---
title: "Forecasting Failures: Smart Maintenance of Falling Film Evaporators in the Sugar Manufacturing industry"
description: Supercharging Lime Kiln Operations with Digital Twin and AI Innovation
---

[Industrial AI, Digital Transformation & Manufacturing Blog | Tridiagonal.ai ](https://tridiagonal.ai/blogs)

# [Forecasting Failures: Smart Maintenance of Falling Film Evaporators in the Sugar Manufacturing industry](https://tridiagonal.ai/blogs/forecasting-failures-smart-maintenance-of-falling-film-evaporators-in-the-sugar-manufacturing-industry)

 Written by [Karan Pandya](https://tridiagonal.ai/blogs/author/karan-pandya) | Aug 7, 2025 12:31:14 PM

[View full post](https://tridiagonal.ai/blogs/forecasting-failures-smart-maintenance-of-falling-film-evaporators-in-the-sugar-manufacturing-industry)

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