CFD Modeling and Analysis of Deck Ovens for Biscuit Baking

Manjit M. Khatal *

ICAR - Directorate of Onion and Garlic Research (DOGR), Pune, India.

Pooja P. Thul

b College of Agricultural Engineering and Technology, Dr. Balasaheb Sawant Konkan Krishi Vidyapeeth, Dapoli, Ratnagiri, India.

*Author to whom correspondence should be addressed.


Abstract

This study develops and evaluates a three-dimensional, transient Computational Fluid Dynamics (CFD) model to analyse heat transfer, airflow distribution, and temperature evolution during biscuit baking in a gas-fired deck oven. The oven geometry was created in SOLIDWORKS, and the CFD model was solved in ANSYS Fluent 2020 R1 using a pressure-based finite-volume formulation. The model included Reynolds-averaged Navier-Stokes turbulence with the standard k–ω closure, discrete ordinates radiation, and an evaporation-condensation treatment to represent coupled heat and mass transfer. Mesh and time-step sensitivity checks were performed. Experimental comparisons were conducted at an oven set point of 160 °C, with chamber-air temperatures evaluated during the empty-oven test up to 840 s and product-surface temperatures evaluated during 720 s of baking. The reported average relative discrepancies between CFD predictions and measurements were below 4.25% for chamber temperature and 3.68% for product surface temperature. Simulated temperature and velocity fields showed progressive heating, buoyancy-influenced recirculation, thermal boundary-layer development, and local air velocities ranging from approximately 0.15 to 1.53 m/s. The model therefore provides a useful framework for examining thermo-fluid behaviour and spatial non-uniformity in the tested deck-oven configuration. Predictions not directly supported by the available measurements are interpreted qualitatively.

Keywords: Computational fluid dynamics, deck oven, biscuit baking, heat transfer, airflow, model validation


How to Cite

Khatal, Manjit M., and Pooja P. Thul. 2026. “CFD Modeling and Analysis of Deck Ovens for Biscuit Baking”. Archives of Current Research International 26 (10):397-408. https://doi.org/10.9734/acri/2026/v26i102218.

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