PIER-VIBE : Predictive Intelligence Engine for Resonance, Vibration, and Integrity in Bridge Environments
Authors/Creators
-
1.
Ronin Institute for Independent Scholarship 2.0
- 2. Rite of Renaissance
Description
PIER-VIBE (Predictive Intelligence Engine for Resonance, Vibration, and Integrity in Bridge Environments) is an AI-augmented hydro-structural governance framework for long-span offshore and riverine bridge infrastructure. The system integrates fluid-structure-soil interaction modeling, computational fluid dynamics, finite element structural analysis, physics-informed neural networks (PINNs), and real-time telemetry fusion to predict and mitigate critical bridge failure mechanisms including scour-induced foundation destabilization, resonance-driven dynamic instability, and cumulative fatigue degradation.
The framework is composed of three interconnected computational modules:
SSSE — Sub-Surface Scour Engine
HSCE — Hydro-Structural Coupling Evaluator
EFGL — Elastic Fatigue Governance Lock
PIER-VIBE continuously computes the Bridge Structural Health Index (BSHI), a real-time composite safety certification metric designed to provide predictive structural integrity governance under dynamic environmental loading conditions.
The project is classified within the Systems Safety & Engineering (AI-augmented) research domain and is released under the MIT License.
DOI: 10.5281/zenodo.20390646
OSF Preregistration : 10.17605/OSF.IO/YKWEG
Files
PIER-VIBE_Research_Paper.pdf
Files
(1.3 MB)
| Name | Size | Download all |
|---|---|---|
|
md5:122920556748a8486a8848ad60f4dd37
|
1.4 kB | Preview Download |
|
md5:612e11ad6a25f1ae2170856d35711fea
|
4.1 kB | Preview Download |
|
md5:181f50a8e20c5bc7e77dda82c85dd844
|
859 Bytes | Download |
|
md5:7bbb19758c02dcd9438dd3b80018dc18
|
264 Bytes | Preview Download |
|
md5:a945980ca090401b28d863e86bc37ac9
|
901 Bytes | Preview Download |
|
md5:0eaf8bff8bf3c3a7d70e2843e3ad882e
|
12.2 kB | Preview Download |
|
md5:0aa7dfd599e3d1425cf7a2efa913a7dd
|
264 Bytes | Preview Download |
|
md5:372da4b40872d6c013ae8830f3248d8f
|
677 Bytes | Preview Download |
|
md5:ba6cda51466c41cb31c856bcfb728fd0
|
1.1 kB | Download |
|
md5:69722e4fe64404c887c3338eef36e017
|
702 Bytes | Preview Download |
|
md5:3b813d48d99b0433cbf4f516ba469231
|
1.1 kB | Download |
|
md5:92279e1496bdb1dd9e2d06c2686fb0ea
|
1.9 kB | Download |
|
md5:1c7ced1b89d52b0ad9266441adaaaff3
|
721 Bytes | Download |
|
md5:f98d8a80f82de6e37a7a91561731d66d
|
1.3 kB | Download |
|
md5:76c14a9c80f720c187e316cd01dc34a0
|
648.8 kB | Preview Download |
|
md5:d9668ec0916e5a09f217f9a74b99286b
|
410.1 kB | Preview Download |
|
md5:bf27483eb8566de887f2dd9fb44b346e
|
48.4 kB | Download |
|
md5:21da034aef2a06fd85afed3c0e72b197
|
76.6 kB | Download |
|
md5:1045f7d79f9a7736bb99c732b677980f
|
10.0 kB | Preview Download |
|
md5:fceae39781b76e08f2213b7930374d6c
|
29.7 kB | Preview Download |
|
md5:0b894da39d2b00a07df040ec8f33154b
|
352 Bytes | Preview Download |
|
md5:ca2d17905520263ac571e115a48db0e0
|
189 Bytes | Preview Download |
|
md5:1e52bd051fa2241fa986783f16c16d59
|
1.1 kB | Preview Download |
|
md5:9a9bed1d6545ace6919b391dfc22410a
|
828 Bytes | Preview Download |
|
md5:c9e47dbb0e1927076ed7b2e1ec157be7
|
6 Bytes | Download |
Additional details
Software
- Repository URL
- https://github.com/gitdeeper12/PIER-VIBE
- Programming language
- Python
- Development Status
- Active
References
- Melville, B.W., & Coleman, S.E. (2000). Bridge Scour. Water Resources Publications.
- Richardson, E.V., & Davis, S.R. (2001). HEC-18: Evaluating Scour at Bridges. FHWA.
- Morison, J.R., et al. (1950). Force exerted by surface waves on piles. Petroleum Transactions of AIME.
- Shields, A. (1936). Bed-load movement and similarity principles.
- Baladi, S. (2026). DAMS-SLIP: Dynamic AI-Augmented Monitoring System for Seepage, Limit-state Integrity, and Piping. Zenodo. DOI: 10.5281/zenodo.20370291.
- Baladi, S. (2026). COREX: Causal Origin Resolution and Empirical eXamination. Zenodo. DOI: 10.5281/zenodo.20351233.
- Baladi, S. (2026). ENTRO-DASA: Dynamic Autonomous Sovereignty Algorithm. Zenodo. DOI: 10.5281/zenodo.20353988.
- Menter, F.R. (1994). Two-equation turbulence models. AIAA Journal.
- Biot, M.A. (1941). Theory of three-dimensional consolidation. Journal of Applied Physics.
- Chaboche, J.L. (1988). Continuum damage mechanics. Journal of Applied Mechanics.
- Farrar, C.R., & Worden, K. (2012). Structural health monitoring. Wiley.
- Sumer, B.M., & Fredsøe, J. (2002). The Mechanics of Scour in the Marine Environment.
- Wardhana, K., & Hadipriono, F.C. (2003). Bridge failure analysis. Journal of Performance of Constructed Facilities.
- Reese, L.C., & Van Impe, W.F. (2011). Single Piles and Pile Groups under Lateral Loading.