Skip to main content
Top

2023 | OriginalPaper | Chapter

Prediction and Optimization of Thermophysical Properties of Hybrid Cellulose Nanocrystal-Copper (II) Oxide Nanolubricant for Tribology Application

Authors : Sakinah Hisham, K. Kadirgama, D. Ramasamy, M. Samykano, N. W. Awang, Mohd Kamal Kamarulzaman

Published in: Proceedings of the 2nd Energy Security and Chemical Engineering Congress

Publisher: Springer Nature Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Response surface methodology (RSM) was used in conjunction with the miscellaneous design model to identify prediction models for the thermophysical properties of a hybrid cellulose nanocrystal-copper (II) oxide nanolubricant. Minitab 18 statistical analysis software and Response Surface Methodology (RSM) based on Central Composite Design (CCD) were utilised to generate an empirical mathematical model investigating the effect of concentration and temperature. Analysis of variance (ANOVA) is used to validate the significance of the developed empirical mathematical model. Thirteen experiments were conducted to obtain second-order polynomial equations for the desired specific heat capacity, thermal conductivity, and dynamic viscosity, outputs. The predicted values were found to be in reasonable agreement following the investigational finding. In addition, the models could predict more than 80% of the nanolubricant output variations, indicating that the model is accurate. In the optimization plot, the predicted optimal values for dynamic viscosity, thermal conductivity, and specific heat capacity are 2.3631, 0.1463, and 1.6311, respectively. The relevant parameters are 90 °C and 0.1 for temperature and concentration, respectively. The plotted composite is 0.6531. The findings of the percentage of absolute error (POAE) reveal that the model may precisely predict the optimum experimental parameters.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Hisham S, Kadirgama K, Mohammed HA, Kumar A, Ramasamy D, Samykano M, Rahman S (2020) Hybrid nanocellulose-copper (II) oxide as engine oil additives for tribological behavior improvement. Molecules 25(13):2975CrossRef Hisham S, Kadirgama K, Mohammed HA, Kumar A, Ramasamy D, Samykano M, Rahman S (2020) Hybrid nanocellulose-copper (II) oxide as engine oil additives for tribological behavior improvement. Molecules 25(13):2975CrossRef
2.
go back to reference Said Z, Rahman S, Assad MEH, Alami AH (2019) Heat transfer enhancement and life cycle analysis of a shell-and-tube heat exchanger using stable CuO/water nanofluid. Sustain Energy Technol Assess 31:306–317 Said Z, Rahman S, Assad MEH, Alami AH (2019) Heat transfer enhancement and life cycle analysis of a shell-and-tube heat exchanger using stable CuO/water nanofluid. Sustain Energy Technol Assess 31:306–317
3.
go back to reference Habibi H, Zoghi M, Chitsaz A, Javaherdeh K, Ayazpour M (2019) Thermo-economic performance comparison of two configurations of combined steam and organic Rankine cycle with steam Rankine cycle driven by Al2O3-therminol VP-1 based PTSC. Sol Energy 180:116–132CrossRef Habibi H, Zoghi M, Chitsaz A, Javaherdeh K, Ayazpour M (2019) Thermo-economic performance comparison of two configurations of combined steam and organic Rankine cycle with steam Rankine cycle driven by Al2O3-therminol VP-1 based PTSC. Sol Energy 180:116–132CrossRef
4.
go back to reference Mousavi SB, Heyhat MM (2019) Numerical study of heat transfer enhancement from a heated circular cylinder by using nanofluid and transverse oscillation. J Therm Anal Calorim 135(2):935–945CrossRef Mousavi SB, Heyhat MM (2019) Numerical study of heat transfer enhancement from a heated circular cylinder by using nanofluid and transverse oscillation. J Therm Anal Calorim 135(2):935–945CrossRef
5.
go back to reference Mahian O, Kolsi L, Amani M, Estellé P, Ahmadi G, Kleinstreuer C, Marshall JS, Siavashi M, Taylor RA, Niazmand H (2019) Recent advances in modeling and simulation of nanofluid flows-part I: fundamentals and theory. Phys Rep 790:1–48MathSciNetCrossRef Mahian O, Kolsi L, Amani M, Estellé P, Ahmadi G, Kleinstreuer C, Marshall JS, Siavashi M, Taylor RA, Niazmand H (2019) Recent advances in modeling and simulation of nanofluid flows-part I: fundamentals and theory. Phys Rep 790:1–48MathSciNetCrossRef
6.
go back to reference Arjmandi H, Amiri P, Pour MS (2020) Geometric optimization of a double pipe heat exchanger with combined vortex generator and twisted tape: a CFD and response surface methodology (RSM) study. Therm Sci Eng Prog 18:100514CrossRef Arjmandi H, Amiri P, Pour MS (2020) Geometric optimization of a double pipe heat exchanger with combined vortex generator and twisted tape: a CFD and response surface methodology (RSM) study. Therm Sci Eng Prog 18:100514CrossRef
7.
go back to reference Shankar BR, Rao DN, Rao CS (2012) Experimental investigation on stability of Al2O3-water nanofluid using response surface methodology. Int J Nanosci Nanotechnol 3(2):149–160 Shankar BR, Rao DN, Rao CS (2012) Experimental investigation on stability of Al2O3-water nanofluid using response surface methodology. Int J Nanosci Nanotechnol 3(2):149–160
8.
go back to reference Nasirzadehroshenin F, Maddah H, Sakhaeinia H (2020) Experimental and theoretical investigation of thermophysical properties of synthesized hybrid nanofluid developed by modeling approaches. Arab J Sci Eng 45(9):7205–7218CrossRef Nasirzadehroshenin F, Maddah H, Sakhaeinia H (2020) Experimental and theoretical investigation of thermophysical properties of synthesized hybrid nanofluid developed by modeling approaches. Arab J Sci Eng 45(9):7205–7218CrossRef
9.
go back to reference Peng Y, Khaled U, Al-Rashed AA, Meer R, Goodarzi M, Sarafraz M (2020) Potential application of Response Surface Methodology (RSM) for the prediction and optimization of thermal conductivity of aqueous CuO (II) nanofluid: a statistical approach and experimental validation. Physica A 554:124353CrossRef Peng Y, Khaled U, Al-Rashed AA, Meer R, Goodarzi M, Sarafraz M (2020) Potential application of Response Surface Methodology (RSM) for the prediction and optimization of thermal conductivity of aqueous CuO (II) nanofluid: a statistical approach and experimental validation. Physica A 554:124353CrossRef
10.
go back to reference Kiran B, Pathak K, Kumar R, Deshmukh D (2016) Statistical optimization using central composite design for biomass and lipid productivity of microalga: a step towards enhanced biodiesel production. Ecol Eng 92:73–81CrossRef Kiran B, Pathak K, Kumar R, Deshmukh D (2016) Statistical optimization using central composite design for biomass and lipid productivity of microalga: a step towards enhanced biodiesel production. Ecol Eng 92:73–81CrossRef
11.
go back to reference Kamarulzaman MK, Abdullah A (2020) Multi-objective optimization of diesel engine performances and exhaust emissions characteristics of Hermetia illucens larvae oil-diesel fuel blends using response surface methodology. Energy Sources Part A Recovery Utilization Environ Effects 1–14 Kamarulzaman MK, Abdullah A (2020) Multi-objective optimization of diesel engine performances and exhaust emissions characteristics of Hermetia illucens larvae oil-diesel fuel blends using response surface methodology. Energy Sources Part A Recovery Utilization Environ Effects 1–14
12.
go back to reference Tauler R, Brown SD (2009) Comprehensive chemometrics: chemical and biochemical data analysis. Elsevier Science, Amsterdam Tauler R, Brown SD (2009) Comprehensive chemometrics: chemical and biochemical data analysis. Elsevier Science, Amsterdam
13.
go back to reference Myers RH, Montgomery DC, Anderson-Cook CM (2011) Response surface methodology: process and product optimization using designed experiments. Wiley, Hoboken Myers RH, Montgomery DC, Anderson-Cook CM (2011) Response surface methodology: process and product optimization using designed experiments. Wiley, Hoboken
14.
go back to reference Sakinah M, Hassan M, Kadirgama K, Kadirgama G, Ramasamy D, Amirruddin A, Rahman M, Noor M (2018) Optimization on wear performance of anti wear additive added biolubricant. In: Improved performance of materials. Springer, Berlin, pp 1–9 Sakinah M, Hassan M, Kadirgama K, Kadirgama G, Ramasamy D, Amirruddin A, Rahman M, Noor M (2018) Optimization on wear performance of anti wear additive added biolubricant. In: Improved performance of materials. Springer, Berlin, pp 1–9
15.
go back to reference Ghafari S, Aziz HA, Isa MH, Zinatizadeh AA (2009) Application of response surface methodology (RSM) to optimize coagulation–flocculation treatment of leachate using poly-aluminum chloride (PAC) and alum. J Hazard Mater 163(2–3):650–656CrossRef Ghafari S, Aziz HA, Isa MH, Zinatizadeh AA (2009) Application of response surface methodology (RSM) to optimize coagulation–flocculation treatment of leachate using poly-aluminum chloride (PAC) and alum. J Hazard Mater 163(2–3):650–656CrossRef
16.
go back to reference Kumar BR, Saravanan S, Rana D, Nagendran A (2016) Combined effect of injection timing and exhaust gas recirculation (EGR) on performance and emissions of a DI diesel engine fuelled with next-generation advanced biofuel–diesel blends using response surface methodology. Energy Convers Manage 123:470–486CrossRef Kumar BR, Saravanan S, Rana D, Nagendran A (2016) Combined effect of injection timing and exhaust gas recirculation (EGR) on performance and emissions of a DI diesel engine fuelled with next-generation advanced biofuel–diesel blends using response surface methodology. Energy Convers Manage 123:470–486CrossRef
17.
go back to reference Rostamian H, Lotfollahi MN (2019) A novel statistical approach for prediction of thermal conductivity of CO2 by response surface methodology. Physica A 527:121175CrossRef Rostamian H, Lotfollahi MN (2019) A novel statistical approach for prediction of thermal conductivity of CO2 by response surface methodology. Physica A 527:121175CrossRef
18.
go back to reference Esfe MH, Firouzi M, Rostamian H, Afrand M (2018) Prediction and optimization of thermophysical properties of stabilized Al2O3/antifreeze nanofluids using response surface methodology. J Mol Liq 261:14–20CrossRef Esfe MH, Firouzi M, Rostamian H, Afrand M (2018) Prediction and optimization of thermophysical properties of stabilized Al2O3/antifreeze nanofluids using response surface methodology. J Mol Liq 261:14–20CrossRef
19.
go back to reference Esfe MH, Rostamian H, Shabani-Samghabadi A, Arani AAA (2017) Application of three-level general factorial design approach for thermal conductivity of MgO/water nanofluids. Appl Therm Eng 127:1194–1199CrossRef Esfe MH, Rostamian H, Shabani-Samghabadi A, Arani AAA (2017) Application of three-level general factorial design approach for thermal conductivity of MgO/water nanofluids. Appl Therm Eng 127:1194–1199CrossRef
20.
go back to reference Rostamian H, Lotfollahi MN (2016) New functionality for energy parameter of Redlich-Kwong equation of state for density calculation of pure carbon dioxide and ethane in liquid, vapor and supercritical phases. Periodica Polytech Chem Eng 60(2):93–97 Rostamian H, Lotfollahi MN (2016) New functionality for energy parameter of Redlich-Kwong equation of state for density calculation of pure carbon dioxide and ethane in liquid, vapor and supercritical phases. Periodica Polytech Chem Eng 60(2):93–97
21.
go back to reference Myers RH, Montgomery DC, Anderson-Cook CM (2016) Response surface methodology: process and product optimization using designed experiments. Wiley, Hoboken Myers RH, Montgomery DC, Anderson-Cook CM (2016) Response surface methodology: process and product optimization using designed experiments. Wiley, Hoboken
22.
go back to reference Peng Y, Khaled U, Alrashed AA, Meer R, Goodarzi M, Sarafraz M (2020) Potential application of Response Surface Methodology (RSM) for the prediction and optimization of thermal conductivity of aqueous CuO (II) nanofluid: a statistical approach and experimental validation. Phys A Stat Mech Appl 124353 Peng Y, Khaled U, Alrashed AA, Meer R, Goodarzi M, Sarafraz M (2020) Potential application of Response Surface Methodology (RSM) for the prediction and optimization of thermal conductivity of aqueous CuO (II) nanofluid: a statistical approach and experimental validation. Phys A Stat Mech Appl 124353
Metadata
Title
Prediction and Optimization of Thermophysical Properties of Hybrid Cellulose Nanocrystal-Copper (II) Oxide Nanolubricant for Tribology Application
Authors
Sakinah Hisham
K. Kadirgama
D. Ramasamy
M. Samykano
N. W. Awang
Mohd Kamal Kamarulzaman
Copyright Year
2023
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-19-4425-3_29