BIM Integration with XAI Using LIME and MOO for Automated Green Building Energy Performance Analysis

Energies, Journal Year: 2024, Volume and Issue: 17(13), P. 3295 - 3295

Published: July 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

Language: Английский

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Status, Challenges and Future Directions in the Evaluation of Net-Zero Energy Building Retrofits: A Bibliometrics-Based Systematic Review

Energies, Journal Year: 2024, Volume and Issue: 17(15), P. 3826 - 3826

Published: Aug. 2, 2024

Net-zero energy building (NZEB), an initiative to address conservation and emission reduction, has received widespread attention worldwide. This study aims systematically explore recent challenges in NZEB retrofit research through a mixed-method approach provide recommendations future directions. A review of 106 documents (2020–2024) retrieved from the Web Science Scopus databases found that globalization is unstoppable. Assessment methods are diverse, ranging modeling efficiency (using different software such as DesignBuilder 7.0, PVsyst 7.4, EnergyPlus 24.1.0, etc.) multi-attribute decision-making (e.g., DEMATEL-AHP/ANP-VIKOR) comparative analysis. Current assessment metrics dominated by economic benefits net present value, dynamic payback period, total operating cost) consumption electricity generation), with less consideration environmental impacts carbon reduction), well comfort thermal indoor comfort). The current mainly include “Low feasibility retrofitting”, “Building code irrationality”, “Insufficient understanding, communication, trust between stakeholders”. To overcome these challenges, also proposes framework strategies them, including (1) maximizing natural space, (2) introducing tenant equity system, (3) upgrading waste management, (4) strengthening monitoring, (5) establishing complete life cycle mechanisms, (6) providing systemic solutions; (7) promoting use low-carbon materials, (8) increasing policy support.

Language: Английский

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Unleashing the Power of AI

Advances in finance, accounting, and economics book series, Journal Year: 2025, Volume and Issue: unknown, P. 45 - 64

Published: Jan. 14, 2025

Artificial intelligence (AI) is a powerful force that reshaping multiple sectors of the economy, including energy industry. Its ability to analyze vast amounts data and make quick decisions has potential revolutionize landscape. However, this transformation also brings about concept creative destruction, where new technologies innovations replace existing ones, leading both economic growth disruption in established industries. The fusion AI destruction sector presents challenges opportunities for businesses policymakers alike. Along with this, it aims provide framework understand significant role causing radical changes various sectors, resource distribution, production, security, consumption, related business areas. As continues advance, expected have an increasing impact on pave way more sustainable efficient future.

Language: Английский

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Integration of Renewable Energy Systems Into Smart Cities

IGI Global eBooks, Journal Year: 2025, Volume and Issue: unknown, P. 387 - 404

Published: April 17, 2025

A necessary step in creating a sustainable, secure and resilient smart cities is the integration of renewable energy systems. The expansion increasing demand make adoption technologies, solar, wind geothermal power, vital to reduce carbon footprint create clean highly efficient use energy. Digital innovations such as Internet Things (IoT), artificial intelligence (AI) blockchain bring about framework for city usage resources management optimization. This chapter discusses technological, economic, policy aspects incorporating into urban context from perspective grids, storage options, decentralized power generation, intelligent However, there are tremendous benefits energy, conservation environment, economic progress, well augmentation community's resilience. Further research advancement infrastructure be able overcome technical challenges instance issues intermittency, limitations, complexities grid integration. Limited funds test financial constraints, especially, high initial cost projects necessitate innovative funding mechanism supportive frameworks. There also social equity concerns that must managed provide utilization affordable all communities, regardless income.

Language: Английский

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Cost-effective and optimal pathways to selecting building microgrid components – The resilient, reliable, and flexible energy system under changing climate conditions

Energy and Buildings, Journal Year: 2024, Volume and Issue: unknown, P. 114896 - 114896

Published: Oct. 1, 2024

Language: Английский

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Financing the Transformation to Net Zero Goals: IREDA Investment for Sustainable Initiatives

Approaches to global sustainability, markets, and governance, Journal Year: 2024, Volume and Issue: unknown, P. 69 - 93

Published: Jan. 1, 2024

Language: Английский

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Towards energy efficient buildings by digital transformation of the building lifecycle

Energy Informatics, Journal Year: 2024, Volume and Issue: 7(1)

Published: Sept. 20, 2024

Language: Английский

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Transition Approaches towards Positive Energy Districts: A Systematic Review

Buildings, Journal Year: 2024, Volume and Issue: 14(10), P. 3039 - 3039

Published: Sept. 24, 2024

The positive energy district (PED) concept is attracting growing research interest; however, the need for practical approaches to facilitate their implementation remains crucial. This study, framed in COST Action ‘Positive Energy Districts European Network’, offers a comprehensive review of roadmaps, pathways, and guidelines—namely ‘PED-Transition Approaches’—currently available support district-scale innovative models, thereby advancing transitions enhancing livability at city level. involved systematic search web scraping documents, including scientific grey literature, as well EU-funded projects’ reports. studies were identified according multiple filters eligibility criteria, then categorised structured repository using multidimensional matrix, finally examined following three-levels detail (i.e., bibliometric study) overview in-depth analysis. findings reflect main characteristics, gaps, challenges PED by underlying effective step-by-step, user-centric, context-based transition approaches. In conclusion, research, building on an extensive literature inspirational methodologies associated use cases, strong basis develop sequential pathways among key stakeholders short–medium-term perspective towards climate-neutral vision.

Language: Английский

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Future Directions and Emerging Trends

Advances in environmental engineering and green technologies book series, Journal Year: 2024, Volume and Issue: unknown, P. 39 - 58

Published: Oct. 16, 2024

In order to examine the future of solar energy, chapter focuses on developments in photovoltaic materials, energy storage technologies, smart grid integration, and panel design. It also looks at how production distribution are affected by IoT artificial intelligence technology. The worldwide shift sustainable alternatives will be accelerated sustained research, funding, policy support. hybrid systems government support regulations may foster innovation.

Language: Английский

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