Stroitel stvo nauka i obrazovanie [Construction Science and Education], Год журнала: 2024, Номер 14(3), С. 100 - 118
Опубликована: Сен. 30, 2024
Язык: Русский
Energies, Год журнала: 2024, Номер 17(13), С. 3295 - 3295
Опубликована: Июль 4, 2024
Achieving sustainable green building design is essential to reducing our environmental impact and enhancing energy efficiency. Traditional methods often depend heavily on expert knowledge subjective decisions, posing significant challenges. This research addresses these issues by introducing an innovative framework that integrates information modeling (BIM), explainable artificial intelligence (AI), multi-objective optimization. The includes three main components: data generation through DesignBuilder simulation, a BO-LGBM (Bayesian optimization–LightGBM) predictive model with LIME (Local Interpretable Model-agnostic Explanations) for prediction interpretation, the optimization technique AGE-MOEA address uncertainties. A case study demonstrates framework’s effectiveness, achieving high accuracy (R-squared > 93.4%, MAPE < 2.13%) identifying HVAC system features. resulted in 13.43% improvement consumption, CO2 emissions, thermal comfort, additional 4.0% gain when incorporating enhances transparency of machine learning predictions efficiently identifies optimal passive active solutions, contributing significantly construction practices. Future should focus validating its real-world applicability, assessing generalizability across various types, integrating generative capabilities automated
Язык: Английский
Процитировано
15
Transportation Engineering, Год журнала: 2024, Номер 16, С. 100256 - 100256
Опубликована: Июнь 1, 2024
Road Traffic Accidents (RTAs) provide a substantial risk to both public safety and infrastructure within severe earthquake zones. This research aims thorough analysis of the many elements that contribute RTAs in area. Although on has been conducted numerous settings, there is lack localized specifically focused developing countries. Therefore, this study necessary address gap literature. Our focuses examining distinct issues are particular specific location. The objective customized solutions effectively reduce occurrence accidents. examine status RTAs, ascertain main factors contributing viable approaches improve road safety. A comprehensive data was undertaken, which included examination key highways, accident-prone areas, causes Insights were derived by use statistical analysis, hotspot mapping, categorization incidents. results revealed distressing roadway afflicted significant frequency accidents, even those occurring prominent thoroughfares. Excessive speed as primary factor, closely followed negligence recklessness. common factor seen these events insufficient enforcement traffic regulations. highlights several practical consequences. Firstly, it advised implement urgent actions such upgrading database, adoption contemporary management software, rigorous laws. establishment centralized database system crucial order enhance documenting Furthermore, cost-benefit provides justification for calming measures locations with high incidence implementation continuous awareness efforts clear legislative guidelines pertaining fatal accidents imperative promoting enhanced
Язык: Английский
Процитировано
13
Ain Shams Engineering Journal, Год журнала: 2025, Номер 16(2), С. 103257 - 103257
Опубликована: Янв. 5, 2025
Язык: Английский
Процитировано
1
Sustainability, Год журнала: 2024, Номер 16(17), С. 7654 - 7654
Опубликована: Сен. 3, 2024
The building sector is still criticized for its excessive energy use and negative environmental effects, even with significant improvements in recent years. It makes a major contribution to the world’s energy, waste, water use. This study investigates possible benefits of using Building Information Modeling (BIM) technology environmentally friendly methods. also seeks identify rank obstacles industry’s integration sustainability BIM. aims accomplish research objectives by means questionnaire survey approach. three primary categories associated BIM are social, economic, environmental, which correspond generally acknowledged elements sustainable development. provision centralized database that facilitates administration full lifetime, less material increased design efficiency have all been noted as key benefits. In industry, approaches shown be quite successful improving practices. does, however, point out few difficulties. number people degree has significantly, but there not enough qualified professionals necessary knowledge experience. Project managers skills needed oversee deployment successfully. They should able advice counsel clients other stakeholders on may maximize performance structures across their lifetimes make well-informed decisions integrating concepts into process.
Язык: Английский
Процитировано
5
Journal of Building Performance Simulation, Год журнала: 2025, Номер unknown, С. 1 - 22
Опубликована: Фев. 19, 2025
Язык: Английский
Процитировано
0
Scientific Reports, Год журнала: 2025, Номер 15(1)
Опубликована: Апрель 2, 2025
Язык: Английский
Процитировано
0
Engineering Construction & Architectural Management, Год журнала: 2025, Номер unknown
Опубликована: Апрель 22, 2025
Purpose This study develops an innovative building information modelling (BIM) maturity model integrating Industry 4.0 (I4.0) and sustainability principles. It addresses the need to consider sustainable practices guide digital transformation in construction. Design/methodology/approach The research employs design science (DSR), combining literature analysis with practical development through iterative process. includes semi-structured interviews focus groups eight international experts, ensuring theoretical rigour applicability. considers implications of disruption on human interaction BIM I4.0 technologies. Findings identifies six key dimensions (processes, technology, people, organization/strategy, policy sustainability) levels for assessing implementation contexts. A systematic evaluation framework highlights critical improvement areas, including training needs strategies fight resistance change. Additionally, 42 success factors aligned dynamic capabilities cumulative capability theories are identified. Originality/value paper presents a novel uniquely comprehensive approach technological advancements practices, filling gap current assessments. BIM’s future disruptive industry, addressing challenges human-technology providing roadmap evolving organizational
Язык: Английский
Процитировано
0
Journal of Engineering, Год журнала: 2024, Номер 2024(1)
Опубликована: Янв. 1, 2024
The implementation of blockchain techniques in extensive building work undertakings has encountered multiple obstacles. barriers encompass a variety areas including technical, functional, economic, social, and standardization concerns. Notwithstanding the growing recognition prospective advantages technology among industry, there exists paucity literature that delves into obstacles implementing undertakings. purpose this study is to check difficulties attached with This research uses mixed‐method technique combines structural equation modelling (SEM) exploratory factor analysis (EFA) assess data gathered from survey construction industry experts. conclusions recommend large‐scale projects significantly impacted by various barriers, procedural, standardization, economic factors. reveals primary technical integration, functional are absence established norms, assimilating current systems, restricted utilization scenarios, respectively. Furthermore, revealed primary, hurdles for stakeholders’ reluctance change, disputes over ownership, challenge demonstrating definitive return on investment. study’s implications indicate should establish uniform methodology effectively tackles brought light study. results provide great views different stakeholders such as managers, investors, regulators, regarding involved projects. underscore necessity standardized approach implement insight crucial professionals, informing strategic decisions overcome identified facilitate seamless integration blockchain, thereby enhancing efficiency transparency industry.
Язык: Английский
Процитировано
3
Sustainable and Resilient Infrastructure, Год журнала: 2024, Номер 9(4), С. 349 - 366
Опубликована: Март 13, 2024
Triple Bottom Line (TBL)-based project proposal evaluation is highly data-intensive. The above challenge elevated when considering the complex nature of construction projects. Emerging concepts, such as Building Information Modeling (BIM), provide a data repository that aids TBL-based evaluation. Despite national-level BIM mandates, there lack BIM-based TBL performance tools. Hence, this study developed plugin toolkit to automate water supply infrastructure projects by performance. This incorporates unique methodology integrates environmental product declarations, social life cycle impact, and costing. case revealed selected had superior while bid price was slightly higher (6.5%) than lowest-cost proposal. proposed method provides user-friendly tool for promotes implementation in industry.
Язык: Английский
Процитировано
2
Journal of Engineering Research, Год журнала: 2024, Номер unknown
Опубликована: Сен. 1, 2024
Язык: Английский
Процитировано
2