A Generative AI-Enabled Design Tool: Analysing problematic projects for improved productivity and cost efficiency
A Generative AI-Enabled Design Tool: Analysing problematic projects for improved productivity and cost efficiency
批准号:
10077663
负责人:
金额:
$8.82万
依托单位:
依托单位国家:
英国
项目类别:
Collaborative R&D
财政年份:
2023
资助国家:
英国
项目状态:
已结题
起止时间:
2023 至 --
中文摘要
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英文摘要
This proposal is a **feasibility study** exploring a novel Generative AI approach addressing the critical construction challenge of time and cost overruns caused by re-work.**Project entails the following activities**:* Explore feasibility of developing an AI-enabled design tool as a solution using data from previous projects to analyse problematic projects identifying issues requiring additional oversight and management to avoid re-work and time/cost overruns.* Provide AI expertise in developing/deploying Applied AI solutions for construction industry through collaboration between a party in need of the solution and a party that can develop it.Critical factors limiting improvements in productivity in the construction industry are time and cost overruns due to unforeseen challenges and re-work. This project has the potential to unlock huge productivity improvements.**Areas of focus**Our project focuses on the following themes:**Data Driven Decision Making:*** **_Better project delivery_**: using past project data and industry wide benchmarks to develop estimators for accurate project plans; reducing likelihood of delays/cost overruns.* **_Enhanced safety_**: using data to identify safety risks and proactive mitigating measures.* _**Quality control**_: using data to monitor quality of workmanship on construction projects to meet quality standards and avoid rework.**Design:*** _**Generative design**_: using AI to generate new design options based on set parameters/constraints.* **_Analysing problematic projects_**: using AI to analyse data from previous construction projects to identify patterns and predict future outcomes.InnovationsOur project sets the foundations for developing a Generative AI-enabled design tool to analyse problematic projects using data recorded by construction companies; offering valuable insights enables them to take proactive measures, allocate resources effectively, make informed decisions to mitigate risks; resulting in overall improved outcomes, productivity, and cost efficiency.Our solution provides a step-change on how AI solutions are applied in the construction industry from a siloed problem-specific approach to a holistic system-based approach.**Relevance**Our project explores suitability of using Generative AI-enabled systems for the following capabilities:1. **Data analysis**: analyse large volumes of project data; identifying patterns/anomalies.2. **Risk prediction**: analyse historical project data; identifying/predicting risks/hazards likely leading to problematic projects.3. **Real-Time Monitoring**: monitoring ongoing construction projects by integrating data; detecting deviations from the project plan.4. **Natural Language Processing**: analyse textual project documentation data; extracting valuable insights.5. **Benchmarking/Comparative Analysis**: compare project data with industry benchmarks/best practices; identifying projects performing below expectations or at higher cost/time overrun risks.6. **Human-in-the-Loop**: explore inclusion of humans in guiding AI processes and influencing results.
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