Principal Component Analysis in the Animal Products Precooling Process  Using Compressive Type Plate Cooler

Surya Muttalib; Nursigit Bintoro; Joko Nugroho Karyadi; Arifin Dwi Saputro

doi:10.23960/jtep-l.v14i1.182-193

Authors

Surya Muttalib Universitas Mataram
Nursigit Bintoro Universitas Gadjah Mada
Joko Nugroho Karyadi Universitas Gadjah Mada
Arifin Dwi Saputro Universitas Gadjah Mada

DOI:

https://doi.org/10.23960/jtep-l.v14i1.182-193

Abstract View: 217

Abstract

Precooling is a critical process in the post-harvest activities of vegetable and animal products. This research aimed to evaluate the relationship between animal products’ physical, mechanical, and chemical parameters and their relationship with the treatment combination of compressive force, cooling media, and type of animal product samples using a compressive type plate cooler. The research was carried out with three types of meat (beef, chicken, and fish), three compressive forces (0, 100, and 200 kg), and two types of cooling medium (ice cubes and dry ice). The results showed that PCA using XLSTAT could be used to reduce the number of parameters to two main components which could explain 75% of the total variation in the data set. PCA was able to group precooling treatments with cooling media based on the physical, chemical, and mechanical properties. Treatments using ice media for all types of meat and compressive forces were grouped in quadrants I and II, while those using dry ice media were grouped in quadrants III and IV. Based on the type of meat sample, the results of PCA were able to group beef and chicken samples in quadrants I and IV, while tuna fish samples were in quadrants II and III.

Keywords: Animal product, Cooling medium, Force compression, P recooling, PCA.

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Author Biographies

Surya Muttalib, Universitas Mataram

Teknik Pertanian

Nursigit Bintoro, Universitas Gadjah Mada

Department of Agricultural and Biosystem Engineering,

Faculty of Agricultural Technology, University of Gadjah Mada,

Jl. Flora 1, Bulaksumur, Yogyakarta 55281, Indonesia

Joko Nugroho Karyadi, Universitas Gadjah Mada

Department of Agricultural and Biosystem Engineering,

Faculty of Agricultural Technology, University of Gadjah Mada,

Jl. Flora 1, Bulaksumur, Yogyakarta 55281, Indonesia

Arifin Dwi Saputro, Universitas Gadjah Mada

Department of Agricultural and Biosystem Engineering,

Faculty of Agricultural Technology, University of Gadjah Mada,

Jl. Flora 1, Bulaksumur, Yogyakarta 55281, Indonesia

References

Anwar, S. (2018). Modifikasi pembobotan systemic important score dengan principal component analysis. Jurnal Ekonomi dan Pembangunan Indonesia, 18(2), 128–151. https://doi.org/10.21002/jepi.2018.08

Bao, H.N.D., Arason, S., & Þórarinsdóttir, K.A. (2007). Effects of dry ice and superchilling on quality and shelf life of arctic charr (Salvelinus alpinus) fillets. Journal International Journal of Food Engineering, 3(3). https://doi.org/10.2202/1556-3758.1093

Beier, S. (2006). Transport Phenomena in a Physical World. https://bookboon.com diakses 22 Juni 2022

Bita, S., Malekpouri, P., Mohammadian, T., Varzi, H.N., & Kochanian, P. (2015). Changes in biogenic amines and microbial loads in the muscle of orange-spotted grouper, Epinephelus coioides (Hamilton, 1822) during ice storage. Journal of Food Science and Technology, 52, 240–248. https://doi.org/10.1007/s13197-013-0973-3

Brosnan, T., & Sun, D-W. (2001). Precooling techniques and applications for horticultural products - a review Techniques de préréfrigération et applications pour les produits horticoles passées en revue. International Journal of Refrigeration, 24(2), 154-170. https://doi.org/10.1016/S0140-7007(00)00017-7

Choudhury, A.K.R. (2014). 6 - Colour measurement instruments. Principles of Colour and Appearance Measurement, 221–269. https://doi.org/10.1533/9780857099242.221

Costantini, A., Vaudano, E., Cravero, M.C., Petrozziello, M., Piano, F., Bernasconi, A., & Garcia-Moruno, E. (2016). Dry ice blasting, a new tool for barrel regeneration treatment. European Food Reseacrh and Technology, 242, 1673–1683. https://doi.org/10.1007/s00217-016-2667-3

Sasi, M., Jeyasekaran, G., Shanmugam, S.A., & Jeyashakila, R. (2000). Chilling fresh fish in dry and wet ice. Asian Fisheries Society, 13, 375-382. https://doi.org/10.33997/j.afs.2000.13.4.009.

Gao, H.Y. (2007). Methods of pre-cooling for fresh cod (gadus morhua) and influences on quality during chilled storage at -1.5˚c. [Final Project], UNU-FTP.

Giannoglou, M., Karra, Z., Platakou, E., Katsaros, G., Moatsou, G., & Taoukis, P. (2016). Effect of high pressure treatment applied on starter culture or on semi-ripened cheese in the quality and ripening of cheese in brine. Innovative Food Science & Emerging Technologies, 38(Part B), 312–320. https://doi.org/10.1016/j.ifset.2016.07.024

Girgel, U., (2021). Principle component analysis (PCA) of bean genotypes (Phaseolus vulgaris L.) concerning agronomic, morphological and biochemical characteristics. Applied Ecology and Environmental Research, 19(3), 1999–2011. https://doi.org/10.15666/aeer/1903_19992011

Hediyati, D., & Suartana, I.M. (2021). Penerapan principal component analysis (PCA) untuk reduksi dimensi pada proses clustering data produksi pertanian di Kabupaten Bojonegoro. JIEET (Journal of Information Engineering and Educational Technology), 5(2), 49–54. https://doi.org/10.26740/jieet.v5n2.p49-54

AOAC. (2006). Official methods of analysis. 18th Edition, Association of Official Analytical Chemists, Gaithersburgs, MD.

Jain, D., Ilyas, S.M., Pathare, P., Prasad, S., & Singh, H. (2005). Development of mathematical model for cooling the fish with ice. Journal of Food Engineering, 71(3), 324–329. https://doi.org/10.1016/j.jfoodeng.2005.03.035

Jeyasekaran, G., Ganesan, P., Shakila, R.J., Maheswari, K., & Sukumar, D. (2004). Dry ice as a novel chilling medium along with water ice for short-term preservation of fish Emperor breams, lethrinus (Lethrinus miniatus). Innovative Food Science & Emerging Technologies, 5(4), 485–493. https://doi.org/10.1016/j.ifset.2004.06.003

Karel, M., Fennema, O.R., & Lund, D.B. (1975). First Edition: Principles of Food Science: Part II, Physical Principles of Food Preservation. Marcel Dekker, Inc.

Ledesma, R.D., Valero-Mora, P., & Macbeth, G. (2015). The scree test and the number of factors: a dynamic graphics approach. The Spanish Journal of Psychology, 18, E11. https://doi.org/10.1017/sjp.2015.13

Li, X., Jiang, P., Song, J., & Lin, S. (2024). The characteristic terpenes in sea cucumber soaked in star anise solution were characterized by HS-SPME-GC–MS and PCA analysis. Food Chemistry, 434, 137485. https://doi.org/10.1016/j.foodchem.2023.137485

Muttalib, S.A., Bintoro, N., Karyadi, J.N.W., & Saputro, A.D. (2024). Development of method and apparatus to speed up cooling process of fish products. AIP Conference Proceedings, 2838, 020003. https://doi.org/10.1063/5.0180090

Delsen, M.S., Wattimena, A.Z., & Saputri, S. (2017). Penggunaan metode analisis komponen utama untuk mereduksi faktor-faktor inflasi di Kota Ambon. BAREKENG: Jurnal Ilmu Matematika dan Terapan. 11(2), 109–118. https://doi.org/10.30598/barekengvol11iss2pp109-118

Patel, A., Sao, A., Nair, S., Mandavi, J., & Tamrakar, N. (2022). Principal component analysis for eight quantitative traits in 55 indigenous rice germplasm (Oryza sativa L.). The Pharma Innovation Journal, 11(9), 1201-1206. www.thepharmajournal.com

Rahman, M.S. (2007). Handbook of Food Preservation Second Edition. CRC Press.

Ren, Q., Zhu, X., Li, J., Han, J., & Fang, K. (2023). Heat and mass transfer model for pork carcass precooling: Comprehensive evaluation and optimization. Food and Bioproducts Processing, 138, 70–85. https://doi.org/10.1016/j.fbp.2023.01.004

Schober, P., Boer, C., & Schwarte, L.A. (2018). Correlation coefficients: appropriate use and interpretation. Anesthesia & Analgesia, 126(5), 1763-1768. https://doi.org/10.1213/ANE.0000000000002864

Setyaningsih, D., Apriyantono, A., & Sari, M.P. (2010). Analisis Sensori untuk Industri Pangan dan Agro. Institut Pertanian Bogor Press, Bogor : 180 pp.

Sofi, F.R., Raju, C.V., Lakshmisha, I.P., & Singh, R.R. (2016). Antioxidant and antimicrobial properties of grape and papaya seed extracts and their application on the preservation of Indian mackerel (Rastrelliger kanagurta) during ice storage. Journal of Food Science and Technology. 53, 104–117. https://doi.org/10.1007/s13197-015-1983-0

Sriningsih, M., Hatidja, D., & Prang, J.D. (2018). Penanganan multikolinearitas dengan menggunakan analisis regresi komponen utama pada kasus impor beras di Provinsi Sulawesi Utara. Jurnal Ilmiah Sains, 18(1). https://doi.org/10.35799/jis.18.1.2018.19396

Stott, A.E., Kanna, S., Mandic, D.P., & Pike, W.T. (2017). An online NIPALS algorithm for partial least squares. 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 4177–4181. https://doi.org/10.1109/ICASSP.2017.7952943

Sun, D-W., & Hu, Z. (2003). CFD simulation of coupled heat and mass transfer through porous foods during vacuum cooling process. International Journal of Refrigeration, 26(1), 19–27. https://doi.org/10.1016/S0140-7007(02)00038-5

Tao, Y., Guo, Y., Li, J., Ye, K., Zhang, Y., Zeng, X., & Dou, H. (2023). Effect of temperature fluctuation during superchilling storage on the microstructure and quality of raw pork. Meat Science, 198, 109096. https://doi.org/10.1016/j.meatsci.2023.109096

Valtýsdóttir, K.L., Margeirsson, B., Arason, S., Lauzon, H.L., & Martinsdóttir, E. (2010). Guidelines for precooling of fresh fish during processing and choice of packaging with respect to temperature control in cold chains. Skýrsla Matís.

Vidal, N.P., Manful, C.F., Pham, T.H., Stewart, P., Keough, D., & Raymond, H., (2020). The use of XLSTAT in conducting principal component analysis (PCA) when evaluating the relationships between sensory and quality attributes in grilled foods. MethodsX, 7, 100835. https://doi.org/10.1016/j.mex.2020.100835

Wang, Q., Wang, Y., Li, M., Hadibi, T., Kang, L., & Liu, Q. (2024). Ice slurry preparation methods and their applicability to fruit and vegetable precooling systems: A critical review. International Journal of Refrigeration, 157, 60–72. https://doi.org/10.1016/j.ijrefrig.2023.10.016

Wang, S.K. (2000). Handbook of Air Conditioning and Refrigeration, Second Edition. McGraw-Hill.

Yan, W., & Rajcan, I. (2002). Biplot analysis of test sites and trait relations of soybean in Ontario. Crop Science, 42, 11–20. https://doi.org/10.2135/cropsci2002.1100

Zambrano, M.V., Dutta, B., Mercer, D.G., MacLean, H.L., & Touchie, M.F. (2019). Assessment of moisture content measurement methods of dried food products in small-scale operations in developing countries: A review. Trends in Food Science & Technology, 88, 484-496. https://doi.org/10.1016/j.tifs.2019.04.006