1
Study of the Effect of Mixing Various Fuels with
Nanomaterial Additives on the Performance and
Emissions of a Single-Cylinder Engine
Supervisor:
Prof. Dr. Hyder H. Balla
Prepared by
Ph.D. Stu. Karrar Salah Hasan
Republic of Iraq
Ministry of Higher Education
and Scientific Research
Al-Furat Al-Awsat Technical University
Engineering Technical College/Al-Najaf
2
 Introduction
 Literature Review
 Scope of The Present Study
 Working fluids
 Experimental setup
 Experimental Rig
 The Study Plan For The Cases
 Numerical Analysis
 Time table
 Contents
3
 Introduction
Diesel engines are widely chosen for various industries, such as
agriculture, transportation, and electricity generation.
Fig.1. Single diesel engine
4
 Introduction
Fig.2. The four-stroke operating cycle[1]
There are four strokes in a diesel engine's cycle:
input(intake),compression, Power, and output (exhaust)
5
 Literature Review: Fuel and Nano-additive
No.
Name of the
Paper/ year
Additive Used Performance Emission
Engine Used Fuel Used Name Quantity BTE BSFC EGT NOx CO CO₂ HC
1
Venu and
Appavu
[2]/2020
Single-cylinder diesel
engine Polanga biodiesel Al₂O₃
25 ppm ↑ ↓ - ↓ ↓ - ↓
50 ppm ↑ ↓ - ↓ ↓ - ↓
2
Venu and
Madhavan
[3]/2016
Four-stroke, air-
cooled, single-cylinder
direct-injection (DI)
diesel engine
Diesel (70%) +
Biodiesel (20%) +
Ethanol (10%)
Al₂O₃ 25 ppm - ↓ ↑ ↓ ↓ ↑ ↑
3 Al-Kheraif et
al. [4]/2021
Air-cooled, single-
cylinder, four-stroke
compression ignition
engine
Candle nut and
soap nut biodiesel
(20%) + Diesel
(80%)
Al₂O₃ 25 ppm ↑ ↑ ↑ ↓ ↓ - ↓
4
Fayad and
Dhahad
[5]/2021
DI diesel engine,
water-cooled, four-
cylinders
Butanol (20%) +
Diesel (80%)
Al₂O₃ 30 mg/L ↑ ↓ - ↓ ↓ ↑ ↓
Al₂O₃ 50 mg/L ↑ ↓ - ↓ ↓ ↑ ↓
Al₂O₃ 100 mg/L ↑ ↓ - ↓ ↓ ↑ ↓
5 Jayaraman et
al. [6]/2021
Single-cylinder, four-
stroke, water-cooled
diesel engine
Manilkarazapota
seed oil biodiesel
(20%) + Diesel
(80%)
TiO₂ 50 ppm ↓ ↑ - ↓ ↑ ↑ ↑
TiO₂ 75 ppm ↓ ↑ - ↓ ↑ ↑ ↑
TiO₂ 100 ppm ↓ ↑ - ↓ ↑ ↑ ↑
6
 Literature Review: Fuel and Nano-additive
6 Kalaimurgan et al.
[7]/2020
4-Stroke single-
cylinder DI diesel
engine
Algae biodiesel (20%)
+ Diesel (80%)
CeO₂
25 ppm ↑ ↓ ↑ - - - -
50 ppm ↑ ↓ ↑ - - - -
75 ppm ↑ ↓ ↑ - - - -
100 ppm ↑ ↓ ↑ - - - -
7 Mohan and Dinesha
[8]/2022
4-Stroke, single-
cylinder, water-
cooled, DI diesel
engine
Waste cooking oil
biodiesel (20%) +
Hydrogen peroxide
(1.5%) + Diesel
(78.5%)
CeO₂
40 ppm ↑ ↓ ↑ ↓ ↓ ↑ ↓
80 ppm ↑ ↓ ↑ ↓ ↓ ↑ ↓
8 Alex et al. [9]/2022
4-Stroke, single-
cylinder, air-
cooled, DI diesel
engine
Diesel (100%)
CeO₂
15 ppm ↑ ↑ ↓ ↓ ↓ - -
25 ppm ↑ ↓ ↓ ↔ ↓ - -
Orange peel
biodiesel (100%)
15 ppm ↑ ↑ ↓ ↓ ↓ - -
25 ppm ↑ ↑ ↓ ↑ ↓ - -
7
 Literature Review: Fuel and Nano-additive
9 Manigandan et
al. [10]/2020
Single-cylinder,
4-stroke, CI
engine with
dual
combustion
mode
Hydrogen (0.2 kg)
+ Diesel (0.78 kg)
TiO₂ 0.02 kg ↑ ↓ ↑ ↓ ↓ ↓ ↓
CNT 0.02 kg ↓ ↓ ↑ ↓ ↓ ↓ ↓
Al₂O₃ 0.02 kg ↓ ↓ ↑ ↑ ↓ ↓ ↓
CuO 0.02 kg ↓ ↓ ↑ ↑ ↓ ↓ ↓
CeO₂ 0.02 kg ↓ ↓ ↑ ↓ ↓ ↓ ↓
10 Gad et al.
[11]/2022
Single-cylinder,
air-cooled, 4-
stroke diesel
engine
Waste cooking oil
biodiesel (20%) +
Diesel (80%)
TiO₂
25 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
50 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
100 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
Al₂O₃
25 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
50 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
100 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
CNT
25 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
50 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
100 mg/L ↓ ↑ ↑ ↑ ↓ - ↓
11
Dhahad and
Chaichan
[12]/2020
4-Stroke, four-
cylinder, DI,
water-cooled
diesel engine
Diesel (100%)
Al₂O₃
50 ppm ↑ ↓ - ↑ ↓ - ↓
100 ppm ↑ ↓ - ↑ ↓ - ↓
ZnO
50 ppm ↑ ↓ - ↑ ↓ - ↓
100 ppm ↑ ↓ - ↑ ↓ - ↓
8
1. Study of engine performance and emissions using diesel fuel.
2. Addition or modification to the combustion system of the CI
engine to reach the best fuel type and study its effect.
3. Use of multiple types of fuel with variable mixing ratios.
4. Study the use of nanomaterials added to the engine
performance and emissions and choose the best nanomaterial.
5. Comparison of the best engine performance with the lowest
emissions.
6. Study the effect of changing the fuel types in the combustion
chamber using simulation programs.
 Scope of The Present Study
9
 Working fluids
 Diesel Fuel (D): Standard fossil fuel used for comparison.
 Biodiesel (B5, B10, B20, B25): Biodiesel blends with different
concentrations of biodiesel derived from castor oil and waste
cooking oil.
 Gases fuel (LPG)
 Nanomaterial Additives: CeO2 (Cerium oxide), and Al2O3
(Aluminum oxide) are used in varying concentrations.
10
 Experimental setup
Main components :
Engine Type:
 Single-cylinder engine
 four-stroke
 Variable compression ratio
 water-cooled diesel engine.
Experimental Rig:
 dynamometer
 fuel consumption system
 gas analyzer
 measurement setup​
11
Fig.3. experimental rig’s parts: (1) chassis of the engine, (2) analyzer of
exhaust gases, (3) exhaust gas analyzing probe, (4) engine to be tested, (5)
loading cell, (6) dynamometer, (7) tachometer, (8) data acquisition, (9) fuel
burette, and (10) fuel tank [13]
 Experimental Rig
12
 The Study Plan For The Cases
Assembling and installing a device suitable for laboratory experiments.
First: Biodiesel fuel preparation
Second: Prepare nanofluids (single and hybrid nanofluids) and then calculate
their thermophysical properties, represented by viscosity, density, and
thermal conductivity.
Third: measuring changes in coolant temperature and knowing performance
and emission parameters under different fuel and variable loads.
Fourth: Implementing the experiments using the Diesel-RK software
simulation program.
13
Numerical Analysis
 Diesel–RK software simulation [14][15]
Fig.4. Diesel–RK software prpgram
14
Numerical Analysis
 Diesel–RK software simulation
Required engine input data and operating parameters:
1. Number of cylinders and engine type (in-line, V-type, boxer, etc).
2. Bore and stroke dimensions
3. Compression ratio (typically 13 ... 17)
4. Maximum RPM
5. Cooling system (liquid, air)
6. Engine application area
7. Boosting system (for simplicity it is usually recommended to use
single-step turbocharging with cooling and without exhaust gas
recirculation (EGR)).
8. Number of valves per cylinder
9. Maximum injection pressure (this is required for the assessment of
engine robustness; combustion chamber configuration and injector
 Papers in progress
1. A Review of Diesel Engines with Variable Compression Ratios: Performance,
Emissions, and the Role of Renewable Fuels
Journal: Environmental Progress and Sustainable Energy
Publisher: John Wiley & Sons , Cite Score 2023: 5.0 , Quartile: 2
 Time Table
17
References
1. J. B. Heywood, “Internal combustion engine fundamentals, 1988.
2. Venu H, Appavu P. Al2O3 nano additives blended Polanga biodiesel as a potential alternative fuel for existing unmodified DI diesel engine. Fuel.
2020;279:118518. doi:10.1016/j.fuel.2020.118518
3. Venu H, Madhavan V. Effect of Al2O3 nanoparticles in biodiesel–diesel–ethanol blends at various injection strategies: performance, combustion and
emission characteristics. Fuel. 2016;186:176 189. doi:10.1016/j.fuel.2016.08.046.
‐
4. Al Kheraif AA, Syed A, Elgorban AM, Divakar DD, Shanmuganathan R, Brindhadevi K. Experimental assessment of performance, combustion and
‐
emission characteristics of diesel engine fuelled by combined non edible blends with nanoparticles. Fuel.
‐ 2021;295:120590. doi:10.1016/j.fuel.2021.120590
5. Fayad MA, Dhahad HA. Effects of adding aluminum oxide nanoparticles to butanol–diesel blends on performance, particulate matter, and emission
characteristics of diesel engine. Fuel. 2021;286:119363. doi:10.1016/j.fuel.2020.119363.
6. Jayaraman J, Karthik M, Krishna BM, Joy N, Mariadhas A, Appavu P. Impact of titanium oxide nano additives on the performance characteristics of a CI
engine fuelled with manilkarazapota methyl ester blends. Mater Today: Proc. 2021;44(5):3601 3605. doi:10.1016/j.matpr.2020.09.497
‐
7. Kalaimurugan K, Karthikeyan S, Periyasamy M, Mahendran G. Experimental investigations on the performance characteristics of CI engine fuelled with
cerium oxide nanoparticle added biodiesel–diesel blends. Mater Today: Proc. 2020;33(7):2882 2885. doi:10.1016/j.matpr.2020.02.778
‐
8. Mohan S, Dinesha P. Performance and emissions of biodiesel engine with hydrogen peroxide emulsification and cerium oxide (CeO2) nanoparticle
additives. Fuel. 2022;319:123872. doi:10.1016/j.fuel.2022.123872.
9. Alex A, Earnest J, Raghavan A, George Roy R, Koshy CP. Study of engine performance and emission characteristics of diesel engine using cerium oxide
nanoparticles blended orange peel oil methyl ester. Energy Nexus. 2022;8:100150. doi:10.1016/j.nexus.2022.100150
10. Manigandan S, Sarweswaran R, Booma Devi P, et al. Comparative study of nanoadditives TiO2, CNT, Al2O3, CuO and CeO2 on reduction of diesel engine
emission operating on hydrogen fuel blends. Fuel. 2020;262:116336. doi:10.1016/j. fuel.2019.116336
11. Gad MS, Abdel Aziz MM, Kayed H. Impact of different nano additives on performance, combustion, emissions and exergetic analysis of a diesel engine
using waste cooking oil biodiesel. Propul Power Res. 2022;11(2):209 223. doi:10.1016/j. jppr.2022.04.004
‐
12. Dhahad HA, Chaichan MT. The impact of adding nano Al2O3 and nano ZnO to Iraqi diesel fuel in terms of compression ignition engines' performance and
‐ ‐
emitted pollutants. Therm Sci Eng Prog. 2020;18:100535. doi:10.1016/j.tsep.2020.100535
13. Al-jabiri, A. A., Balla, H. H., Al-zuhairy, M. S., Alahmer, H., Al-Manea, A., Al-Rbaihat, R., & Alahmer, A. (2024). Applied AMT machine learning and
multi-objective optimization for enhanced performance and reduced environmental impact of sunflower oil biodiesel in compression ignition engine.
International Journal of Thermofluids, 24, 100838.
14. Mukherjee, K., Bhattacharjee, P., Roychowdhury, J., Das, B., Roy, S., & Das, M. C. (2023). Numerical investigation for performance and emission
characteristics of a diesel engine fueled with soybean methyl ester biodiesel-Diesel blend. Journal of Decision Analytics and Intelligent Computing, 3(1),
257-269.
15. Mukherjee, K., Bhattacharjee, P., Roychowdhury, J., Das, B., Roy, S., & Das, M. C. (2023). Numerical investigation for performance and emission
characteristics of a diesel engine fueled with soybean methyl ester biodiesel-Diesel blend. Journal of Decision Analytics and Intelligent Computing, 3(1),
257-269.
PhD-Oral exam 2024 karrar salah reh.pptx

PhD-Oral exam 2024 karrar salah reh.pptx

  • 1.
    1 Study of theEffect of Mixing Various Fuels with Nanomaterial Additives on the Performance and Emissions of a Single-Cylinder Engine Supervisor: Prof. Dr. Hyder H. Balla Prepared by Ph.D. Stu. Karrar Salah Hasan Republic of Iraq Ministry of Higher Education and Scientific Research Al-Furat Al-Awsat Technical University Engineering Technical College/Al-Najaf
  • 2.
    2  Introduction  LiteratureReview  Scope of The Present Study  Working fluids  Experimental setup  Experimental Rig  The Study Plan For The Cases  Numerical Analysis  Time table  Contents
  • 3.
    3  Introduction Diesel enginesare widely chosen for various industries, such as agriculture, transportation, and electricity generation. Fig.1. Single diesel engine
  • 4.
    4  Introduction Fig.2. Thefour-stroke operating cycle[1] There are four strokes in a diesel engine's cycle: input(intake),compression, Power, and output (exhaust)
  • 5.
    5  Literature Review:Fuel and Nano-additive No. Name of the Paper/ year Additive Used Performance Emission Engine Used Fuel Used Name Quantity BTE BSFC EGT NOx CO CO₂ HC 1 Venu and Appavu [2]/2020 Single-cylinder diesel engine Polanga biodiesel Al₂O₃ 25 ppm ↑ ↓ - ↓ ↓ - ↓ 50 ppm ↑ ↓ - ↓ ↓ - ↓ 2 Venu and Madhavan [3]/2016 Four-stroke, air- cooled, single-cylinder direct-injection (DI) diesel engine Diesel (70%) + Biodiesel (20%) + Ethanol (10%) Al₂O₃ 25 ppm - ↓ ↑ ↓ ↓ ↑ ↑ 3 Al-Kheraif et al. [4]/2021 Air-cooled, single- cylinder, four-stroke compression ignition engine Candle nut and soap nut biodiesel (20%) + Diesel (80%) Al₂O₃ 25 ppm ↑ ↑ ↑ ↓ ↓ - ↓ 4 Fayad and Dhahad [5]/2021 DI diesel engine, water-cooled, four- cylinders Butanol (20%) + Diesel (80%) Al₂O₃ 30 mg/L ↑ ↓ - ↓ ↓ ↑ ↓ Al₂O₃ 50 mg/L ↑ ↓ - ↓ ↓ ↑ ↓ Al₂O₃ 100 mg/L ↑ ↓ - ↓ ↓ ↑ ↓ 5 Jayaraman et al. [6]/2021 Single-cylinder, four- stroke, water-cooled diesel engine Manilkarazapota seed oil biodiesel (20%) + Diesel (80%) TiO₂ 50 ppm ↓ ↑ - ↓ ↑ ↑ ↑ TiO₂ 75 ppm ↓ ↑ - ↓ ↑ ↑ ↑ TiO₂ 100 ppm ↓ ↑ - ↓ ↑ ↑ ↑
  • 6.
    6  Literature Review:Fuel and Nano-additive 6 Kalaimurgan et al. [7]/2020 4-Stroke single- cylinder DI diesel engine Algae biodiesel (20%) + Diesel (80%) CeO₂ 25 ppm ↑ ↓ ↑ - - - - 50 ppm ↑ ↓ ↑ - - - - 75 ppm ↑ ↓ ↑ - - - - 100 ppm ↑ ↓ ↑ - - - - 7 Mohan and Dinesha [8]/2022 4-Stroke, single- cylinder, water- cooled, DI diesel engine Waste cooking oil biodiesel (20%) + Hydrogen peroxide (1.5%) + Diesel (78.5%) CeO₂ 40 ppm ↑ ↓ ↑ ↓ ↓ ↑ ↓ 80 ppm ↑ ↓ ↑ ↓ ↓ ↑ ↓ 8 Alex et al. [9]/2022 4-Stroke, single- cylinder, air- cooled, DI diesel engine Diesel (100%) CeO₂ 15 ppm ↑ ↑ ↓ ↓ ↓ - - 25 ppm ↑ ↓ ↓ ↔ ↓ - - Orange peel biodiesel (100%) 15 ppm ↑ ↑ ↓ ↓ ↓ - - 25 ppm ↑ ↑ ↓ ↑ ↓ - -
  • 7.
    7  Literature Review:Fuel and Nano-additive 9 Manigandan et al. [10]/2020 Single-cylinder, 4-stroke, CI engine with dual combustion mode Hydrogen (0.2 kg) + Diesel (0.78 kg) TiO₂ 0.02 kg ↑ ↓ ↑ ↓ ↓ ↓ ↓ CNT 0.02 kg ↓ ↓ ↑ ↓ ↓ ↓ ↓ Al₂O₃ 0.02 kg ↓ ↓ ↑ ↑ ↓ ↓ ↓ CuO 0.02 kg ↓ ↓ ↑ ↑ ↓ ↓ ↓ CeO₂ 0.02 kg ↓ ↓ ↑ ↓ ↓ ↓ ↓ 10 Gad et al. [11]/2022 Single-cylinder, air-cooled, 4- stroke diesel engine Waste cooking oil biodiesel (20%) + Diesel (80%) TiO₂ 25 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ 50 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ 100 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ Al₂O₃ 25 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ 50 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ 100 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ CNT 25 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ 50 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ 100 mg/L ↓ ↑ ↑ ↑ ↓ - ↓ 11 Dhahad and Chaichan [12]/2020 4-Stroke, four- cylinder, DI, water-cooled diesel engine Diesel (100%) Al₂O₃ 50 ppm ↑ ↓ - ↑ ↓ - ↓ 100 ppm ↑ ↓ - ↑ ↓ - ↓ ZnO 50 ppm ↑ ↓ - ↑ ↓ - ↓ 100 ppm ↑ ↓ - ↑ ↓ - ↓
  • 8.
    8 1. Study ofengine performance and emissions using diesel fuel. 2. Addition or modification to the combustion system of the CI engine to reach the best fuel type and study its effect. 3. Use of multiple types of fuel with variable mixing ratios. 4. Study the use of nanomaterials added to the engine performance and emissions and choose the best nanomaterial. 5. Comparison of the best engine performance with the lowest emissions. 6. Study the effect of changing the fuel types in the combustion chamber using simulation programs.  Scope of The Present Study
  • 9.
    9  Working fluids Diesel Fuel (D): Standard fossil fuel used for comparison.  Biodiesel (B5, B10, B20, B25): Biodiesel blends with different concentrations of biodiesel derived from castor oil and waste cooking oil.  Gases fuel (LPG)  Nanomaterial Additives: CeO2 (Cerium oxide), and Al2O3 (Aluminum oxide) are used in varying concentrations.
  • 10.
    10  Experimental setup Maincomponents : Engine Type:  Single-cylinder engine  four-stroke  Variable compression ratio  water-cooled diesel engine. Experimental Rig:  dynamometer  fuel consumption system  gas analyzer  measurement setup​
  • 11.
    11 Fig.3. experimental rig’sparts: (1) chassis of the engine, (2) analyzer of exhaust gases, (3) exhaust gas analyzing probe, (4) engine to be tested, (5) loading cell, (6) dynamometer, (7) tachometer, (8) data acquisition, (9) fuel burette, and (10) fuel tank [13]  Experimental Rig
  • 12.
    12  The StudyPlan For The Cases Assembling and installing a device suitable for laboratory experiments. First: Biodiesel fuel preparation Second: Prepare nanofluids (single and hybrid nanofluids) and then calculate their thermophysical properties, represented by viscosity, density, and thermal conductivity. Third: measuring changes in coolant temperature and knowing performance and emission parameters under different fuel and variable loads. Fourth: Implementing the experiments using the Diesel-RK software simulation program.
  • 13.
    13 Numerical Analysis  Diesel–RKsoftware simulation [14][15] Fig.4. Diesel–RK software prpgram
  • 14.
    14 Numerical Analysis  Diesel–RKsoftware simulation Required engine input data and operating parameters: 1. Number of cylinders and engine type (in-line, V-type, boxer, etc). 2. Bore and stroke dimensions 3. Compression ratio (typically 13 ... 17) 4. Maximum RPM 5. Cooling system (liquid, air) 6. Engine application area 7. Boosting system (for simplicity it is usually recommended to use single-step turbocharging with cooling and without exhaust gas recirculation (EGR)). 8. Number of valves per cylinder 9. Maximum injection pressure (this is required for the assessment of engine robustness; combustion chamber configuration and injector
  • 15.
     Papers inprogress 1. A Review of Diesel Engines with Variable Compression Ratios: Performance, Emissions, and the Role of Renewable Fuels Journal: Environmental Progress and Sustainable Energy Publisher: John Wiley & Sons , Cite Score 2023: 5.0 , Quartile: 2
  • 16.
  • 17.
    17 References 1. J. B.Heywood, “Internal combustion engine fundamentals, 1988. 2. Venu H, Appavu P. Al2O3 nano additives blended Polanga biodiesel as a potential alternative fuel for existing unmodified DI diesel engine. Fuel. 2020;279:118518. doi:10.1016/j.fuel.2020.118518 3. Venu H, Madhavan V. Effect of Al2O3 nanoparticles in biodiesel–diesel–ethanol blends at various injection strategies: performance, combustion and emission characteristics. Fuel. 2016;186:176 189. doi:10.1016/j.fuel.2016.08.046. ‐ 4. Al Kheraif AA, Syed A, Elgorban AM, Divakar DD, Shanmuganathan R, Brindhadevi K. Experimental assessment of performance, combustion and ‐ emission characteristics of diesel engine fuelled by combined non edible blends with nanoparticles. Fuel. ‐ 2021;295:120590. doi:10.1016/j.fuel.2021.120590 5. Fayad MA, Dhahad HA. Effects of adding aluminum oxide nanoparticles to butanol–diesel blends on performance, particulate matter, and emission characteristics of diesel engine. Fuel. 2021;286:119363. doi:10.1016/j.fuel.2020.119363. 6. Jayaraman J, Karthik M, Krishna BM, Joy N, Mariadhas A, Appavu P. Impact of titanium oxide nano additives on the performance characteristics of a CI engine fuelled with manilkarazapota methyl ester blends. Mater Today: Proc. 2021;44(5):3601 3605. doi:10.1016/j.matpr.2020.09.497 ‐ 7. Kalaimurugan K, Karthikeyan S, Periyasamy M, Mahendran G. Experimental investigations on the performance characteristics of CI engine fuelled with cerium oxide nanoparticle added biodiesel–diesel blends. Mater Today: Proc. 2020;33(7):2882 2885. doi:10.1016/j.matpr.2020.02.778 ‐ 8. Mohan S, Dinesha P. Performance and emissions of biodiesel engine with hydrogen peroxide emulsification and cerium oxide (CeO2) nanoparticle additives. Fuel. 2022;319:123872. doi:10.1016/j.fuel.2022.123872. 9. Alex A, Earnest J, Raghavan A, George Roy R, Koshy CP. Study of engine performance and emission characteristics of diesel engine using cerium oxide nanoparticles blended orange peel oil methyl ester. Energy Nexus. 2022;8:100150. doi:10.1016/j.nexus.2022.100150 10. Manigandan S, Sarweswaran R, Booma Devi P, et al. Comparative study of nanoadditives TiO2, CNT, Al2O3, CuO and CeO2 on reduction of diesel engine emission operating on hydrogen fuel blends. Fuel. 2020;262:116336. doi:10.1016/j. fuel.2019.116336 11. Gad MS, Abdel Aziz MM, Kayed H. Impact of different nano additives on performance, combustion, emissions and exergetic analysis of a diesel engine using waste cooking oil biodiesel. Propul Power Res. 2022;11(2):209 223. doi:10.1016/j. jppr.2022.04.004 ‐ 12. Dhahad HA, Chaichan MT. The impact of adding nano Al2O3 and nano ZnO to Iraqi diesel fuel in terms of compression ignition engines' performance and ‐ ‐ emitted pollutants. Therm Sci Eng Prog. 2020;18:100535. doi:10.1016/j.tsep.2020.100535 13. Al-jabiri, A. A., Balla, H. H., Al-zuhairy, M. S., Alahmer, H., Al-Manea, A., Al-Rbaihat, R., & Alahmer, A. (2024). Applied AMT machine learning and multi-objective optimization for enhanced performance and reduced environmental impact of sunflower oil biodiesel in compression ignition engine. International Journal of Thermofluids, 24, 100838. 14. Mukherjee, K., Bhattacharjee, P., Roychowdhury, J., Das, B., Roy, S., & Das, M. C. (2023). Numerical investigation for performance and emission characteristics of a diesel engine fueled with soybean methyl ester biodiesel-Diesel blend. Journal of Decision Analytics and Intelligent Computing, 3(1), 257-269. 15. Mukherjee, K., Bhattacharjee, P., Roychowdhury, J., Das, B., Roy, S., & Das, M. C. (2023). Numerical investigation for performance and emission characteristics of a diesel engine fueled with soybean methyl ester biodiesel-Diesel blend. Journal of Decision Analytics and Intelligent Computing, 3(1), 257-269.