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CAREER: Predictive Estimation for Managing Water Distribution Systems and Applications of Distributed Sensing Technologies

CAREER: Predictive Estimation for Managing Water Distribution Systems and Applications of Distributed Sensing Technologies
职业:管理供水系统的预测估计和分布式传感技术的应用
批准号:
1943428
负责人:
Polina Sela
金额:
$52.3万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
未结题
起止时间:
2020-09-01 至 2025-08-31

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英文摘要
This Faculty Early Career Development (CAREER) grant will support decision-making processes by water system managers to advance and promote intelligent and resilient water systems. Water distribution systems are critical components of our urban environments providing safe drinking water to our homes and businesses. This research will develop computational methods and tools for using data collected by new sensing devices placed throughout a water system’s distribution network. These tools will better estimate current system’s operation given current demands and necessary modifications given changing demands and uncertain hazards. The primary impact of this research is to bridge knowledge gaps toward intelligent water systems through dissemination of new scientific tools, training future engineers, and integrating research into education. This scientific research contributes to NSF’s mission to promote the progress of science, to advance national welfare, and to secure public water provisions.This project has a research and education plan that focuses on creating new models for predictive state estimation under limited observability through parameter identification, uncertainty quantification, and model reduction for large-scale intelligent water systems. Research activities include: (1) creating new state estimation models that seamlessly integrate heterogeneous measurements from distributed sensing devices; (2) generating flexible alternatives for reducing the dimensionality of the state estimation and uncertainty propagation problems by reducing the hydraulic models through structured elimination of nodes, demand aggregation, and identification of influential parameters; (3) creating new sensor placement strategies for best selection and location of heterogeneous metering instruments providing maximal information gain; and (4) estimating prediction bounds and quantifying prediction sensitivity to measurement, demand, and topology uncertainties. Outreach activities include stakeholders’ workshop that will engage water utilities and local agencies, tech and consulting companies to identify and present practical solutions for technology adoption; open-source toolkit and repository for reproducibility and dissemination of research outcomes and technical workshop for training future engineers in advanced modeling tools and increasing minority participation; battle of algorithms for sensor networks for state estimation as a mechanism to challenge and train researchers, create and share new scientific tools; water competition to get young people excited about engineering through fun, hands-on activity; and revamping engineering curriculum to adapt to the advances in sensing and computational technologies and integrate research into education.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(9)
专著(0)
科研奖励(0)
会议论文
MAGNets: Model Reduction and Aggregation of Water Networks
MAGNets:水网络的模型简化和聚合
DOI: 10.1061/jwrmd5.wreng-5486
发表时间: 2023
期刊: Journal of Water Resources Planning and Management
影响因子: 3.1
作者: [Thomas, Meghna, Sela, Lina]
通讯作者: Sela, Lina
Integrated approach for pipe failure prediction and condition scoring in water infrastructure systems
水基础设施系统中管道故障预测和状况评分的综合方法
DOI: 10.1016/j.ress.2021.108271
发表时间: 2022
期刊: Reliability Engineering & System Safety
影响因子: 8.1
作者: [Rifaai, Talha M., Abokifa, Ahmed A., Sela, Lina]
通讯作者: Sela, Lina
DOI: 10.1061/(asce)wr.1943-5452.0001550
发表时间: 2022-05
期刊: Journal of Water Resources Planning and Management
影响因子: 3.1
作者: [Lu Xing;L. Sela]
通讯作者: Lu Xing;L. Sela
Optimizing desalination for regional water systems: Integrating uncertainty, quality, and sustainability
优化区域水系统的海水淡化:整合不确定性、质量和可持续性
DOI: 10.1016/j.jclepro.2023.137785
发表时间: 2023
期刊: Journal of Cleaner Production
影响因子: 11.1
作者: [Hendrickson, Greg, Housh, Mashor, Sela, Lina]
通讯作者: Sela, Lina
7
    NSF-BSF: Collaborative Research: Solids and reactive transport processes in sewer systems of the future: modeling and experimental investigation
    • 批准号:
      2134594
    • 项目类别:
      Standard Grant
    • 资助金额:
      $21.0万
    • 财政年份:
      2024
    • 负责人:
      Polina Sela
    • 依托单位:
    NNA Research: Collaborative Research: Towards resilient water infrastructure in Alaska Native communities through knowledge co-production
    • 批准号:
      2220516
    • 项目类别:
      Standard Grant
    • 资助金额:
      $139.33万
    • 财政年份:
      2023
    • 负责人:
      Polina Sela
    • 依托单位:
    Collaborative Research: Joint Control of Hydraulics and Water Quality Dynamics in Drinking Water Networks
    • 批准号:
      2015658
    • 项目类别:
      Standard Grant
    • 资助金额:
      $26.38万
    • 财政年份:
      2020
    • 负责人:
      Polina Sela
    • 依托单位:
    LEAP-HI: Smart Sensing and Forecasting of Water Quality in the Water Distribution Network For Protection of Public Health
    • 批准号:
      1953206
    • 项目类别:
      Standard Grant
    • 资助金额:
      $200.0万
    • 财政年份:
      2020
    • 负责人:
      Polina Sela
    • 依托单位:
    海外基金