_____________________________________________________________________________________________________ *Corresponding author: E-mail: mystereo.rey14@gmail.com; Current Journal of Applied Science and Technology 39(5): 55-65, 2020; Article no.CJAST.51604 ISSN: 2457-1024 (Past name: British Journal of Applied Science & Technology, Past ISSN: 2231-0843, NLM ID: 101664541) Evaluation and Selection of Thin-layer Drying Models for Paddy Dried in Static Flat-bed Batch Dryer Lubna Sadaf Anchal 1 , Abhinav Dubey 1* and Prassana Kumar 1 1 College of Agricultural Engineering, University of Agricultural Sciences-GKVK, Bengaluru, India. Authors’ contributions This work was carried out in collaboration among all authors. All authors read and approved the final manuscript. Article Information DOI: 10.9734/CJAST/2020/v39i530546 Editor(s): (1) Dr. Ogunlade, Clement Adesoji, Adeleke University, Ede, Osun State, Nigeria. Reviewers: (1) Deepika Kohli, College of Technology and Engineering, Udaipur, India. (2) Yao Marcel Konan, Université Félix Houphouët-Boigny, Côte d’Ivoire. (3) Jackson Akpojaro, University of Africa Toru-Orua, Nigeria. Complete Peer review History: http://www.sdiarticle4.com/review-history/51604 Received 24 July 2019 Accepted 27 September 2019 Published 08 April 2020 ABSTRACT A Static flat-bed batch dryer was developed for drying paddy from harvesting moisture content (20 – 22%) to 12% for safe storage. The dryer mainly consisted of Blower, Heating chamber, Plenum chamber and drying chamber. Twenty kg paddy was dried in the developed dryer at two different inlet air flow rate (1 m 3 /min. and 1.26 m 3 /min). The machine has a capacity of 20 kg and temperature of drying air was 60 and 55°C respectively. The moisture content was recorded at every 15 minutes interval and moisture ratio plots were generated. The experimental data were fit in 8 different thin-layer drying models and statistical parameters along with the model constants were obtained. It was found that the Wang and Singh model with the highest values for R 2 and the least values of RMSE in selected drying conditions has the best fit. Henderson & Pabis and Newton models were also found suitable for describing the drying kinetics of paddy in the developed dryer. Keywords: Static flat-bed batch dryer; thin layer drying; curve fitting; mathematical modelling. Original Research Article