Investigation of correlation between chemical composition and properties of biodiesel using principal component analysis (PCA) and artificial neural network (ANN)
Article
Jahirul, M. I., Rasul, M. G., Brown, R. J., Senadeera, W, Hosen, M. A., Haque, R., Saha, S. C. and Mahlia, T. M. I.. 2021. "Investigation of correlation between chemical composition and properties of biodiesel using principal component analysis (PCA) and artificial neural network (ANN)." Renewable Energy. 168, pp. 632-646. https://doi.org/10.1016/j.renene.2020.12.078
| Article Title | Investigation of correlation between chemical composition and properties of biodiesel using principal component analysis (PCA) and artificial neural network (ANN) |
|---|---|
| ERA Journal ID | 4067 |
| Article Category | Article |
| Authors | Jahirul, M. I. (Author), Rasul, M. G. (Author), Brown, R. J. (Author), Senadeera, W (Author), Hosen, M. A. (Author), Haque, R. (Author), Saha, S. C. (Author) and Mahlia, T. M. I. (Author) |
| Journal Title | Renewable Energy |
| Journal Citation | 168, pp. 632-646 |
| Number of Pages | 15 |
| Year | 2021 |
| Publisher | Elsevier |
| Place of Publication | United Kingdom |
| ISSN | 0960-1481 |
| 1879-0682 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1016/j.renene.2020.12.078 |
| Web Address (URL) | https://www.sciencedirect.com/science/article/abs/pii/S0960148120320188 |
| Abstract | Biodiesel will provide a significant renewable energy source for transportation in the near future. In the present study, principal component analysis (PCA) has been used to understand the relationship between important properties of biodiesel and its chemical composition. Finally, several artificial intelligence-based models were developed to predict specific biodiesel properties based on their chemical composition. The experimental study was conducted in order to generate training data for the artificial neural network (ANN). Available (experimental) data from the literature was also employed for this modeling strategy. The analytical part of this study found a complex multi-dimensional correlation between chemical composition and biodiesel properties. Average numbers of double bonds in the chemical structure (representing the unsaturated component in biodiesel) and the poly-unsaturated component in biodiesel had a great impact on biodiesel properties. The simulation result in this study demonstrated that ANN is a useful tool for investigating the fuel properties from its chemical composition which eventually can replace the time consuming and costly experimental test. |
| Keywords | Biodiesel, Fuel Properties, Artificial neural network (ANN), Principle component analysis (PCA) |
| ANZSRC Field of Research 2020 | 401703. Energy generation, conversion and storage (excl. chemical and electrical) |
| Byline Affiliations | Queensland University of Technology |
| Central Queensland University | |
| School of Mechanical and Electrical Engineering | |
| Deakin University | |
| University of the Sunshine Coast | |
| University of Technology Sydney | |
| Institution of Origin | University of Southern Queensland |
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Senadeera, W., Alves-Filho, O. and Eikevik, T.. 2012. "Influence of atmospheric sublimation and evaporation on the heat pump fluid bed drying of bovine intestines." Drying Technology: an international journal. 30 (14), pp. 1583-1591. https://doi.org/10.1080/07373937.2012.699011Innovative approaches to teaching engineering drawing at tertiary institutions
Kosse, Vladis and Senadeera, Wijitha. 2011. "Innovative approaches to teaching engineering drawing at tertiary institutions." International Journal of Mechanical Engineering Education. 39 (4), pp. 323-333. https://doi.org/10.7227/IJMEE.39.4.5Hyperelastic constitutive relationship for the strain-rate dependent behavior of shoulder and other joint cartilages
Thibbotuwawa, N., Oloyede, A., Senadeera, W. and Gu, Y. T.. 2014. "Hyperelastic constitutive relationship for the strain-rate dependent behavior of shoulder and other joint cartilages." Goh, James (ed.) 15th International Conference on Biomedical Engineering (ICBME 2013). Singapore 04 - 07 Dec 2013 Heidelberg, Germany. https://doi.org/10.1007/978-3-319-02913-9_65Model for internal porosity development of different shaped foods
Senadeera, Wijitha. 2014. "Model for internal porosity development of different shaped foods." Thilakarathne, B. M. K. S., Rathnayake, H. M. A. P., Champa, W. A. H. and Wasala, W. M. C. B. (ed.) International Research Symposium on Postharvest Technology 2014: Safe Food for Healthy Life. Anuradapura, Sri-Lanka 19 Jun 2014 Anuradapura, Sri-Lanka.A novel approach for numerical simulation of plant tissue shrinkage during drying
Karunasena, H. C. P., Senadeera, W., Brown, R. J. and Gu, Y. T.. 2014. "A novel approach for numerical simulation of plant tissue shrinkage during drying." Thilakaratne, B. M. K. S., Rathnayake, H. M. A. P., Champa, W. A. H. and Wasala, W. M. C. B. (ed.) International Research Symposium on Postharvest Technology 2014: Safe Food for Healthy Life. Anuradapura, Sri-Lanka 19 Jun 2014 Anuradapura, Sri-Lanka.Carbon-based silicon nanohybrid anode materials for rechargeable lithium ion batteries
Sitinamaluwa, Hansinee, Zhang, Shanqing, Senadeera, Wijitha, Will, Geoffrey and Yan, Cheng. 2016. "Carbon-based silicon nanohybrid anode materials for rechargeable lithium ion batteries." Materials Technology: Advanced Performance Materials. 31 (14), pp. 872-883. https://doi.org/10.1080/10667857.2015.1104824Strained graphitic carbon nitride for hydrogen purification
de Silva, S. W., Du, A., Senadeera, W. and Gu, Y.. 2017. "Strained graphitic carbon nitride for hydrogen purification." Journal of Membrane Science. 528, pp. 201-205. https://doi.org/10.1016/j.memsci.2017.01.034Physical mechanisms underlying the strain-rate-dependent mechanical behavior of kangaroo shoulder cartilage
Thibbotuwawa, Namal, Oloyede, Adekunle, Li, Tong, Singh, Sanjileena, Senadeera, Wijitha and Gu, YuanTong. 2015. "Physical mechanisms underlying the strain-rate-dependent mechanical behavior of kangaroo shoulder cartilage." Applied Physics Letters. 107 (10). https://doi.org/10.1063/1.4929498Drying characteristics and quality of grape under physical pretreatment
Adiletta, G., Russo, P., Senadeera, W. and Di Matteo, M.. 2016. "Drying characteristics and quality of grape under physical pretreatment." Journal of Food Engineering. 172, pp. 9-18. https://doi.org/10.1016/j.jfoodeng.2015.06.031SPH-DEM approach to numerically simulate the deformation of three‑dimensional RBCs in non‑uniform capillaries
Polwaththe-Gallage, Hasitha-Nayanajith, Saha, Suvash C., Sauret, Emily, Flower, Robert, Senadeera, Wijitha and Gu, YuanTong. 2016. "SPH-DEM approach to numerically simulate the deformation of three‑dimensional RBCs in non‑uniform capillaries." BioMedical Engineering OnLine. 15 (2 (Supplement)), pp. 349-370. https://doi.org/10.1186/s12938-016-0256-0Novel trends in numerical modelling of plant food tissues and their morphological changes during drying - a review
Rathnayaka Mudiyanselage, C. M., Karunasena, H. C. P., Gu, Y. T., Guan, L. and Senadeera, W.. 2017. "Novel trends in numerical modelling of plant food tissues and their morphological changes during drying - a review." Journal of Food Engineering. 194, pp. 24-39. https://doi.org/10.1016/j.jfoodeng.2016.09.002An artificial neutral network (ANN) model for predicting biodiesel kinetic viscosity as a function of temperature and chemical compositions
Jahirul, M. L., Senadeera, W., Brooks, P., Brown, R. J., Situ, R., Pham, P. X. and Masri, A. R.. 2013. "An artificial neutral network (ANN) model for predicting biodiesel kinetic viscosity as a function of temperature and chemical compositions." Piantadosi, J., Anderssen, R. S. and Boland, J. (ed.) 20th International Congress on Modelling and Simulation (MODSIM2013). Adelaide, Australia 01 - 06 Dec 2013 Australia. Modelling and Simulation Society of Australia and New Zealand . https://doi.org/10.36334/modsim.2013.G6.jahirulA variable diffusivity model for the drying of spherical food particulates
Walker, Lauren and Senadeera, Wijitha. 2014. "A variable diffusivity model for the drying of spherical food particulates." Applied Mechanics and Materials. 553, pp. 94-99. https://doi.org/10.4028/www.scientific.net/AMM.553.94Optimisation of bio-oil extraction process from Beauty Leaf (Calophyllum inophyllum) oil seed as a second generation biodiesel source
Jahirul, M. I., Brown, J. R., Senadeera, W., Aswath, N., Laing, C., Leski-Taylor, J. and Rasul, M. G.. 2013. "Optimisation of bio-oil extraction process from Beauty Leaf (Calophyllum inophyllum) oil seed as a second generation biodiesel source." Procedia Engineering. 56, pp. 619-624. https://doi.org/10.1016/j.proeng.2013.03.168Influence of drying conditions on the moisture diffusion and fluidization quality during multi-stage fluidized bed drying of bovine intestine for pet food
Senadeera, W., Alves-Filho, O. and Eikevik, T.. 2013. "Influence of drying conditions on the moisture diffusion and fluidization quality during multi-stage fluidized bed drying of bovine intestine for pet food." Food and Bioproducts Processing. 91 (C4), pp. 549-557. https://doi.org/10.1016/j.fbp.2013.08.008Simulation of plant cell shrinkage during drying – a SPH–DEM approach
Karunasena, H. C. P., Senadeera, W., Brown, R. J. and Gu, Y. T.. 2014. "Simulation of plant cell shrinkage during drying – a SPH–DEM approach." Engineering Analysis with Boundary Elements. 44, pp. 1-18. https://doi.org/10.1016/j.enganabound.2014.04.004Neutral and charged boron-doped fullerenes for CO2 adsorption
de Silva, Suchitra W., Du, Aijun, Senadeera, Wijitha and Gu, YuanTong. 2014. "Neutral and charged boron-doped fullerenes for CO2 adsorption." Beilstein Journal of Nanotechnology. 5, pp. 413-418. https://doi.org/10.3762/bjnano.5.49Drying kinetics, quality changes and shrinkage of two grape varieties of Italy
Senadeera, W., Adiletta, G., Di Matteo, M. and Russo, P.. 2014. "Drying kinetics, quality changes and shrinkage of two grape varieties of Italy." Applied Mechanics and Materials. 553, pp. 362-366. https://doi.org/10.4028/www.scientific.net/AMM.553.362A coupled SPH-DEM model for micro-scale structural deformations of plant cells during drying
Karunasena, H. C. P., Senadeera, W., Gu, Y. T. and Brown, R. J.. 2014. "A coupled SPH-DEM model for micro-scale structural deformations of plant cells during drying." Applied Mathematical Modelling: simulation and computation for engineering and environmental systems. 38 (15-16), pp. 3781-3801. https://doi.org/10.1016/j.apm.2013.12.004Physio-chemical assessment of beauty leaf (Calophyllum inophyllum)as second-generation biodiesel feedstock
Jahirul, M. I., Brown, R. J., Senadeera, W., Ashwath, N., Rasul, M. G., Rahman, M. M., Hossain, Farhad M., Moghaddam, Lalehvash, Islam, M. A. and O'Hara, I. M.. 2015. "Physio-chemical assessment of beauty leaf (Calophyllum inophyllum)as second-generation biodiesel feedstock." Energy Reports. 1, pp. 204-215. https://doi.org/10.1016/j.egyr.2015.10.003Investigation of the mechanical behavior of kangaroo humeral head cartilage tissue by a porohyperelastic model based on the strain-rate-dependent permeability
Thibbotuwawa, Namal, Oloyede, Adekunle, Senadeera, Wijitha, Li, Tong and Gu, YuanTong. 2015. "Investigation of the mechanical behavior of kangaroo humeral head cartilage tissue by a porohyperelastic model based on the strain-rate-dependent permeability." Journal of The Mechanical Behavior of Biomedical Materials. 51, pp. 248-259. https://doi.org/10.1016/j.jmbbm.2015.07.018Estimation of biodiesel properties from chemical composition – an artificial neural network (ANN) approach
Jahirul, M. I., Senadeera, W., Brown, R. J. and Moghaddam, L.. 2014. "Estimation of biodiesel properties from chemical composition – an artificial neural network (ANN) approach." International Scientific Journal of Environmental Science. 3 (3), pp. 1-7.Analysis of strain-rate dependent mechanical behavior of single chondrocyte: a finite element study
Gu, YuanTong, Nguyen, Trung Dung, Oloyede, Adekunle and Senadeera, Wijitha. 2014. "Analysis of strain-rate dependent mechanical behavior of single chondrocyte: a finite element study." International Journal of Computational Methods. 11 (1 (Supplement)), pp. 1344005-1. https://doi.org/10.1142/S0219876213440052A particle based model to simulate microscale morphological changes of plant tissues during drying
Karunasena, H. C. P., Senadeera, W., Brown, R. J. and Gu, Y. T.. 2014. "A particle based model to simulate microscale morphological changes of plant tissues during drying." Soft Matter. 10 (29), pp. 5249-5268. https://doi.org/10.1039/c4sm00526kA mesh free model for plant tissue deformations during drying
Karunasena, H. C. P., Senadeera, W., Brown, R. J. and Gu, Y. T.. 2014. "A mesh free model for plant tissue deformations during drying." Australian and New Zealand Industrial and Applied Mathematics (ANZIAM) Journal. 55 (EMAC2013), pp. C110-C137.The influence of abrasive pretreatment on hot air drying of grape
Adiletta, Giuseppina, Senadeera, Wijitha, Liguori, Loredana, Crescitelli, Alessio, Albanese, Donatella and Russo, Paula. 2015. "The influence of abrasive pretreatment on hot air drying of grape." Food and Nutrition Sciences. 6, pp. 355-364. https://doi.org/10.4236/fns.2015.63036Numerical investigation of plant tissue porosity and its influence on cellular level shrinkage during drying
Karunasena, H. C. P., Gu, Y. T., Brown, R. J. and Senadeera, W.. 2015. "Numerical investigation of plant tissue porosity and its influence on cellular level shrinkage during drying." Biosystems Engineering. 132, pp. 71-87. https://doi.org/10.1016/j.biosystemseng.2015.02.002Influence of drying conditions on the moisture diffusion during single stage and two stage fluidized bed drying of bovine intestine for pet food
Alves-Filho, O., Senadeera, W. and Eikevik, T.. 2013. "Influence of drying conditions on the moisture diffusion during single stage and two stage fluidized bed drying of bovine intestine for pet food." Goncharova-Alves, S., Alves-Filho, O. and Eikevik, T. M. (ed.) 6th Nordic Drying Conference (NDC2013). Copenhagen, Denmark 05 - 07 Jun 2013 Copenhagen, Denmark.Drying condition effects on fluidization quality and fluidization velocity at initial and final stages of cubical particulates for pet food
Alves-Filho, O., Senadeera, W. and Eikevik, T.. 2013. "Drying condition effects on fluidization quality and fluidization velocity at initial and final stages of cubical particulates for pet food." Goncharova-Alves, S., Alves-Filho, O. and Eikevik, T. M. (ed.) 6th Nordic Drying Conference (NDC2013). Copenhagen, Denmark 05 - 07 Jun 2013 Copenhagen, Denmark.Application of meshfree methods to numerically simulate microscale deformations of different plant food materials during drying
Karunasena, H. C. P., Brown, R. J., Gu, Y. T. and Senadeera, W.. 2015. "Application of meshfree methods to numerically simulate microscale deformations of different plant food materials during drying." Journal of Food Engineering. 146, pp. 209-226. https://doi.org/10.1016/j.jfoodeng.2014.09.011The use of artificial neural networks for identifying sustainable biodiesel feedstocks
Jahirul, Mohammed I., Brown, Richard J., Senadeera, Wijitha, O'Hara, Ian M. and Ristovski, Zoran D.. 2013. "The use of artificial neural networks for identifying sustainable biodiesel feedstocks." Energies. 6 (8), pp. 3764-3806. https://doi.org/10.3390/en6083764Scanning electron microscopic study of microstructure of gala apples during hot air drying
Karunasena, H. C. P., Hesami, P., Senadeera, W., Gu, Y. T., Brown, R. J. and Oloyede, A.. 2014. "Scanning electron microscopic study of microstructure of gala apples during hot air drying." Drying Technology: an international journal. 32 (4), pp. 455-468. https://doi.org/10.1080/07373937.2013.837479Numerical investigation of case hardening of plant tissue during drying and its influence on the cellular-level shrinkage
Karunasena, H. C. P., Gu, Y.T., Brown, R. J. and Senadeera, W.. 2015. "Numerical investigation of case hardening of plant tissue during drying and its influence on the cellular-level shrinkage." Drying Technology: an international journal. 33 (6), pp. 713-734. https://doi.org/10.1080/07373937.2014.982759Biodiesel production from non-edible beauty leaf (Calophyllum inophyllum) oil: process pptimization using response surface methodology (RSM)
Jahirul, Mohammad I., Koh, Wenyong, Brown, Richard J., Senadeera, Wijitha, O'Hara, Ian and Moghaddam, Lalehvash. 2014. "Biodiesel production from non-edible beauty leaf (Calophyllum inophyllum) oil: process pptimization using response surface methodology (RSM)." Energies. 7 (8), pp. 5317-5331. https://doi.org/10.3390/en7085317Numerical Modeling of Morphological Changes of Food Plant Materials during Drying
Karunasena, H. C. P. and Senadeera Wijitha. 2017. "Numerical Modeling of Morphological Changes of Food Plant Materials during Drying ." Zhang, Min, Bhandari, Bhesh and Fang, Zhongxiang (ed.) Handbook of Drying of Vegetables and Vegetable Products. United Kingdom. CRC Press. pp. 387-427Engine performance and emissions using Jatropha curcas, Ceiba pentandra and Calophyllum inophyllum biodiesel in a CI diesel engine
Ong, Hwai Chyuan, Masjuki, H. H., Mahlia, T. M. I., Silitonga, A. S., Chong, W. T. and Yusaf, Talal. 2014. "Engine performance and emissions using Jatropha curcas, Ceiba pentandra and Calophyllum inophyllum biodiesel in a CI diesel engine." Energy. 69, pp. 427-445. https://doi.org/10.1016/j.energy.2014.03.035Statistical diagnosis of the best weibull methods for wind power assessment for agricultural applications
Azad, Abul Kalam, Rasul, Mohammad Golam and Yusaf, Talal. 2014. "Statistical diagnosis of the best weibull methods for wind power assessment for agricultural applications." Energies. 7 (5), pp. 3056-3085. https://doi.org/10.3390/en7053056Development of Empirical Equations for Irradiance Profile of a Standard Parabolic Trough Collector Using Monte Carlo Ray Tracing Technique
Islam, Majedul, Karim, M. A., Saha, Suvash C., Miller, Sarah and Yarlagadda, Prasad K. D. V.. 2014. "Development of Empirical Equations for Irradiance Profile of a Standard Parabolic Trough Collector Using Monte Carlo Ray Tracing Technique." 3rd International Conference on Energy, Environment and Sustainable Development (EESD 2013). China 12 - 13 Nov 2013 Scientific.Net. https://doi.org/10.4028/www.scientific.net/AMR.860-863.180Production of biodiesel from Sterculia foetida and its process optimization
Silitonga, A. S., Ong, H. C., Masjuki, H. H., Mahlia, T. M. I., Chong, W. T. and Yusaf, Talal F.. 2013. "Production of biodiesel from Sterculia foetida and its process optimization ." Fuel: the science and technology of fuel and energy. 111, pp. 478-484. https://doi.org/10.1016/j.fuel.2013.03.051The Drying Constant and its Effect on the Shrinkage Constant of Different-Shaped Food Particulates
Senadeera, Wijitha. 2008. "The Drying Constant and its Effect on the Shrinkage Constant of Different-Shaped Food Particulates." International Journal of Food Engineering. 4 (8). https://doi.org/10.2202/1556-3758.1219Drying constant and shrinkage constant relations of different shaped food particulates: empirical models
Senadeera, W.. 2008. "Drying constant and shrinkage constant relations of different shaped food particulates: empirical models." Thorat, B. N. and Mujumdar, A. S. (ed.) 16th International Drying Symposium (IDS 2008). Hyderabad, India 09 - 12 Nov 2008 https://doi.org/10.1080/07373930903221812Fluidization characteristics of moist food particles
Senadeera, Wijitha, Wijesinghe, Bandu, Young, Gordon and Bhandari, Bhesh. 2006. "Fluidization characteristics of moist food particles." International Journal of Food Engineering. 2 (1), pp. 1-13. https://doi.org/10.2202/1556-3758.1047Modeling dimensional shrinkage of shaped foods in fluidized bed drying
Senadeera, Wijitha, Bhandari, Bhesh R., Young, Gordon and Wijesinghe, Bandu. 2005. "Modeling dimensional shrinkage of shaped foods in fluidized bed drying." Journal of Food Processing and Preservation. 29 (2), pp. 109-119. https://doi.org/10.1111/j.1745-4549.2005.00017.xInfluence of shapes of selected vegetable materials on drying kinetics during fluidized bed drying
Senadeera, Wijitha, Bhandari, Bhesh R., Young, Gordon and Wijesinghe, Bandu. 2003. "Influence of shapes of selected vegetable materials on drying kinetics during fluidized bed drying." Journal of Food Engineering. 58 (3), pp. 277-283. https://doi.org/10.1016/S0260-8774(02)00386-2Methods for effective fluidization of particulate food materials
Senadeera, Wijitha, Bhandari, Bhesh R., Young, Gordon and Wijesinghe, Bandu. 2000. "Methods for effective fluidization of particulate food materials." Drying Technology: an international journal. 18 (7), pp. 1537-1557. https://doi.org/10.1080/07373930008917792Physical properties and fluidization behaviour of fresh green bean particulates during fluidized bed drying
Senadeera, W., Bhandari, B., Young, G. and Wijesinghe, B.. 2000. "Physical properties and fluidization behaviour of fresh green bean particulates during fluidized bed drying." Food and Bioproducts Processing. 78 (C1), pp. 43-47. https://doi.org/10.1205/096030800532707This item comprises data from the following sources: Scopus