1. S. H. Chowdhury, F. Ali, and I. K. Jennions, “A review of aircraft environmental control system simulation and diagnostics,” Proc. Inst. Mech. Eng. G J. Aerosp. Eng., vol. 095441002311544, 2023. Available from: https://doi.org/10.1177/09544100231154441
2. N. R. C. (US) Committee on Airliner Cabin Air Quality, Environmental Control Systems on Commercial Passenger Aircraft. National Academies Press (US), 1986. Available from: https://tinyurl.com/3w45cumm
3. M. Piller and S. Suard, “Study of electrical malfunctions as a function of ambient temperature and carbon concentration,” in 4th European Symposium on Fire Safety Science – ESFSS 2024, CERTEC - Polytechnic University of Catalonia, Barcelona, Spain, Oct. 2024. Available from: https://tinyurl.com/2dfjsvah
4. M. T. Javaid et al., “Power enhancement of vertical axis wind turbine using optimum trapped vortex cavity,” Energy, vol. 278, p. 127808, 2023. Available from: https://doi.org/10.1016/j.energy.2023.127808
5. S. Nasir, H. Zainab, and H. K. Hussain, “Artificial-Intelligence Aerodynamics for Efficient Energy Systems: The Focus on Wind Turbines,” BULLET: Jurnal Multidisiplin Ilmu, vol. 3, no. 5, pp. 648–659, 2024. Available from: https://tinyurl.com/45u7m3xu
6. S. S. Ul Hassan et al., “Systematic investigation of power enhancement of Vertical Axis Wind Turbines using bio-inspired leading-edge tubercles,” Energy, vol. 270, p. 126978, 2023. Available from: https://doi.org/10.1016/j.energy.2023.126978
7. S. Nasir et al., “Applicability of Vortex Lattice Method and its Comparison with High Fidelity Tools,” Pak. J. Eng. Technol., vol. 4, no. 1, pp. 207–211, 2021. Available from: https://tinyurl.com/2fe2u3mz
8. M. U. Shahid et al., “Development and Fidelity Assessment of Potential Flow based Framework for Aerodynamic Modeling of High Lift Devices,” Pak. J. Eng. Technol., vol. 5, no. 2, pp. 104–111, 2022. Available from: https://tinyurl.com/2fs8mz32
9. A. Raza, S. Farhan, S. Nasir, and S. Salamat, “Applicability of 3D printed fighter aircraft model for subsonic wind tunnel,” in 2021 Int. Bhurban Conf. Appl. Sci. Technol. (IBCAST), 2021, pp. 730–735. Available from: https://tinyurl.com/bden4sn8
10. S. Sahibzada, F. S. Malik, S. Nasir, and S. K. Lodhi, “AI-Augmented Turbulence and Aerodynamic Modelling: Accelerating High-Fidelity CFD Simulations with Physics-informed Neural Networks,” Int. J. Innov. Res. Comput. Sci. Technol., vol. 13, no. 1, pp. 91–97, 2025. Available from: https://tinyurl.com/bdcrw2ak
11. S. Sahibzada, F. S. Malik, S. Nasir, and S. K. Lodhi, “Generative AI Driven Aerodynamic Shape Optimization: A Neural Network-Based Framework for Enhancing Performance and Efficiency,” Int. J. Innov. Res. Comput. Sci. Technol., vol. 13, no. 1, pp. 98–105, 2025. Available from: https://tinyurl.com/57frh49x
12. M. Ahmad et al., “Experimental Investigation of Wing Accuracy Quantification using Point Cloud and Surface Deviation,” Pak. J. Eng. Technol., vol. 4, no. 2, pp. 13–20, 2021. Available from: https://tinyurl.com/3zbk8xe4
13. S. Nasir, S. Sahibzada, and F. S. Malik, “Adjoint-Based Optimization for Enhanced Aerodynamic Performance Using Multi-Parameterization Techniques,” Int. J. Innov. Res. Comput. Sci. Technol., vol. 13, no. 2, 2025. Available from: https://tinyurl.com/5ftsvyp4
14. N. R. C. (US) Committee on Airliner Cabin Air Quality, Environmental Control Systems on Commercial Passenger Aircraft. National Academies Press (US), 1986. Available from: https://tinyurl.com/3w45cumm
15. M. Pal and M. Severson, “Liquid cooled system for aircraft power electronics cooling,” in 2017 16th IEEE Intersociety Conf. Thermal Thermomechanical Phenomena Electron. Syst. (ITherm), Orlando, FL, USA, 2017, pp. 800–805. Available from: https://tinyurl.com/5n8bn9ns
16. A. S. J. van Heerden et al., “Aircraft thermal management: Practices, technology, system architectures, future challenges, and opportunities,” Prog. Aerosp. Sci., vol. 128, p. 100767, 2022. Available from: https://doi.org/10.1016/j.paerosci.2021.100767
17. P. Colonna and C. De Servi, “Dynamic thermal model of passenger aircraft for the estimation of the cabin cooling and heating requirements,” Appl. Therm. Eng., p. 122641, 2024. Available from: https://doi.org/10.1016/j.applthermaleng.2024.122641
18. A. Litovisky and M. Shapiro, “Thermal Conductivity Coefficients Evaluation for Black Carbon Soot,” Corros. Sci., pp. 197–201, 2003.
19. L. R. Olasov, F. W. Zeng, J. B. Spicer, N. C. Gallego, and C. I. Contescu, “Modeling the effects of oxidation-induced porosity on the elastic moduli of nuclear graphites,” Carbon, vol. 141, pp. 304–315, 2019. Available from: https://doi.org/10.1016/j.carbon.2018.09.051
20. T. H. Nguyen, R. A. Brown, and W. P. Ball, “An evaluation of thermal resistance as a measure of black carbon content in diesel soot, wood char, and sediment,” Org. Geochem., vol. 35, no. 3, pp. 217–234, 2004. Available from: https://doi.org/10.1016/j.orggeochem.2003.09.005
21. Slowik, J. G., Cross, E. S., Han, J. H., Davidovits, P., Onasch, T. B., Jayne, J. T., & Petzold, A. (2007). An inter-comparison of instruments measuring black carbon content of soot particles. Aerosol Science and Technology, 41(3), 295-314. https://doi.org/10.1080/02786820701197078
22. J. G. Slowik et al., "An inter-comparison of instruments measuring black carbon content of soot particles," Aerosol Science and Technology, vol. 41, no. 3, pp. 295–314, 2007. Available from: https://doi.org/10.1080/02786820701197078
23. K. Chakinala, K. Sravanthi, and S. P. Jani, "CFD analysis of environmental control system for an aircraft," Materials Today: Proceedings, vol. 46, pp. 8502–8506, 2021. Available from: https://doi.org/10.1016/j.matpr.2021.03.507
24. T. Planès, S. Delbecq, V. Pommier-Budinger, and E. Bénard, "Modeling and Design Optimization of an Electric Environmental Control System for Commercial Passenger Aircraft," Aerospace, vol. 10, no. 3, p. 260, 2023. Available from: https://www.mdpi.com/2226-4310/10/3/260
25. L. Srinivasan Venkatesan and A. Raina, "CFD Study of Different Aircraft Cabin Ventilation Systems on Thermal Comfort and Airborne Contaminant Transport: A Study on Passenger Thermal Comfort and Indoor Cabin Air Quality," 2020.
26. ?. Ç. Koyuncuo?lu, "Optimization of air-to-air cross flow heat exchanger (Master's thesis, Middle East Technical University)," 2018. Available from: https://tinyurl.com/4t75ukd9
27. C. Sarno and C. Tantolin, "Integration, cooling and packaging issues for aerospace equipments," in 2010 Design, Automation & Test in Europe Conference & Exhibition (DATE 2010), 2010, pp. 1225–1230. Available from: https://tinyurl.com/whkusz9j
28. C. K. Nangunoori and R. K. Kumar Bhaskar, "Parametric Ram Air Channel Model for Flow Optimization," 2012.
29. S. Girgin, "An investigation of heat transfer performance of rectangular channel by using vortex generators (Master's thesis, Fen Bilimleri Enstitüsü)," 2017.
30. E. Turgut, "Optimization of a heat sink with heterogeneous heat flux boundary condition (Master's thesis, Middle East Technical University)," 2019. Available from: https://tinyurl.com/yjswz74j
31. K. Weide-Zaage, "Simulation of packaging under harsh environment conditions (temperature, pressure, corrosion and radiation)," Microelectronics Reliability, vol. 76, pp. 6–12, 2017. Available from: https://doi.org/10.1016/j.microrel.2017.07.026
32. A. Srivastava et al., "Investigation on thermal analysis of different pin fin materials using simulation," in AIP Conference Proceedings, vol. 2869, no. 1, 2023. Available from: https://doi.org/10.1063/5.0168483
33. C. Butler, "Aircraft crown compartment thermal management: the influence of internal heat dissipating elements (Doctoral dissertation, University of Limerick)," 2013. Available from: https://tinyurl.com/34mz322t
34. J. Armen and H. A. Bruck, "Development of Magnetohydrodynamic Avionics Cooling Using Complex Structures Realized Through Additive Manufacturing," Journal of Thermophysics and Heat Transfer, vol. 35, no. 4, pp. 800–813, 2021. Available from: https://doi.org/10.2514/1.T6211
35. M. A. Ahmad, S. I. A. Shah, and T. A. Shams, "Computational Analysis of Environmental Control System of an Aircraft Using Dry and Moist Air as Medium," in 2019 16th International Bhurban Conference on Applied Sciences and Technology (IBCAST), pp. 789–795. Available from: https://ieeexplore.ieee.org/abstract/document/8667176
36. E. S. Hodge, M. R. Glickstein, and MODELOGIES INC ALPHARETTA GA, "Thermal System Analysis Tools (TSAT)," 2002.
37. U. SanAndres et al., "Design of cooling systems using computational fluid dynamics and analytical thermal models," IEEE Transactions on Industrial Electronics, vol. 61, no. 8, pp. 4383–4391, 2013. Available from: https://ieeexplore.ieee.org/abstract/document/6645386
38. M. K. Akbar and S. M. Ghiaasiaan, "Radiation heat transfer and soot thermophoresis in laminar tube flow," Numerical Heat Transfer, Part A: Applications, vol. 47, no. 7, pp. 653–670, 2005. Available from: https://doi.org/10.1080/10407780590916887
39. H. N. Sharma et al., "Experimental study of carbon black and diesel engine soot oxidation kinetics using thermogravimetric analysis," Energy & Fuels, vol. 26, no. 9, pp. 5613–5625, 2012. Available from: https://pubs.acs.org/doi/abs/10.1021/ef3009025
40. V. P. Solovjov and B. W. Webb, "An efficient method for modeling radiative transfer in multicomponent gas mixtures with soot," J. Heat Transfer, vol. 123, no. 3, pp. 450–457, 2001. Available from: https://doi.org/10.1115/1.1350824
41. T. W. Kirchstetter and T. Novakov, "Controlled generation of black carbon particles from a diffusion flame and applications in evaluating black carbon measurement methods," Atmospheric Environment, vol. 41, no. 9, pp. 1874–1888, 2007. Available from: https://doi.org/10.1016/j.atmosenv.2006.10.067
42. S. Sharma et al., "Light absorption and thermal measurements of black carbon in different regions of Canada," Journal of Geophysical Research: Atmospheres, vol. 107, no. D24, pp. AAC-11, 2002. Available from: https://doi.org/10.1029/2002JD002496
43. Y. Ueki et al., "Thermophysical properties of carbon-based material nanofluid," International Journal of Heat and Mass Transfer, vol. 113, pp. 1130–1134, 2017. Available from: https://doi.org/10.1016/j.ijheatmasstransfer.2017.06.008
44. K. D. Esmeryan et al., "Studying the thermal resistance of superhydrophobic carbon soot coatings for heat transfer management in cryogenic facilities," Applied Thermal Engineering, vol. 219, p. 119590, 2023. Available from: https://doi.org/10.1016/j.applthermaleng.2022.119590
45. B. I. A. Ismail, "The heat transfer and the soot deposition characteristics in diesel engine exhaust gas recirculation system cooling devices (Doctoral dissertation)," 2004. Available from: https://tinyurl.com/3jx7w866
46. H. Yin et al., "Modeling dynamic responses of aircraft environmental control systems by coupling with cabin thermal environment simulations," Building Simulation, vol. 9, pp. 459–468, 2016. Available from: https://link.springer.com/article/10.1007/s12273-016-0278-3
47. A. D. Kraus and A. Bar-Cohen, Thermal Analysis and Control of Electronic Equipment, McGraw-Hill, 1983. Available from: https://tinyurl.com/3h7uc5ca
48. A. Bar-Cohen and A. D. Kraus, "Thermal Considerations in the Packaging of Electronic and Electrical Components," The Winter Annual Meeting of ASME, Washington D.C., 1981.
49. A. Bejan, Convection Heat Transfer, John Wiley & Sons - New York, 1984. Available from: https://tinyurl.com/42uazez2
50. I. De Boer, "The Cooling of A Pod-Mounted Avionic System," AGARD Conf. Proc. No. 196, Nov. 1976. Available from: https://ui.adsabs.harvard.edu/abs/1976STIN...7811363D/abstract
51. R. Dieckmann, O. Kofeld, and L. C. Jenkins, "Increased Avionics Cooling Capacity for F-15 Aircraft," SAE Sixteenth ICES, San Diego, 1986. Available from: https://tinyurl.com/4pxhnt57
52. PS 68-870. F-15 - Procurement Specification for Avionics, McDonnell Douglas Corporation, 1984.
53. MDC A4241 A. F-18 - Thermal Design and Evaluation, McDonnell Douglas Corporation, 1976.
54. C. J. Feldmanis, "Cooling Techniques and Thermal Analysis of Circuit Board Mounted Electronic Equipment." Available from: https://tinyurl.com/3459srah
55. G. German and M.I., "Cooling of Electronic Equipment in Relation to Component Temperature Limitation and Reliability," AGARD Conf. Proc. No. 196, Nov. 1976.
56. W. F. Hilbert and F. H. Kube, "Effects on Electronic Equipment Reliability of Temperature Cycling in Equipment," Technical Report, EC-69-400, Grumman Aircraft Engineering Corporation, 1969.
57. Aircraft Cooling Techniques, AGARD Conf. Proc. No. 196, Nov. 1976.
58. A. D. Kraus, Cooling Electronic Equipment, Prentice-Hall, Inc., Englewood Cliffs, N.J., 1965. Available from: https://tinyurl.com/4su3kyzv
59. B. D. Nordwall, "Boeing Studies Passive Cooling for Next-Generation Avionics," Aviation Week & Space Technology, Jan. 4, 1988. Available from: https://tinyurl.com/872mnuv9
60. W. M. Roshenow and H. Y. Choi, Heat, Mass and Momentum Transfer, Prentice-Hall, Inc., Englewood Cliffs, N.J., 1965. Available from: https://tinyurl.com/8xkcxp2s
61. W. M. Roshenow and J. P. Hatnett, Handbook of Heat Transfer, McGraw-Hill, New York, 1973. Available from: https://tinyurl.com/4su3e3py
62. R. Streiferd, "Cooling of Rugged Electronics and Cooling Techniques," Galleon Embedded Computing, Jan. 21, 2019. Available from: https://galleonec.com/cooling-of-rugged-electronics-and-cooling-techniques/

Graduate Researcher, School of Chemical and Mechanical Engineering (SCME), National University of Science and Technology (NUST), Pakistan