the renovation of the existing building stock a priority. However, defining...

  • Proceeding Paper
  • Open Access
1,539 Views
9 Pages

UAV-Based Multi-Sensor Data Fusion for 3D Building Detection

  • Mohsen Shahraki,
  • Ahmed El-Rabbany and
  • Ahmed Elamin

Three-dimensional building extraction is crucial for urban planning, environmental analysis, and autonomous navigation. One method for data collection involves using unmanned aerial vehicles (UAVs), which allow for flexible and rapid data acquisition...

  • Article
  • Open Access
16 Citations
3,986 Views
16 Pages

21 October 2020

Building operation data are important for monitoring, analysis, modeling, and control of building energy systems. However, missing data is one of the major data quality issues, making data imputation techniques become increasingly important. There ar...

  • Article
  • Open Access
5 Citations
2,563 Views
15 Pages

3 July 2024

This study investigates the data integration of IoT-enabled sensor networks, emphasizing energy performance and personalized indoor air quality (IAQ) solutions to improve indoor environments, energy efficiency, and sustainability. Ontologies—st...

  • Article
  • Open Access
2 Citations
3,507 Views
17 Pages

We compare different matching methods for distinguishing building modifications from replacements based on multi-temporal building footprint geometries from 3D city models. Manually referenced footprints of building changes were used to determine whi...

  • Article
  • Open Access
43 Citations
9,061 Views
27 Pages

19 March 2017

With rapid urbanization, highly accurate and semantically rich virtualization of building assets in 3D become more critical for supporting various applications, including urban planning, emergency response and location-based services. Many research e...

  • Article
  • Open Access
16 Citations
3,739 Views
17 Pages

11 April 2019

Assessing the seismic vulnerability of large numbers of buildings is an expensive and time-consuming task, requiring the collection of highly complex and multifaceted data on building characteristics and the use of sophisticated computational models....

  • Article
  • Open Access
44 Citations
7,024 Views
16 Pages

OpenStreetMap (OSM) is a free map that can be created, edited, and updated by volunteers globally. The quality of OSM datasets is therefore of great concern. Extensive studies have focused on assessing the completeness (a quality measure) of OSM data...

  • Article
  • Open Access
5 Citations
3,163 Views
15 Pages

2 January 2023

Building Management Systems can be used for effective monitoring, management, planning, and improving the quality of work on large objects (office buildings, factories). Moreover, these systems can reduce costs during the operational phase. One of th...

  • Feature Paper
  • Review
  • Open Access
19 Citations
4,739 Views
30 Pages

22 October 2022

Although the energy and cost benefits for retrofitting existing buildings are promising, several challenges remain for accurate measurement and verification (M&V) analysis to estimate these benefits. Due to the rapid development in advanced meter...

  • Article
  • Open Access
3 Citations
2,499 Views
14 Pages

27 January 2023

The renovation/modernisation of buildings is one of the most frequently addressed areas in the European Union. It is the basis for the entry into force of Directive 2010/31/EU on the energy performance of buildings. The assessment of renovated buildi...

  • Article
  • Open Access
9 Citations
3,885 Views
27 Pages

Multi-View Data Analysis Techniques for Monitoring Smart Building Systems

  • Vishnu Manasa Devagiri,
  • Veselka Boeva,
  • Shahrooz Abghari,
  • Farhad Basiri and
  • Niklas Lavesson

12 October 2021

In smart buildings, many different systems work in coordination to accomplish their tasks. In this process, the sensors associated with these systems collect large amounts of data generated in a streaming fashion, which is prone to concept drift. Suc...

  • Article
  • Open Access
25 Citations
5,668 Views
12 Pages

An objective measure of building energy performance is crucial for performance assessment and rational decision making on energy retrofits and policies of existing buildings. One of the most popular measures of building energy performance benchmarkin...

  • Feature Paper
  • Review
  • Open Access
13 Citations
5,672 Views
33 Pages

17 September 2024

In order to reduce the contribution of the building sector to global greenhouse gas emissions and climate change, it is important to improve the building performance through retrofits from the perspective of carbon emission reductions. Data-driven me...

  • Article
  • Open Access
43 Citations
10,114 Views
18 Pages

Urban Building Type Mapping Using Geospatial Data: A Case Study of Beijing, China

  • Wei Chen,
  • Yuyu Zhou,
  • Qiusheng Wu,
  • Gang Chen,
  • Xin Huang and
  • Bailang Yu

29 August 2020

The information of building types is highly needed for urban planning and management, especially in high resolution building modeling in which buildings are the basic spatial unit. However, in many parts of the world, this information is still missin...

  • Article
  • Open Access
11 Citations
4,031 Views
42 Pages

18 September 2021

Advances in metering technologies and emerging energy forecast strategies provide opportunities and challenges for predicting both short and long-term building energy usage. Machine learning is an important energy prediction technique, and is signifi...

  • Article
  • Open Access
4 Citations
2,439 Views
18 Pages

17 September 2024

Accurate modelling of occupancy patterns is critical for reliable estimation of building stock energy demand, which is a key input for the design of district energy systems. Aiming to investigate the suitability of different occupancy-modelling appro...

  • Article
  • Open Access
4 Citations
4,446 Views
10 Pages

Economic Analysis of USN-Based Data Acquisition Systems in Tall Building Construction

  • Hyunsu Lim,
  • Jin Woong Lee,
  • Taehoon Kim,
  • Kyuman Cho and
  • Hunhee Cho

2 August 2017

The successful construction of tall buildings requires effective construction management based on various quantitative data. The recent development of ubiquitous sensor networks (USNs) enables massive amounts of data to be collected in real-time. How...

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