I-Corps: Software Platform for the Assessment and Measurement of Port Disruptions

I-Corps:用于评估和测量港口中断的软件平台

基本信息

  • 批准号:
    2132729
  • 负责人:
  • 金额:
    $ 5万
  • 依托单位:
  • 依托单位国家:
    美国
  • 项目类别:
    Standard Grant
  • 财政年份:
    2021
  • 资助国家:
    美国
  • 起止时间:
    2021-06-01 至 2021-11-30
  • 项目状态:
    已结题

项目摘要

The broader impact/commercial potential of this I-Corps project may enable stakeholders to model the functional and economic impact of cross-organizational, inter-infrastructure disruptions to intermodal supply chain movements. The project directly addresses the need for more resilient supply chains. Just-in-time supply chains designed for efficiency can result in high-impact disruptions and motivate the need for stakeholders to understand economic losses on disruptions via secondary, operational effects on intermodal transportation networks. Planning tools for resilient supply chain movements should employ holistic threat models that enable stakeholders to consider tradeoffs between infrastructure complexity and operational efficiencies. The algorithms and envisioned software platform will help stakeholders to apply emerging threats to their infrastructure, quantify potential impacts, and strategically invest for increased community resilience.This I-Corps project integrates discrete-event simulation and network flow optimization to compute optimal, cost-minimizing vehicle and commodity flows through shipping ports. The simulation also reroutes goods based on non-linear costs and economic impacts. This optimization algorithm enhances the capabilities to capture capacity constraints and to model delays resulting from disrupted commodity movements. Routing vehicles and commodities is a non-deterministic polynomial-time hardness problem. Existing approaches use time-expanded networks to model commodity movements, but they result in scalability issues for large practical instances. The proposed optimizer adopts a dynamic approach to model discrete times and introduces delay nodes and arcs to accommodate container movements. The proposed optimizer also constrains per-unit-time flow rates of commodities (e.g. road capacity, crane rate) in a continuous-time framework, thus significantly enhancing scalability. The tool both estimates costs due to disruptions and finds least cost ways to effectively recover from or mitigate their impacts.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.
这个I-Corps项目的更广泛的影响/商业潜力可能使利益相关者能够模拟跨组织、跨基础设施中断对多式联运供应链运动的功能和经济影响。该项目直接解决了对更具弹性的供应链的需求。为提高效率而设计的准时制供应链可能会导致高影响的中断,并促使利益相关者需要通过对多式联运网络的次要运营影响来了解中断带来的经济损失。弹性供应链运动的规划工具应采用整体威胁模型,使利益相关者能够考虑基础设施复杂性和运营效率之间的权衡。算法和设想的软件平台将帮助利益相关者将新出现的威胁应用于他们的基础设施,量化潜在的影响,并战略性地投资于增加社区的弹性。I-Corps项目集成了离散事件模拟和网络流优化,以计算通过航运港口的最优、成本最小化的车辆和商品流。该模拟还基于非线性成本和经济影响来改变货物的路线。该优化算法增强了捕获容量约束和建模由中断的商品运动导致的延迟的能力。车辆与商品的路径选择是一个不确定的多项式时间困难问题。现有的方法使用时间扩展网络来模拟商品运动,但是它们会导致大型实际实例的可伸缩性问题。所提出的优化器采用动态方法对离散时间建模,并引入延迟节点和弧线来适应容器的移动。所提出的优化器还在连续时间框架中约束了商品的单位时间流量(例如道路容量,起重机速率),从而显着增强了可扩展性。该工具既可以估算中断造成的成本,又可以找到成本最低的方法,有效地从中断中恢复或减轻影响。该奖项反映了美国国家科学基金会的法定使命,并通过使用基金会的知识价值和更广泛的影响审查标准进行评估,被认为值得支持。

项目成果

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Lavanya Marla其他文献

Managing EMS systems with user abandonment in emerging economies
管理新兴经济体用户放弃的 EMS 系统
  • DOI:
    10.2139/ssrn.3213968
  • 发表时间:
    2019
  • 期刊:
  • 影响因子:
    2.6
  • 作者:
    Lavanya Marla;K. Krishnan;S. Deo
  • 通讯作者:
    S. Deo
Galactic Air Improves Ancillary Revenues with Dynamic Personalized Pricing
银河航空通过动态个性化定价提高辅助收入
  • DOI:
  • 发表时间:
    2022
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Arinbjörn Kolbeinsson;Naman Shukla;Akhil Gupta;Lavanya Marla;Kartik Yellepeddi
  • 通讯作者:
    Kartik Yellepeddi
Optimizing the Coordination of Ambulances and Drone-delivered Equipment Operated by Bystanders
优化旁观者操作的救护车和无人机交付设备的协调
  • DOI:
  • 发表时间:
    2020
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Jungeun Shin;Lavanya Marla
  • 通讯作者:
    Lavanya Marla
The impact of climate change on the recoverability of airline networks
气候变化对航空公司网络恢复能力的影响
  • DOI:
  • 发表时间:
    2021
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Jane Lee;Lavanya Marla;Parth Vaishnav
  • 通讯作者:
    Parth Vaishnav
From Average Customer to Individual Traveler: A Field Experiment in Airline Ancillary Pricing
从普通顾客到个人旅行者:航空公司辅助定价的现场实验
  • DOI:
  • 发表时间:
    2020
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Naman Shukla;A. Kolbeinsson;Lavanya Marla;Kartik Yellepeddi
  • 通讯作者:
    Kartik Yellepeddi

Lavanya Marla的其他文献

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{{ truncateString('Lavanya Marla', 18)}}的其他基金

Conference: Artificial Intelligence Summer School for Computer Science and Operations Research Education; College Park, Maryland; 19-24 May 2024
会议:计算机科学和运筹学教育人工智能暑期学校;
  • 批准号:
    2408982
  • 财政年份:
    2024
  • 资助金额:
    $ 5万
  • 项目类别:
    Standard Grant

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