Modeling Analysis and Performance Optimization in Advanced Engineering Systems
DOI:
https://doi.org/10.71465/jgs45Keywords:
Multiphysics Modeling, System Optimization, Surrogate Models, Computational EfficiencyAbstract
The rapid evolution of advanced engineering systems demands unprecedented levels of precision, efficiency, and reliability, necessitating the development of highly sophisticated modeling analysis and performance optimization techniques. This paper provides a comprehensive investigation into the theoretical foundations and practical applications of modeling and optimization within complex, multidisciplinary engineering environments. As systems grow in scale and interconnectedness, traditional deterministic modeling paradigms are increasingly insufficient. Consequently, this study explores the transition toward probabilistic, data-driven, and hybrid modeling architectures that account for dynamic operating conditions and inherent uncertainties. By employing a rigorous analytical framework, the research evaluates the efficacy of coupling high-fidelity multiphysics simulations with advanced heuristic and machine-learning-based optimization algorithms. The methodology outlines a systematic approach for constructing surrogate models that significantly reduce computational overhead while preserving predictive accuracy. Extensive scenario-based evaluations demonstrate that the proposed optimization strategies yield substantial improvements in system performance metrics, including energy efficiency, structural integrity, and operational longevity. The findings underscore the critical role of integrated modeling ecosystems in navigating the complex trade-offs inherent in modern engineering design. Ultimately, this work contributes to the broader academic discourse by establishing a robust, scalable paradigm for analyzing and optimizing the next generation of cyber-physical and advanced electromechanical systems.
References
Wang, Y., Uy, B., Li, D., Thai, H. T., Mo, J., & Khan, M. (2023). Behaviour and design of coupled steel-concrete composite wall-frame structures. Journal of Constructional Steel Research, 208, 107984.
Fan, D., Ren, Y., Liu, L., & Wang, Z. (2016, January). An approach based on Bayesian networks for GO-FLOW methodology. In 2016 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-7). IEEE.
Lin, H., Zhang, Y., Zhang, Q., Fan, J., Cao, Z., Zhao, B., & Luo, Y. (2025, October). A 2.1 μA 1.65 V-to-5V Supply 10ppm/° C Bandgap Reference with Source-Degenerated Multi-Sectional Curvature Compensation and CMOS-Voltage Reference Assisted Start-Up Circuit. In 2025 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA) (pp. 47-48). IEEE.
Zhu, G., Dong, J., Yu, G., Shi, W., Riekerk, C., & Bauer, P. (2024). Optimal multivariable control for wide output regulation and full-range efficiency optimization in LCC–LCC compensated wireless power transfer systems. IEEE Transactions on Power Electronics, 39(9), 11834-11848.
Arute, F., Arya, K., Babbush, R., Bacon, D., Bardin, J. C., Barends, R., et al. (2019). Quantum supremacy using a programmable superconducting processor. Nature, 574(7779), 505–510.
Tang, Y., Kojima, K., Gotoda, M., Nishikawa, S., Hayashi, S., Koike-Akino, T., ... & Klamkin, J. (2020). InP grating coupler design for vertical coupling of InP and silicon chips. Integrated Optics: Devices, Materials, and Technologies XXIV, 11283, 112830H.
Chen, B., Wang, Y., Wang, Y., Luo, L., Li, B., Lim, J. B., & Dai, Y. (2024). New design recommendations for QN1803 high-strength stainless-steel plate girders with web openings in shear. Journal of Constructional Steel Research, 221, 108907.
Chen, B., Dai, Y., Wang, Y., Wang, Y., Song, Y., Luo, L., & Hai, L. (2025). Patch-loading resistance of QN1803 and S32001 high-strength stainless steel plate girders: Experimental study and numerical simulation. Thin-Walled Structures, 206, 112681.
Zhang, W., Luo, M., & Chen, Z. (2024, October). Hybrid Forecasting: ML Predictions of Lake-Effect Regional Extreme Precipitations. In 2024 7th International Conference on Universal Village (UV) (pp. 1-11). IEEE.
Zhu, G., Dong, J., Grazian, F., & Bauer, P. (2024). A hybrid modulation scheme for efficiency optimization and ripple reduction in secondary-side controlled wireless power transfer systems. IEEE Transactions on Transportation Electrification, 11(2), 6840-6853.
Li, D., Uy, B., Mo, J., Wang, Y., & Thai, H. T. (2023). Behaviour and design of steel and composite beam connections to composite walls. Journal of Constructional Steel Research, 206, 107915.
Fan, L., Wang, K., & Fan, D. (2021). A combined universal generating function and physics of failure Reliability Prediction Method for an LED driver. Eksploatacja i Niezawodność, 23(1).
Fan, J., Zhao, B., & Luo, Y. (2024, October). A 109.2 dB-dynamic-range fully dynamic dual-mode adjustable gain resistive sensor interface circuit. In 2024 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA) (pp. 231-232). IEEE.
Yan, J., Ma, H., Wang, X., Li, H., Li, B., Wei, Q., & Cao, Z. (2025). Direct Measurement of Transverse Compressive Properties of Polyacrylonitrile-Based Single Carbon Fibers. Materials, 18(13), 3018.
Zhu, G., Dong, J., Soeiro, T. B., Vahedi, H., & Bauer, P. (2024). Dual-side capacitor tuning and cooperative control for efficiency-optimized wide output voltages in wireless EV charging. IEEE Transactions on Industrial Electronics, 72(3), 2507-2518.
Liu, F., & Liu, C. (2018, June). Towards accurate and high-speed spiking neuromorphic systems with data quantization-aware deep networks. In Proceedings of the 55th Annual Design Automation Conference (pp. 1-6).
Lin, H., Zhang, Y., Zhang, Q., Fan, J., Cao, Z., Zhao, B., & Luo, Y. (2026). A 2.1 μA 1.65V-to-5V supply 10ppm/°C bandgap reference with source-degenerated piecewise curvature compensation. Integrated Circuits and Systems, 1–7.
Mo, J., Uy, B., Li, D., Thai, H. T., & Wang, Y. (2022). Behaviour and design of composite walls under axial compression. Journal of Constructional Steel Research, 199, 107635.
Shor, P. W. (1997). Polynomial-time algorithms for prime factorization and discrete logarithms on a quantum computer. SIAM Journal on Computing, 26(5), 1484–1509.
Zhu, G., Dong, J., Wang, J., Deng, Z., Li, Y., & Bauer, P. (2024, September). Implementation of Variable Capacitance to Improve Efficiency for Asymmetric LCC-LCC Compensated Wireless Power Transfer Systems. In 2024 Energy Conversion Congress & Expo Europe (ECCE Europe) (pp. 1-7). IEEE.
Zhu, G., Zhang, S., Deng, Z., Wang, J., Li, Y., Dong, J., & Bauer, P. (2025). Extended hybrid modulation for multi-stage constant-current wireless ev charging. IEEE Transactions on Power Electronics.
Mo, J., Uy, B., Li, D., Thai, H. T., & Wang, Y. (2023). Behaviour and design of composite walls under lateral loading and combined loading. Journal of Constructional Steel Research, 210, 108087.
Chen, B., Wang, Y., Luo, L., Liu, J., Huang, C., Zhang, T., & Hai, L. (2025). An experimental study on the reduced resistance of perforated S32001 high-strength stainless steel girder under patch loading. Engineering Structures, 327, 119672.
Zhu, G., Dong, J., Shi, W., Soeiro, T. B., Xu, J., & Bauer, P. (2022). A mode-switching-based phase shift control for optimized efficiency and wide ZVS operations in wireless power transfer systems. IEEE Transactions on Power Electronics, 38(4), 5561-5575.
Guo, X., Feng, Q., Sun, B., Ren, Y., Fan, D., Pan, J., & Wang, Z. (2024). Integrated assessment of reliability and health status of multi-microgrids based on multiagent. Reliability Engineering & System Safety, 245, 109978.
Xu, Y., Shao, K., Logothetis, N., & Shen, Z. (2025). Reskoopnet: Learning koopman representations for complex dynamics with spectral residuals. arXiv preprint arXiv:2501.00701.
Song, S., Tang, Y., & Qin, R. (2025). Synthetic Data Matters: Re-training with Geo-typical Synthetic Labels for Building Detection. IEEE Transactions on Geoscience and Remote Sensing.
Ahmad, N. R. (2025). Digital marketing strategies and consumer engagement: A comparative study of traditional vs. e-commerce brands. https://doi.org/10.59075/t8pba787
Ahmad, N. R. (2025). Exploring the role of digital technologies in enhancing supply chain efficiency: A case study of e-commerce companies. Indus Journal of Social Sciences, 3(1), 226–237. https://doi.org/10.59075/ijss.v3i1.618