Automated monitoring innovations for efficient and safe construction practices

Results in Engineering, Год журнала: 2024, Номер 22, С. 102057 - 102057

Опубликована: Апрель 2, 2024

As construction projects increase in complexity, there are growing challenges with conventional monitoring methods terms of efficiency, safety, and competitiveness. Traditional supervision techniques labour-intensive, intermittent, prone to errors. Hence, this study statistically evaluates the potential advantages photogrammetry, sensors, algorithms enable continuous automated monitoring. The results survey were analysed compare manual systems. outcome shows that Malaysian industry is aware Automated Monitoring Innovations for Efficient Safe Construction Practices. top ranked factor was Photogrammetry which had a relative importance index (RII) 0.821 straightforward site 0.812 accelerated 3D BIM modelling. RII sensors track labourers, apparatus, progress real time 0.82, while hazard anticipation 0.796. Automation achieved reduction fatigue by 0.784, labour intensity 0.792, demands 0.768, as measured RII. A conceptual framework developed incorporates measurable improvements schedules, quality control. solutions, opposed human examinations error, provided exhaustive geographical data ongoing surveillance notwithstanding obstacles pertaining cost, cybersecurity, privacy, integration. must incorporate new technology, strategic change management, investments, supporting regulations profitability, efficiency competition complexity increase.

Язык: Английский

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Hyper-personalization for enhancing customer loyalty and satisfaction in Customer Relationship Management (CRM) systems

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

In the dynamic realm of customer-centric business models, organizations are increasingly adopting advanced technologies and strategies to augment capabilities Customer Relationship Management (CRM) systems. This study delves into transformative concept hyper-personalization its profound impact on enhancing customer loyalty satisfaction within CRM frameworks. Key enablers artificial intelligence (AI) machine learning (ML), which play a pivotal role in this evolution. These empower systems analyse extensive datasets, extracting valuable insights individual behaviours, preferences, needs. The incorporation predictive analytics recommendation engines allows real-time customization interactions, ensuring customers receive personalized content, product recommendations, communication channels tailored their unique profiles. paper explores tools integral strategies, underscoring importance data-driven decision-making. data platforms (CDPs) highlighted as essential that unify disparate sources create comprehensive profile. Additionally, segmentation assist categorizing based diverse criteria, facilitating targeted interactions. integration these enhances ability deliver contextually relevant experiences, fostering stronger emotional connections between brands. for involve multi-faceted approach, encompassing proactive communication, marketing campaigns, adaptive journeys. evaluates effectiveness personalization, where dynamically adjust content offers seamless experience. Furthermore, examines omnichannel hyper-personalization, exploring how various touchpoints contributes cohesive journey. By embracing can cultivate enduring relationships, ultimately driving enhanced today's competitive landscape.

Язык: Английский

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Explainable Artificial Intelligence (XAI) Approaches for Transparency and Accountability in Financial Decision-Making

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

Recently, there has been a growing trend in incorporating Artificial Intelligence (AI) into financial decision-making, prompting concerns about the transparency and accountability of these intricate systems. This study investigates impact Explainable (XAI) approaches alleviating improving decision-making processes. The paper commences by outlining current landscape AI applications finance, underscoring complex opaque nature advanced machine learning models. lack interpretability models presents significant challenge, as stakeholders, regulators, end-users often struggle to comprehend reasoning behind AI-driven decisions. opacity raises questions regarding trust, particularly critical scenarios. primary focus research centers on analysis implementation XAI techniques introduce Various methods, including rule-based systems, model-agnostic approaches, interpretable models, are scrutinized for their effectiveness producing understandable explanations explores how can be tailored meet distinct requirements domain, where is essential regulatory compliance stakeholder confidence. Moreover, delves potential mechanisms within institutions. By offering model outputs, not only enhances but also empowers professionals identify rectify biases, errors, or unethical behaviour algorithms. promoting accountability, addresses ethical facilitates responsible trustworthy deployment sector. This, turn, contributes advancement fair, reliable, secure

Язык: Английский

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Blockchain and Artificial Intelligence (AI) integration for revolutionizing security and transparency in finance

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

The convergence of Blockchain technology and Artificial Intelligence (AI) is exerting a transformative influence, ushering in new epoch security transparency within the financial sector. This amalgamation effectively addresses pivotal challenges faced by conventional systems, presenting inventive solutions to heighten efficiency, diminish fraud, amplify transparency. Blockchain, functioning as decentralized tamper-resistant ledger, introduces paradigm shift transactions. Its capacity establish an unalterable record transactions ensures that once data recorded, it remains impervious modification, thereby furnishing unparalleled level security. inherent attribute positions optimal choice for reinforcing systems against cyber threats fraudulent activities. On other hand, AI contributes predictive analytics, machine learning, automation forefront operations. integration finance enables real-time analysis, risk assessment, decision-making, optimizing processes elevating overall efficiency. When amalgamated with augments precision dependability data, cultivating more secure transparent ecosystem. A aspect this streamlining Know Your Customer (KYC) Anti-Money Laundering (AML) processes. nature facilitates storage customer mitigating identity theft, while algorithms adeptly analyze extensive datasets pinpoint flag suspicious not only but also adherence regulatory requirements. Smart contracts, distinctive feature automate enforce contractual agreements, diminishing reliance on intermediaries minimizing probability human error. can be seamlessly integrated into these contracts enhance their adaptability responsiveness evolving market conditions, further refining ushered all stakeholders have access singular version truth, fostering trust Furthermore, incorporation fraud detection management heightens proactive identification potential threats, safeguarding institutions clientele. As increasingly embrace integration, industry stands brink revolution safeguards existing paves way innovative efficient ecosystems.

Язык: Английский

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Artificial Intelligence (AI) and Internet of Things (IoT) - based sensors for monitoring and controlling in architecture, engineering, and construction: applications, challenges, and opportunities

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

The fusion of Artificial Intelligence (AI) and the Internet Things (IoT) has brought about a paradigm shift in realm architecture, engineering, construction (AEC), introducing intelligent sensing technologies that significantly enhance monitoring control. This study delves into varied applications, hurdles, prospects emerging from collaborative deployment AI IoT-based sensors within AEC domain. AI-equipped smart enable real-time structural health, energy consumption, environmental conditions both buildings infrastructure. These empower predictive maintenance, ensuring durability structures while minimizing downtime. Additionally, AI-driven analytics optimize resource allocation, improve safety protocols, streamline processes, thereby enhancing overall project efficiency. Through ongoing analysis data collected by integrated HVAC systems, elevators, lighting, maintenance teams can pre-emptively tackle potential malfunctions. Furthermore, synergy between IoT enables development with adaptive features. Sensors examine occupancy patterns, lighting preferences, temperature fluctuations play pivotal role crafting energy-efficient occupant-centric building designs. security privacy concerns associated sensor-generated give rise to critical issues necessitate robust cybersecurity measures. Interoperability challenges among diverse sensor networks platforms also present obstacles seamless integration. adoption these demands substantial investments infrastructure workforce training, requiring strategic approach for widespread acceptance. paper explores how capabilities contribute risk mitigation cost reduction across entire lifecycle. Moreover, ability collect analyze vast amounts empowers stakeholders make well-informed decisions, fostering innovation sustainability industry. By addressing underscoring benefits, it provides invaluable insights industry professionals, researchers, policymakers eager harness transformative construction.

Язык: Английский

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Enhanced product design and development using Artificial Intelligence (AI), Virtual Reality (VR), Augmented Reality (AR), 4D/5D/6D Printing, Internet of Things (IoT), and blockchain: A review

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

This research paper offers a thorough examination of the incorporation state-of-the-art technologies, such as Artificial Intelligence (AI), Virtual Reality (VR), Augmented (AR), 3D Printing, Internet Things (IoT), and Blockchain, with aim revolutionizing elevating product design development process. As industries undergo transformation seek inventive solutions, convergence these technologies emerges revolutionary strategy to streamline workflows, encourage collaboration, achieve unprecedented efficiencies. The utilization AI in is investigated pivotal catalyst, enabling automated analysis extensive datasets extract valuable insights. algorithms play crucial role intelligent decision-making, predicting trends, optimizing parameters, facilitating swift prototyping. are employed construct immersive environments, designers interact virtual prototypes real-time gain perspectives prior physical production. explores impact 4D/5D/6D Printing converting conceptual designs into tangible prototypes, expediting iterative process, reducing time-to-market. Furthermore, (IoT) scrutinized for its potential enhance functionality by incorporating smart sensors connectivity, allowing monitoring, data-driven improvements throughout lifecycle. Additionally, integration Blockchain technology examined ability establish transparent secure collaboration frameworks. ensures traceability iterations, safeguards intellectual property, cultivates trust among stakeholders decentralized ecosystem. cohesive presented comprehensive approach redefine traditional paradigms. concludes outlining future prospects this integrated approach, emphasizing necessity ongoing unlock full fostering innovation reshaping landscape development.

Язык: Английский

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Integrating Building Information Modelling (BIM) with ChatGPT, Bard, and similar generative artificial intelligence in the architecture, engineering, and construction industry: applications, a novel framework, challenges, and future scope

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

The architecture, engineering, and construction (AEC) sector is currently experiencing a profound shift in its paradigm through the incorporation of Building Information Modelling (BIM) advanced generative artificial intelligence (AI) technologies. This study delves into diverse applications this transformative integration, presenting pioneering framework for merging BIM with models like ChatGPT Bard. integrated approach outlined research paper has broad implications. Initially, it explores augmentation design process, where AI enhances creative input architects engineers by generating innovative alternatives rooted data. BIM's collaborative ethos extended natural language interfaces from ChatGPT, fostering seamless communication idea exchange among project stakeholders. In phase, integration streamlines real-time decision-making on-site personnel, providing AI-generated insights based on ensures heightened efficiency, cost-effectiveness, risk management. synergy between also harnessed simulation analysis, enabling predictions related to structural performance, energy environmental impact. introduces an seamlessly AI, prioritizing interoperability, data consistency, user-friendly interfaces. Designed adapt dynamic nature AEC projects, promotes continuous collaboration information exchange. It establishes standardized platform harnessing strengths both technologies, ensuring cohesive efficient workflow across lifecycle. Nevertheless, brings forth challenges, including security, ethical considerations, demand extensive computational resources. provides foundational upcoming studies industry practices, paving way more intelligent, collaborative, ecosystem.

Язык: Английский

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A Systematic Review of the Applications of AI in a Sustainable Building’s Lifecycle

Buildings, Год журнала: 2024, Номер 14(7), С. 2137 - 2137

Опубликована: Июль 11, 2024

Buildings significantly contribute to global energy consumption and greenhouse gas emissions. This systematic literature review explores the potential of artificial intelegence (AI) enhance sustainability throughout a building’s lifecycle. The identifies AI technologies applicable sustainable building practices, examines their influence, analyses implementation challenges. findings reveal AI’s capabilities in optimising efficiency, enabling predictive maintenance, aiding design simulation. Advanced machine learning algorithms facilitate data-driven analysis, while digital twins provide real-time insights for decision-making. also barriers adoption, including cost concerns, data security risks, While offers innovative solutions optimisation environmentally conscious addressing technical practical challenges is crucial its successful integration practices.

Язык: Английский

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Integrating ChatGPT, Bard, and leading-edge generative artificial intelligence in architectural design and engineering: applications, framework, and challenges

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

This research paper delves into the integration of advanced generative artificial intelligence (AI) models, such as ChatGPT, Bard, and similar architectures, within realms architectural design engineering. The comprehensive study explores various aspects, including applications, frameworks, challenges, prospective developments in context In domain design, investigates transformative impact on Architectural Theory, highlighting how AI fosters creativity innovation thinking. Design Process is scrutinized, showcasing models streamline ideation, iteration, collaboration among teams. role Representation Visualization explored, emphasizing its capacity to generate immersive realistic visualizations. Furthermore, examines influence Interior Design, Urban Planning, considers nuanced aspects Cultural Social factors, elucidating these technologies contribute inclusive context-sensitive practices. Within realm engineering, assesses Structural Engineering, demonstrating potential optimize innovate structural analysis designs for enhanced safety efficiency. It applications Building Systems Construction Management, illustrating can project workflows resource allocation. compliance with Codes Regulations analyzed, error reduction adherence standards. Additionally, probes Materials Technology, advancements material selection construction methodologies. also promoting Sustainability Environmental energy efficiency, reduce environmental impact, enhance overall sustainability. While presenting critically evaluates challenges posed by integrating domains, ethical considerations, bias mitigation, user adaptability. Finally, it outlines future directions development, necessity interdisciplinary collaboration, guidelines, ongoing fully harness shaping

Язык: Английский

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Metaverse as a cutting-edge platform for attaining Sustainable Development Goals (SDGs)

SSRN Electronic Journal, Год журнала: 2023, Номер unknown

Опубликована: Янв. 1, 2023

The Metaverse, an immersive virtual reality realm where users engage with computer-generated environments, is swiftly emerging as a transformative platform poised to address and propel Sustainable Development Goals (SDGs). This research delves into the intersections between Metaverse SDGs, shedding light on how this cutting-edge technology can be harnessed sustainable development across diverse sectors. Commencing comprehensive overview, paper details evolution, key components, capabilities of Metaverse. Underscoring its dynamic interactive essence, emphasizes potential revolutionize conventional approaches education, healthcare, environmental conservation, economic empowerment. A thorough analysis unveils Metaverse's role in democratizing education by transcending geographical boundaries providing inclusive learning environments. nature facilitates experiential learning, enhancing accessibility, fostering global collaboration fulfill SDG 4 (Quality Education). Additionally, explores contribute healthcare solutions through medical consultations, training professionals, simulating scenarios. innovative approach holds disparities, advance 3 (Good Health Well-being), improve overall public health. Environmental sustainability takes center stage serves for raising awareness about climate change, promoting practices, eco-friendly solutions. aligns 13 (Climate Action) 15 (Life Land), emphasizing capacity inspire real-world stewardship. Economic empowerment addressed discussions economies within highlighting opportunities entrepreneurship, job creation, financial inclusion. exploration corresponds 1 (No Poverty), 8 (Decent Work Growth), 10 (Reduced Inequality).

Язык: Английский

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