Research article Topical Sections

Biodiesel from blended microalgae and waste cooking oils: Optimization, characterization, and fuel quality studies

  • Received: 22 September 2023 Revised: 23 January 2024 Accepted: 01 February 2024 Published: 11 March 2024
  • Petrodiesel is an unsustainable and undependable fuel owing to its environmental concerns and depleting reserves. Biodiesel is a sustainable alternative fuel to petrodiesel with a better fuel quality and minimum environmental impacts. However, cost-effective biodiesel production requires the use of a sustainable feedstock and process optimization. This study explored biodiesel yield optimization from mixed microalgae oil (MO) and waste cooking oil (WCO). The use of mixed feedstock for biodiesel production relieves the rising demands; lowers feedstock costs; and improves the fuel quality, engine performance, and pollutants emission characteristics. MO was extracted from dried microalgae biomass by the Soxhlet method using hexane. The MO and WCO were purified and characterized, and an oil blend with suitable properties (best in kinematic viscosity, density, higher heating value, and acid value compared to other blends) was selected. The transesterification experiments designed by central composite design were optimized using the response surface methodology. Experimental results underwent regression analysis to develop a quadratic model equation for predicting the optimum level of parameters and biodiesel yield. Model fitness and variables effects on biodiesel yield were studied using analysis of variance. The optimization experiment achieved 98.82% oil conversion rate at the catalyst loading of 2.0 w/v%, molar ratio of 12:1 v/v, reaction temperature of 60 ℃, and reaction time of 100 min. A triplicate validation experiments achieved 97.72% conversion rate, which is very close to the model predicted result (99.1%). Biodiesel from MO-WCO showed a better cetane number (77.76), iodine value (12.90 gI2/100 g), acid value (0.049 mg KOH/g), HHV (43.25 MJ/kg), kinematic viscosity (4.50 mm2/s), pour point (–2.5 ℃), and flash point (180 ℃). In conclusion, the study revealed that transesterification of blended MO-WCO led to a maximum biodiesel and the reaction time and temperature were found to be the most significant factors affecting the yield of biodiesel. Furthermore, biodiesel from blended MO-WCO is a sustainable and environmentally friendly alternative fuel source which can contribute towards a promising industrial scale biodiesel production in the future.

    Citation: Dejene Beyene, Dejene Bekele, Bezu Abera. Biodiesel from blended microalgae and waste cooking oils: Optimization, characterization, and fuel quality studies[J]. AIMS Energy, 2024, 12(2): 408-438. doi: 10.3934/energy.2024019

    Related Papers:

  • Petrodiesel is an unsustainable and undependable fuel owing to its environmental concerns and depleting reserves. Biodiesel is a sustainable alternative fuel to petrodiesel with a better fuel quality and minimum environmental impacts. However, cost-effective biodiesel production requires the use of a sustainable feedstock and process optimization. This study explored biodiesel yield optimization from mixed microalgae oil (MO) and waste cooking oil (WCO). The use of mixed feedstock for biodiesel production relieves the rising demands; lowers feedstock costs; and improves the fuel quality, engine performance, and pollutants emission characteristics. MO was extracted from dried microalgae biomass by the Soxhlet method using hexane. The MO and WCO were purified and characterized, and an oil blend with suitable properties (best in kinematic viscosity, density, higher heating value, and acid value compared to other blends) was selected. The transesterification experiments designed by central composite design were optimized using the response surface methodology. Experimental results underwent regression analysis to develop a quadratic model equation for predicting the optimum level of parameters and biodiesel yield. Model fitness and variables effects on biodiesel yield were studied using analysis of variance. The optimization experiment achieved 98.82% oil conversion rate at the catalyst loading of 2.0 w/v%, molar ratio of 12:1 v/v, reaction temperature of 60 ℃, and reaction time of 100 min. A triplicate validation experiments achieved 97.72% conversion rate, which is very close to the model predicted result (99.1%). Biodiesel from MO-WCO showed a better cetane number (77.76), iodine value (12.90 gI2/100 g), acid value (0.049 mg KOH/g), HHV (43.25 MJ/kg), kinematic viscosity (4.50 mm2/s), pour point (–2.5 ℃), and flash point (180 ℃). In conclusion, the study revealed that transesterification of blended MO-WCO led to a maximum biodiesel and the reaction time and temperature were found to be the most significant factors affecting the yield of biodiesel. Furthermore, biodiesel from blended MO-WCO is a sustainable and environmentally friendly alternative fuel source which can contribute towards a promising industrial scale biodiesel production in the future.



    加载中


    [1] Bhuiya MMK, Rasul MG, Khan MMK, et al. (2015) Prospects of 2nd generation biodiesel as a sustainable fuel - Part 2: Properties, performance and emission characteristics. Renew Sustain Energy Rev 55: 1129–1146. https://doi.org/10.1016/j.rser.2015.09.086. doi: 10.1016/j.rser.2015.09.086
    [2] Pinzi S, Leiva D, López-García I, et al. (2014) Latest trends in feedstocks for biodiesel production. Biofuels Bioprod Biorefining 8: 126–143. https://doi.org/10.1002/bbb.1435. doi: 10.1002/bbb.1435
    [3] Dharmalingam B, Annamalai S, Areeya S, et al. (2023) Bayesian regularization Neural Network-Based machine learning approach on optimization of CRDI-Split injection with waste cooking oil biodiesel to improve diesel engine performance. Energies 16: 1019. https://doi.org/10.3390/en16062805. doi: 10.3390/en16062805
    [4] Ijaz M, Bahtti KH, Anwar Z, et al. (2016) Production, optimization and quality assessment of biodiesel from Ricinus communis L. oil. J Radiat Res Appl Sci 9: 180–184. https://doi.org/10.1016/j.jrras.2015.12.005. doi: 10.1016/j.jrras.2015.12.005
    [5] Dharma S, Masjuki HH, Ong HC, et al. (2016) Optimization of biodiesel production process for mixed Jatropha curcas-Ceiba pentandra biodiesel using response surface methodology. Energy Convers Manag 115: 178–190. http://dx.doi.org/10.1016/j.enconman.2016.02.034. doi: 10.1016/j.enconman.2016.02.034
    [6] Brahma S, Nath B, Basumatary B, et al. (2022) Biodiesel production from mixed oils: A sustainable approach towards industrial biofuel production. Chem Eng J Adv 10: 100284. https://doi.org/10.1016/j.ceja.2022.100284. doi: 10.1016/j.ceja.2022.100284
    [7] Nwabuokei JTNPI (2019) Optimization of biodiesel production from castor seed oil using NaOH catalyst. Int J Sci Res 8: 2046–2050. https://www.ijsr.net/archive/v8i2/ART20195574.
    [8] Silitonga AS, Masjuki HH, Mahlia TMI, et al. (2013) Overview properties of biodiesel diesel blends from edible and non-edible feedstock. Renew Sustain Energy Rev 22: 346–360. http://dx.doi.org/10.1016/j.rser.2013.01.055. doi: 10.1016/j.rser.2013.01.055
    [9] Beyene D, Abdulkadir M, Befekadu A (2022) Production of biodiesel from mixed castor seed and microalgae oils : Optimization of the production and fuel quality assessment. Int J Chem Eng 2022: 1–14. https://doi.org/10.1155/2022/1536160. doi: 10.1155/2022/1536160
    [10] Demirbas A, Bafail A, Ahmad W, and Sheikh M, (2016) Biodiesel production from non-edible plant oils. Energy Explor Exploi 34: 290–318. https://doi.org/10.1177/0144598716630166. doi: 10.1177/0144598716630166
    [11] Zhu Z, Sun J, Fa Y, et al. (2022) Enhancing microalgal lipid accumulation for biofuel production. Front Microbiol 13: 1–11. https://doi.org/10.3389/fmicb.2022.1024441. doi: 10.3389/fmicb.2022.1024441
    [12] Zhang S, Zhang L, Xu G, et al. (2022) A review on biodiesel production from microalgae: Influencing parameters and recent advanced technologies. Front Microbiol 13: 1–20. https://doi.org/10.3389/fmicb.2022.970028. doi: 10.3389/fmicb.2022.970028
    [13] Narula V, Thakur A, Uniyal A, et al. (2017) Process parameter optimization of low temperature transesterification of algae-Jatropha Curcas oil blend. Energy 119: 983–988. https://doi.org/10.1016/j.energy.2016.11.043. doi: 10.1016/j.energy.2016.11.043
    [14] Hassani M, Najafpour GD, Mohammadi M (2016) Transesterification of waste cooking oil to biodiesel using γ-alumina coated on zeolite pellets. J Mater Environ Sci 7: 1193–1203.
    [15] Talebian-Kiakalaieh A, Amin NAS, Mazaheri H (2012) A review on novel processes of biodiesel production from waste cooking oil. Appl Energy 104: 683–710. https://doi.org/10.1016/j.apenergy.2012.11.061. doi: 10.1016/j.apenergy.2012.11.061
    [16] Cordero-Ravelo V, Schallenberg-Rodriguez J (2018) Biodiesel production as a solution to waste cooking oil (WCO) disposal. Will any type of WCO do for a transesterification process? A quality assessment. J Environ Manage 228: 117–129. https://doi.org/10.1016/j.jenvman.2018.08.106. doi: 10.1016/j.jenvman.2018.08.106
    [17] Sahar, Sadaf S, Iqbal J, et al. (2018) Biodiesel production from waste cooking oil: An efficient technique to convert waste into biodiesel. Sustain Cities Soc 41: 220–226. https://doi.org/10.1016/j.scs.2018.05.037. doi: 10.1016/j.scs.2018.05.037
    [18] Milano J, Ong HC, Masjuki HH, et al. (2018) Physicochemical property enhancement of biodiesel synthesis from hybrid feedstocks of waste cooking vegetable oil and Beauty leaf oil through optimized alkaline-catalysed transesterification. Waste Manag 80: 435–449. https://doi.org/10.1016/j.wasman.2018.09.005. doi: 10.1016/j.wasman.2018.09.005
    [19] Rawat I, Kumar RR, Mutanda T, et al. (2013) Biodiesel from microalgae: A critical evaluation from laboratory to large scale production. Appl Energy 103: 444–467. https://doi.org/10.1016/j.apenergy.2012.10.004. doi: 10.1016/j.apenergy.2012.10.004
    [20] Chisti Y. (2007) Biodiesel from microalgae: Research review paper, Biotechnology Advances, Vol. 25,294–306. https://doi.org/10.1016/j.biotechadv.2007.02.001. doi: 10.1016/j.biotechadv.2007.02.001
    [21] Enwereuzoh U, Harding K, Low M (2020) Characterization of biodiesel produced from microalgae grown on fish farm wastewater. SN Appl Sci 2. https://doi.org/10.1007/s42452-020-2770-8. doi: 10.1007/s42452-020-2770-8
    [22] Leong WH, Zaine SNA, Ho YC, et al. (2019) Impact of various microalgal-bacterial populations on municipal wastewater bioremediation and its energy feasibility for lipid-based biofuel production. J Environ Manage 249: 109384. https://doi.org/10.1016/j.jenvman.2019.109384. doi: 10.1016/j.jenvman.2019.109384
    [23] Chhandama MVL, Satyan KB, Changmai B, et al. (2022) Microalgae as a feedstock for the production of biodiesel: A review. Bioresour Technol Reports 15: 100771. https://doi.org/10.1016/j.biteb.2021.100771. doi: 10.1016/j.biteb.2021.100771
    [24] Bibi F, Ali MI, Ahmad M, et al. (2022) Production of lipids biosynthesis from Tetradesmus nygaardii microalgae as a feedstock for biodiesel production. Fuel 326: 124985. https://doi.org/10.1016/j.fuel.2022.124985. doi: 10.1016/j.fuel.2022.124985
    [25] Khoo KS, Ahmad I, Chew KW, et al. (2023) Enhanced microalgal lipid production for biofuel using different strategies including genetic modification of microalgae: A review. Prog Energy Combust Sci 96: 101071. https://doi.org/10.1016/j.pecs.2023.101071. doi: 10.1016/j.pecs.2023.101071
    [26] Banković-Ilić IB, Stamenković OS, Veljković VB (2012) Biodiesel production from non-edible plant oils. Renew Sustain Energy Rev 16: 3621–3647. https://doi.org/10.1016/j.rser.2012.03.002. doi: 10.1016/j.rser.2012.03.002
    [27] Pacheco D, Rocha ACS, Garcia A, et al. (2021) Municipal wastewater: A sustainable source for the green microalgae chlorella vulgaris biomass production. Appl Sci 2021: 1–16. https://doi.org/10.3390/app11052207. doi: 10.3390/app11052207
    [28] Fattah IMR, Noraini MY, Mofijur M, et al. (2020) Lipid extraction maximization and enzymatic synthesis of biodiesel from microalgae. Appl Sci 10: 61063. https://doi.org/10.3390/app10176103. doi: 10.3390/app10176103
    [29] Khoo KS, Chew KW, Yew GY, et al. (2020) Recent advances in downstream processing of microalgae lipid recovery for biofuel production. Bioresour Technol 304: 122996. https://doi.org/10.1016/j.biortech.2020.122996. doi: 10.1016/j.biortech.2020.122996
    [30] Abu N, Ahmed A, Ali A, et al. (2023) Process optimization and simulation of biodiesel synthesis from waste cooking oil through supercritical transesterification reaction without catalyst. J Phys Energy 2023: 1–13. https://doi.org/10.1088/2515-7655/acb6b3. doi: 10.1088/2515-7655/acb6b3
    [31] Asanu M, Beyene D, Befekadu A (2022) Removal of hexavalent chromium from aqueous Solutions Using Natural Zeolite Coated with Magnetic Nanoparticles: Optimization, Kinetics, and equilibrium studies. Adsorpt Sci Technol 2022: 1–22. https://doi.org/10.1155/2022/8625489. doi: 10.1155/2022/8625489
    [32] Ali OM, Mamat R, Najafi G, et al. (2015) Optimization of biodiesel-diesel blended fuel properties and engine performance with ether additive using statistical analysis and response surface methods. Energies 8: 14136–14150. https://doi.org/10.3390/en81212420. doi: 10.3390/en81212420
    [33] Pradhan S, Madankar CS, Mohanty P, et al. (2012) Optimization of reactive extraction of castor seed to produce biodiesel using response surface methodology. Fuel 97: 848–855. https://doi.org/10.1016/j.fuel.2012.02.052. doi: 10.1016/j.fuel.2012.02.052
    [34] Nivea DLDS, Regina M, Maciel W, et al. (2006) Optimization of biodiesel production from castor oil. Appl Biochem Biotechnol 130: 405–414. https://doi.org/10.1385/ABAB:130:1:405 doi: 10.1385/ABAB:130:1:405
    [35] Jeong GT, Yang HS, Park DH (2009) Optimization of transesterification of animal fat ester using response surface methodology. Bioresour Technol 100: 25–30. https://doi.org/10.1016/j.biortech.2008.05.011. doi: 10.1016/j.biortech.2008.05.011
    [36] Mehta K, Jha MK, Divya N (2018) Statistical optimization of biodiesel production from Prunus armeniaca oil over strontium functionalized calcium oxide. Res Chem Intermed 44: 7691–7709. https://doi.org/10.1007/s11164-018-3581-z. doi: 10.1007/s11164-018-3581-z
    [37] Nakpong P, Wootthikanokkhan S (2010) Roselle (Hibiscus sabdariffa L.) oil as an alternative feedstock for biodiesel production in Thailand. Fuel 89: 1806–1811. https://doi.org/10.1016/j.fuel.2009.11.040. doi: 10.1016/j.fuel.2009.11.040
    [38] Liu XYÃ, Zeng J, Shi G, et al. (2008) Optimization of conversion of waste rapeseed oil with high FFA to biodiesel using response surface methodology. J Renewable Energy 33: 1678–1684. https://doi.org/10.1016/j.renene.2007.09.007. doi: 10.1016/j.renene.2007.09.007
    [39] Hanna M, Fangrui M (1999) Biodiesel production: a review. Bioresour Technol 70: 1–15.
    [40] Shahid EM, Jamal Y (2011) Production of biodiesel: A technical review. Renew Sustain Energy Rev 15: 4732–4745. https://doi.org/10.1016/j.rser.2011.07.079. doi: 10.1016/j.rser.2011.07.079
    [41] Davis R, Aden A, Pienkos PT (2011) Techno-economic analysis of autotrophic microalgae for fuel production. Appl Energy 88: 3524–3531. https://doi.org/10.1016/j.apenergy.2011.04.018. doi: 10.1016/j.apenergy.2011.04.018
    [42] Indhumathi P, Shabudeen PSS, Shoba US (2014) A method for production and characterization of biodiesel from green micro algae. Int J Bio-Science Bio-Technology 6: 111–122. https://doi.org/10.14257/ijbsbt.2014.6.5.11. doi: 10.14257/ijbsbt.2014.6.5.11
    [43] Aklilu EG, Kasirajan R, Jiru EB, et al. (2022) Ultrasonic supported oil extraction, process modeling, and optimization by response surface methodology tool from Croton Macrostachyus leaf. Biomass Convers Biorefinery. https://doi.org/10.1007/s13399-022-02357-9. doi: 10.1007/s13399-022-02357-9
    [44] Dias JM, Araújo JM, Costa JF, et al. (2013) Biodiesel production from raw castor oil. Energy 53: 58–66. https://doi.org/10.1016/j.energy.2013.02.018. doi: 10.1016/j.energy.2013.02.018
    [45] Kusumo F, Mahlia TMI, Shamsuddin AH, et al. (2022) Optimisation of biodiesel production from mixed Sterculia foetida and rice bran oil. Int J Ambient Energy 43: 4380–4390. https://doi.org/10.1080/01430750.2021.1888802. doi: 10.1080/01430750.2021.1888802
    [46] Sani S, Kaisan MU, Kulla DM, et al. (2018) Determination of physico chemical properties of biodiesel from Citrullus lanatus seeds oil and diesel blends. Ind Crops Prod 122: 702–708. https://doi.org/10.1016/j.indcrop.2018.06.002. doi: 10.1016/j.indcrop.2018.06.002
    [47] Hawrot-Paw M, Ratomski P, Koniuszy A, et al. (2021) Fatty acid profile of microalgal oils as a criterion for selection of the best feedstock for biodiesel production. Energies 14: 1–14. https://doi.org/10.3390/en14217334. doi: 10.3390/en14217334
    [48] Maltsev Y, Maltseva K (2021) Fatty acids of microalgae: diversity and applications. Rev Environ Sci Biotechnol 20: 515–547. https://doi.org/10.1007/s11157-021-09571-3. doi: 10.1007/s11157-021-09571-3
    [49] Singh D, Sharma D, Soni SL, et al. (2019) Chemical compositions, properties, and standards for di ff erent generation biodiesels: A review. Fuel 253: 60–71. https://doi.org/10.1016/j.fuel.2019.04.174. doi: 10.1016/j.fuel.2019.04.174
    [50] Sakthivel R, Ramesh K, Purnachandran R, et al. (2018) A review on the properties, performance and emission aspects of the third generation biodiesels: Renew Sustain Energy Rev 82: 2970–2992. https://doi.org/10.1016/j.rser.2017.10.037. doi: 10.1016/j.rser.2017.10.037
    [51] Atabani AE, Silitonga AS, Badruddin IA, et al. (2012) A comprehensive review on biodiesel as an alternative energy resource and its characteristics: Renew Sustain Energy Rev 16: 2070–2093. https://doi.org/10.1016/j.rser.2012.01.003. doi: 10.1016/j.rser.2012.01.003
    [52] Ong HC, Milano J, Silitonga AS, et al. (2019) Biodiesel production from Calophyllum inophyllum-Ceiba pentandra oil mixture: Optimization and characterization. J Clean Prod 219: 183–198. https://doi.org/10.1016/j.jclepro.2019.02.048. doi: 10.1016/j.jclepro.2019.02.048
    [53] Fadhil AB, Ahmed AI (2016) Production and evaluation of biodiesel from mixed castor oil and waste chicken oil. Energy Sources Part A Recover Util Enviro Eff 38: 2140–2147. https://doi.org/10.1080/15567036.2014.999178. doi: 10.1080/15567036.2014.999178
    [54] Suherman S, Abdullah I, Sabri M (2023) Evaluation of physicochemical properties composite biodiesel from waste cooking oil and schleichera oleosa oil. Energies 16: 5771. https://doi.org/10.3390/en16155771. doi: 10.3390/en16155771
    [55] Fadhil AB, Al-Tikrity ETB, Albadree MA (2017) Biodiesel production from mixed non-edible oils, castor seed oil and waste fish oil. Fuel 210: 721–728. https://doi.org/10.1016/j.fuel.2017.09.009. doi: 10.1016/j.fuel.2017.09.009
    [56] Adepoju TF (2020) Optimization processes of biodiesel production from pig and neem (Azadirachta indica a.Juss) seeds blend oil using alternative catalysts from waste biomass. Ind Crops Prod 149: 112334. https://doi.org/10.1016/j.indcrop.2020.112334. doi: 10.1016/j.indcrop.2020.112334
    [57] Narula V, Thakur A, Uniyal A, et al. (2017) Process parameter optimization of low temperature transesterification of algae-Jatropha Curcas oil blend. Energy 119: 983–988. https://doi.org/10.1016/j.energy.2016.11.043. doi: 10.1016/j.energy.2016.11.043
    [58] Kumar D, Das T, Giri BS, et al. (2019) Biodiesel production from hybrid non-edible oil using bio-support beads immobilized with lipase from Pseudomonas cepacia. Fuel 255: 115801. https://doi.org/10.1016/j.fuel.2019.115801. doi: 10.1016/j.fuel.2019.115801
    [59] Mujtaba MA, Masjuki HH, Kalam MA, et al. (2020) Ultrasound-assisted process optimization and tribological characteristics of biodiesel from palm-sesame oil via response surface methodology and extreme learning machine - Cuckoo search. Renew Energy 158: 202–214. https://doi.org/10.1016/j.renene.2020.05.158. doi: 10.1016/j.renene.2020.05.158
    [60] Adepoju TF, Ibeh MA, Udoetuk EN, et al. (2021) Quaternary blend of Carica papaya - Citrus sinesis - Hibiscus sabdariffa - Waste used oil for biodiesel synthesis using CaO-based catalyst derived from binary mix of Lattorina littorea and Mactra coralline shell. Renew Energy 171: 22–33. https://doi.org/10.1016/j.renene.2021.02.020. doi: 10.1016/j.renene.2021.02.020
    [61] Jena PC, Raheman H, Kumar GVP, et al. (2010) Biodiesel production from mixture of mahua and simarouba oils with high free fatty acids. Biomass Bioenergy 34: 1108–1116. https://doi.org/10.1016/j.biombioe.2010.02.019. doi: 10.1016/j.biombioe.2010.02.019
    [62] Adeniyi AG, Ighalo JO, Adeoye AS, et al. (2019) Modelling and optimisation of biodiesel production from Euphorbia lathyris using ASPEN Hysys. SN Appl Sci 1: 1–9. https://doi.org/10.1007/s42452-019-1522-0. doi: 10.1007/s42452-019-1522-0
    [63] Niju S, Vishnupriya G, Balajii M (2019) Process optimization of Calophyllum inophyllum -waste cooking oil mixture for biodiesel production using Donax deltoides shells as heterogeneous catalyst. Sustainable Environ Res 6: 1–12. https://doi.org/10.1186/s42834-019-0015-6. doi: 10.1186/s42834-019-0015-6
    [64] Malani RS, Shinde V, Ayachit S, et al. (2019) Ultrasound–assisted biodiesel production using heterogeneous base catalyst and mixed non–edible oils. Ultrason Sonochem 52: 232–243. https://doi.org/10.1016/j.ultsonch.2018.11.021. doi: 10.1016/j.ultsonch.2018.11.021
    [65] Abdulrahman A, Ali A, Alfazazi A (2021) Synthesis and process parameter optimization of biodiesel from jojoba oil using response surface methodology. Arab J Sci Eng 46: 6609–6617. https://doi.org/10.1007/s13369-020-05302-y. doi: 10.1007/s13369-020-05302-y
    [66] Gupta J, Agarwal M, Dalai AK (2016) Optimization of biodiesel production from mixture of edible and nonedible vegetable oils. Biocatal Agric Biotechnol 8: 112–120. https://doi.org/10.1016/j.bcab.2016.08.014. doi: 10.1016/j.bcab.2016.08.014
  • Reader Comments
  • © 2024 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(1092) PDF downloads(138) Cited by(4)

Article outline

Figures and Tables

Figures(9)  /  Tables(10)

Other Articles By Authors

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog