# Research on the mechanism of walking error in large-span sludge scraper

**Authors:** Yifan Wang, Rui Jiang

PMC · DOI: 10.1038/s41598-025-31778-5 · Scientific Reports · 2025-12-15

## TL;DR

This paper studies why large sludge scrapers sometimes go off track and develops a model to predict and reduce these errors.

## Contribution

A new kinematic model with a Δ correction factor is introduced to improve prediction accuracy of walking errors in large-span sludge scrapers.

## Key findings

- The Δ correction factor reduces prediction error of the critical deviation angle by about 91%.
- The model's reliability is confirmed through experiments using laser and rainfall sensors.

## Abstract

To address walking errors such as rail-biting and derailment in large-span sludge scrapers, this study establishes a kinematic theoretical model to describe the geometric motion relationship between the scraper’s wheels and rails. Based on this model, the constraint conditions for rail-biting and derailment are derived, including the critical deviation angle and the permissible wheel–rail clearance. To better match real engineering conditions, a Δ correction factor is introduced to account for chamfers, transition arcs, and structural deviations of the wheel–rail system.An experimental platform was built to validate the model, using high-precision laser ranging sensors and rainfall sensors to monitor wheel–rail distance variations under both normal and critical states. The results show that the Δ correction reduces the prediction error of the critical deviation angle by about 91%, confirming the model’s reliability. This study clarifies the geometric mechanism of scraper walking errors and provides a theoretical basis for the synchronous control and safety optimization of large-span sludge scrapers.

## Full-text entities

- **Chemicals:** water (MESH:D014867), steel (MESH:D013232)

## Full text

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## Figures

15 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12808641/full.md

## References

2 references — full list in the complete paper: https://tomesphere.com/paper/PMC12808641/full.md

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Source: https://tomesphere.com/paper/PMC12808641