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Multi-hazard Structural Health Monitoring, Bridging Sensing, Data Analytics, and Digital Twin Systems

38th RI Transportation Forum

October 24, 2025

PIs: Mehrshad Amini, CVE/OCE

Co-PI: Sumanta Das, CVE; Christopher Baxter, CVE/OCE; Aaron Bradshaw, CVE; Vahid Jahangiri, MCE. Paolo Stegagno, ELE; Che-Wei Chang, OCE; Aser Abbas, CVE.

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Background

  • In the U.S., the number of "fair" condition bridges has increased, surpassing "good" bridges.
  • The number of “good" condition bridges has decreased in recent years.
  • The aging infrastructure can lead to unexpected failure, downtime, and safety risk.
  • At the current rate of investment, it will take until 2071 to make all the repairs that are currently necessary.
  • The additional deterioration over the next 50 years will become overwhelming. 

Source: Federal Highway Administration

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Background (RI)

  • According to the 2025 report published by the American Society of Civil Engineers (ASCE), Rhode Island (RI) has a high percentage of structurally deficient bridges in the country:
    • ASCE Grade for RI bridges is D-
  • The Washington Bridge incident highlighted the importance of assessing the performance of bridges during their lifetime.
  • RI also has the second-highest coast-to-total area ratio in the United States (over 675 kilometers of coastline):
    • Many bridges are vulnerable to sea-level rise, storm surge, and scour.

Warren bridges are exposed to a 100-year storm surge (RI Statewide Planning Program - STORMTOOLS).

American Society of Civil Engineers. (2025). Report card for Rhode Island's infrastructure: https://infrastructurereportcard.org/state-item/rhode-island/

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Background (RI)

  • This data is from SHM, which includes more than 200 sensors to measure the stress and movement of elements of the eastbound Washington Bridge, RI.

Washington Bridge, RI

Source: RIDOT Website

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Objectives

  • This project initiates an advanced center for “Structural Health Monitoring, Data Analytics, and Digital Twin Systems”:
    • A real-world implementation of a selected bridge in RI for real-time structural health monitoring using advanced sensing equipment and systems (collaboration with RIDOT and GEO-INSTRUMENTS).
  • List of equipment:
    • Accelerometer and strain gauge
    • Water level sensors
    • Sonar-based scour sensor
    • Vibrating wire piezometers
    • Temperature sensors
    • High-speed video cameras
    • Data acquisition system and cloud platform

Conceptual drawing for the structural health monitoring instrumentation.

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Selected Bridge in RI

  • A study by the Rhode Island Statewide Planning Program (RISPP 2016):
    • Vulnerability of Municipal Transportation Assets to Sea Level Rise and Storm Surge:
    • Barrington and Warren Bridges have the highest vulnerability rate and could be potential candidates.
  • OCE Senior Capstone Project 2021-2022:
    • Assessed the current risk to the Rt. 114 Warren Bridge (2009 Redesign) from storm surge and sea level rise -> The current design of the Rt. 114 Warren Bridge will not fail due to uplift, vessel impact forces, scour, or wave impact forces.

Vulnerability score/index

Source: RISPP 2016

Source: RISPP 2016

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Selected Bridge in RI

  • OCE Senior Capstone Project 2021-2022:
    • Assessed the current risk to the Rt. 114 Warren Bridge (2009 Redesign) from storm surge and sea level rise -> The current design of the Rt. 114 Warren Bridge will not fail due to uplift, vessel impact forces, scour, or wave impact forces.

Source of original map: RIDOT

Rt. 114 Warren Bridge

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Source: RIDOT Inspection report (04/22/2025)

Rt. 114 Warren Bridge

  • Maximum span length: 68 ft; maximum bridge height: 15 ft; number of spans: 4; prestressed concrete box girder.

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Install sensors and collect real-time data

    • CVE 455*
    • CVE 483*
    • ELE 456
    • OCE 311*

Analyze the recorded data (AI/ML)

    • CVE 455
    • CVE 483
    • OCE 408
    • MCE 534*

Build digital twin for the structure

    • CVE 498*
    • OCE 496
    • MCE 491

Inform decisions

    • Broader impacts
      • CVE 354
      • EGR courses

Sonar depth sensors (NEXSENS)

FE modeling: e.g., OpenSees

Probe 2 sensors (AD-SIGNVM)

August 27-28, 2025

Educational Integration of Bridge Health Monitoring and Digital Twin (targeting ~150 undergraduate students per year at URI)

CVE 455: Structural Damage Control, Mitigation, and Rehabilitation; CVE 483: Shallow Foundations; OCE 311: Coastal Measurements and Applications; MCE 534: Vibration-Based Structural Health Monitoring; CVE 498: Civil Engineering Capstone

Proposed Framework

The 38th RI Transportation Forum at URI Memorial Union, Friday, October 24, 2025

  • Damage diagnosis
  • Damage Prognosis
  • Virtual Sensing

AI portal for decision-making

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THANK YOU!�mehrshad.amini@uri.edu��Questions?

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