FROM MATERIALS TO MECHANISMS: MULTIPHYSICS OPTIMIZATION IN NEXT-GENERATION MECHANICAL ENGINEERING

Aris Tri Ika R. (1)
(1) Sekolah Tinggi Teknologi Angkatan Laut, Indonesia

Abstract

Increasing performance demands in aerospace, energy, and advanced manufacturing systems require mechanical designs capable of operating under strongly coupled thermal, mechanical, fluidic, and electromagnetic conditions. Conventional single-physics optimization approaches are insufficient to capture nonlinear interactions that govern durability, efficiency, and structural stability in next-generation engineering systems. This study aims to develop an integrated multiphysics optimization framework that bridges material-level constitutive behavior with mechanism-level system performance. A computational research design was employed, combining physics-based multiphysics modeling, finite element analysis, computational fluid dynamics, and multi-objective optimization algorithms within a unified architecture. Temperature-dependent and nonlinear material properties were dynamically updated during iterative optimization cycles. Physics-informed surrogate modeling was incorporated to accelerate convergence while maintaining predictive reliability. Three representative case systems were evaluated to validate the proposed framework. Results indicate significant improvements in structural and energetic performance, including reductions in peak stress and thermal gradients, enhanced fatigue life, improved vibration stability, and increased energy efficiency. Statistical analysis confirmed the robustness and practical significance of these improvements. The study concludes that mechanism-centered multiphysics optimization represents a critical advancement beyond conventional sequential design strategies, offering a scalable and reliable pathway for developing resilient, high-performance mechanical systems.

Full text article

Generated from XML file

References

Abideen, Z. U., Huang, Q., Zhang, H., Yang, Y., Zheng, Y., Xu, M., Sun, Z., & Sun, S. (2026). A Multiphysics Approach for Predicting Residual Stress Development in Filament Wound Composites Considering Fiber Volume Fraction Evolution. Applied Composite Materials, 33(2), 50. https://doi.org/10.1007/s10443-025-10423-4

Akyerden, E., & Cans?z, A. (2026). AC loss analysis of magnetic gear system with superconducting component. Cryogenics, 153, 104255. https://doi.org/10.1016/j.cryogenics.2025.104255

Al-Turef, G. A., Obalalu, A. M., Saleh, W., Shah, S. H. A. M., Darvesh, A., Khan, U., Ishak, A., Adegbite, P., Ojewola, O. B., & Hussain, S. M. (2025). Computational Study and Application of the Hamilton and Crosser Model for Ternary Hybrid Nanofluid Flow Past a Riga Wedge with Heterogeneous Catalytic Reaction. Nano, 20(01), 2450105. https://doi.org/10.1142/S1793292024501054

Ameer Ahammad, N. (2025). Comparative analysis of buoyancy-driven hydromagnetic flow and heat transfer in a partially heated square enclosure using Cu-Fe3O4 and MoS2-Fe3O4 nanofluids. International Journal of Numerical Methods for Heat & Fluid Flow, 35(2), 524–553. https://doi.org/10.1108/HFF-06-2024-0415

Baratian Sani Devin, A., Keshavarzi, A., Hemami, A. A., Feyz Bashipoor, A., & Googarchin, H. S. (2025). Bio-inspired energy absorbers: Evolutionary designs and mechanical performance under various loading conditions. Mechanics Based Design of Structures and Machines, 1–33. https://doi.org/10.1080/15397734.2025.2532740

Bektas, C. K., Luo, J., Conley, B., Le, K.-P. N., & Lee, K.-B. (2025). 3D bioprinting approaches for enhancing stem cell-based neural tissue regeneration. Acta Biomaterialia, 193, 20–48. https://doi.org/10.1016/j.actbio.2025.01.006

Bilek, V., Barta, J., Toman, M., Losak, P., & Bramerdorfer, G. (2025). A comprehensive overview of high-speed solid-rotor induction machines: Applications, classification, and multi-physics modeling. International Journal of Electrical Power & Energy Systems, 166, 110520. https://doi.org/10.1016/j.ijepes.2025.110520

Cardillo, G., & Barakat, A. I. (2025). A 2D computational model of chemically- and mechanically-induced platelet plug formation. Biomechanics and Modeling in Mechanobiology, 24(5), 1465–1484. https://doi.org/10.1007/s10237-025-01966-3

Chandran, M., Veerapandian, M., Dhanasekaran, B., Govindaraju, S., & Yun, K. (2025). Advanced nanomaterials for health monitoring and diagnostics in next-generation wearable sensors. Materials Science and Engineering: R: Reports, 165, 101015. https://doi.org/10.1016/j.mser.2025.101015

Chaudhary, V., Sonu, S., Taha, B. A., Raizada, P., Rustagi, S., Chahal, S., Singh, P., Khosla, A., & Nguyen, V.-H. (2025). Borophene-based nanomaterials: Promising candidates for next-generation gas/vapor chemiresistors. Journal of Materials Science & Technology, 218, 236–262. https://doi.org/10.1016/j.jmst.2024.08.038

Chen, Z., Yan, D., Wang, X., Ding, G., Wang, Z., Xiao, Y., Liu, X., Wang, P., Chen, L., Shuai, L., & Liao, G. (2025). Biochar-Tailored Carbon Nitride Enables Piezo-Photocatalytic H 2 O 2 Production via Boosted Charge Transport. ACS Catalysis, 15(15), 13568–13580. https://doi.org/10.1021/acscatal.5c02889

Gao, B., Liang, Y., Lu, H., & Zhang, S. (2025). Carbonyl chitosan-induced solar thermal healable and ultratough organohydrogel for dual-mode energy production/storage. Nano Energy, 134, 110536. https://doi.org/10.1016/j.nanoen.2024.110536

Ghaffar, A., Ali, S., Qaisar, M. A. F., Ullah, I., Irfan, A., Ejaz, A., Parkash, A., Ali, S., Zahid, H., Parveen, S., & Liu, J. (2025). Comprehensive insights into progress and developments of two-dimensional transition metal diselenides-based electrode materials for supercapacitor application. Journal of Alloys and Compounds, 1038, 182813. https://doi.org/10.1016/j.jallcom.2025.182813

Hua, D., Xia, Q., Li, J., Zhou, Q., Shi, Y., Zhu, Y., Zhu, B., Ye, W., Yu, X., & Wang, H. (2026). Atomistic simulation of the interactions of radiation damage and grain boundaries in austenitic FeCrNi alloy. Journal of Nuclear Materials, 618, 156234. https://doi.org/10.1016/j.jnucmat.2025.156234

Huang, D., Li, Z., Li, G., Zhou, F., Wang, G., Ren, X., & Su, J. (2025). Biomimetic structural design in 3D-printed scaffolds for bone tissue engineering. Materials Today Bio, 32, 101664. https://doi.org/10.1016/j.mtbio.2025.101664

Huang, Z., Ge, C., Li, S., Cai, M., Hui, Y., Liao, X., & Zeng, Q. (2025). Biomimetic Pyrolytic MXene?Based Multifunctional Films with Multi?Level Structure for Wearable Piezoresistive Devices and Bioelectronics. Advanced Functional Materials, 35(17), 2422374. https://doi.org/10.1002/adfm.202422374

Jiang, L., Sha, Z., Zheng, Y., Zhu, R., Yu, C., Chen, Q., Ran, R., & Cui, W. (2025). Bioinspired hydrogels thriving in harsh conditions: Where soft materials conquer hard challenges. Progress in Materials Science, 152, 101459. https://doi.org/10.1016/j.pmatsci.2025.101459

Kim, J., Cho, Y., Woo, S., Lee, J., & Lee, G. (2025). Advancements in Chemical Vapor Deposited Carbon Films for Secondary Battery Applications. Small, 21(12), 2410570. https://doi.org/10.1002/smll.202410570

Li, F., Wang, Y., Huang, H., Yin, Y., Zheng, J., & Qiu, X. (2025). A Novel Optimizing Method for the Structural Parameters of High-Temperature Thin-Film Heat Flux Sensors Based on Thermo- Mechanical-Electrical Coupled Model. IEEE Sensors Journal, 25(13), 25848–25860. https://doi.org/10.1109/JSEN.2025.3573215

Li, H., & Wang, S. (2025). A chemo-thermo-mechanical coupled phase-field model for complex early-age concrete mesoscale fracture simulations. International Journal of Solids and Structures, 314, 113340. https://doi.org/10.1016/j.ijsolstr.2025.113340

Li, W., Khan, S. A., Shafqat, M., Abbas, Q., Muhammad, T., & Imran, M. (2025). Computational analysis for efficient thermal transportation of ternary hybrid nanofluid flow across a stretching sheet with Cattaneo-Christov heat flux model. Case Studies in Thermal Engineering, 66, 105706. https://doi.org/10.1016/j.csite.2024.105706

Li, W., Zhang, H., Chen, L., Huang, C., Jiang, Z., Zhou, H., Zhu, X., Liu, X., Zheng, Z., Yu, Q., He, Y., Gao, Y., Ma, J., & Yang, L. (2025). Cell membrane-derived nanovesicles as extracellular vesicle-mimetics in wound healing. Materials Today Bio, 31, 101595. https://doi.org/10.1016/j.mtbio.2025.101595

Liu, H., Wang, C., Zheng, L., Wang, W., Chen, D., Ai, L., & Fan, Y. (2025). 3D?Architected Natural Tooth?Derived Scaffolds Reinforced by Graphene and Gradient Gyroid. Small Structures, 6(12), e202500498. https://doi.org/10.1002/sstr.202500498

Liu, X., Xing, K., Sin Tang, C., Sun, S., Chen, P., Qi, D.-C., Breese, M. B. H., Fuhrer, M. S., Wee, A. T. S., & Yin, X. (2025). Contact resistance and interfacial engineering: Advances in high-performance 2D-TMD based devices. Progress in Materials Science, 148, 101390. https://doi.org/10.1016/j.pmatsci.2024.101390

Luo, H., Lu, X., Cao, Y., Lyu, Z., Ding, S., Lin, Y., Zhou, Y., Zhu, W., & Wang, Y. (2025). Boosted CO2 Photoreduction Performance by CdSe Nanoplatelets via Se Vacancy Engineering. Advanced Science, 12(12), 2413684. https://doi.org/10.1002/advs.202413684

Ma, H., & Wu, C. (2025). Additive manufacturing defects and its impact on metal corrosion: A review. Journal of Physics: Conference Series, 3061(1), 012014. https://doi.org/10.1088/1742-6596/3061/1/012014

Mazumder, J. T., Shivam, T., Majhi, A., Jha, R. K., Jha, M. K., Khatoniar, S., Pandey, S., & Jha, R. K. (2025). Advancements in 2D-TMD heterostructures for next generation electronic chemical sensors. Materials Today Nano, 30, 100615. https://doi.org/10.1016/j.mtnano.2025.100615

Mishchenko, O., Volchykhina, K., Maksymov, D., Manukhina, O., Pogorielov, M., Pavlenko, M., & Iatsunskyi, I. (2025). Advanced Strategies for Enhancing the Biocompatibility and Antibacterial Properties of Implantable Structures. Materials, 18(4), 822. https://doi.org/10.3390/ma18040822

Nguyen, T. T., Edalati, P., Dangwal, S., Pereira, K. D., Cremasco, A., Floriano, R., Luchessi, A. D., & Edalati, K. (2025). Boosting biocompatibility and mechanical property evolution in a high-entropy alloy via nanostructure engineering and phase transformations. Journal of Alloys and Compounds, 1035, 181438. https://doi.org/10.1016/j.jallcom.2025.181438

Ramachandran, T., Naidu Kalla, R. M., Kumar, Y. A., Ghosh, A., Al-Sehemi, A. G., Khan, R., & Lee, J. (2025). Black phosphorus as a multifunctional electrode material for all energy storage devices. Journal of Alloys and Compounds, 1037, 182500. https://doi.org/10.1016/j.jallcom.2025.182500

S., A., S., R., Rusho, M. A., & Yishak, S. (2025). Bridging Plant Biotechnology and Additive Manufacturing: A Multicriteria Decision Approach for Biopolymer Development. Advances in Polymer Technology, 2025(1), 9685300. https://doi.org/10.1155/adv/9685300

Sudhoff, P., & Krause, U. (2025). A numerical model for predicting the smoldering behavior of bio-based insulation materials: Model theory and validation. Fire Safety Journal, 152, 104351. https://doi.org/10.1016/j.firesaf.2025.104351

Sun, Z., Guo, W., Takahashi, M., Pena Quintal, A., Agyakwa, P., Evans, P., Li, K., Munk-Nielsen, S., & Jørgensen, A. B. (2025). A digital twin for predicting the solder degradation lifetime of a GaN eHEMT integrated power module under power cycling conditions. Power Electronic Devices and Components, 12, 100123. https://doi.org/10.1016/j.pedc.2025.100123

Taqavi, O., Song, P., Bourgault, A. J., Li, Z., Byczynski, G., & Kar, N. C. (2025). A Coupled Multiphysics Framework for Advanced Characterization of PWM-Driven Induction Motors. IEEE Access, 13, 88105–88120. https://doi.org/10.1109/ACCESS.2025.3570829

Wang, S., Qu, J., Lei, G., Zhou, X., Liu, T., & Li, L. (2025). A Coupled Geomechanical–Geochemical Model for Predicting Caprock Breakthrough during CO2 Storage. Energy & Fuels, 39(47), 22585–22604. https://doi.org/10.1021/acs.energyfuels.5c04849

Xie, Y., Pan, P., Wang, Z., Mei, W., Liu, X., & Zhao, X. (2025). Advanced multi-crack simulations in rocks using dynaset mesh refinement and dual mapping. Computers and Geotechnics, 185, 107318. https://doi.org/10.1016/j.compgeo.2025.107318

Yang, L., Zhang, C., Wang, R., Zhang, Y., Zhang, Q., Qin, H., & Liu, L. (2025). Dynamic Electromechanical Co?Stimulation Based Enhancement of Skeletal Muscle Tissues for Fast Biosyncretic Robots Actuation. Advanced Functional Materials, 35(2), 2410334. https://doi.org/10.1002/adfm.202410334

Yao, K., Hong, G., Yuan, X., Kong, W., Xia, P., Li, Y., Chen, Y., Liu, N., He, J., Shi, J., Hu, Z., Zhou, Y., Xie, Z., & He, Y. (2025). 3D Printing of Tough Hydrogel Scaffolds with Functional Surface Structures for Tissue Regeneration. Nano-Micro Letters, 17(1), 27. https://doi.org/10.1007/s40820-024-01524-z

Zhou, T., Deng, J., Chu, Y., Peng, X., Yang, Y., Wang, Z., Zeng, Y., Song, B., Cheng, M., & Zhou, C. (2026). Breaking the activity-selectivity trade-off through engineered scalable production of sulfur vacancy-rich pyrite for zero-oxidant targeted enrofloxacin removal. Applied Catalysis B: Environment and Energy, 381, 125892. https://doi.org/10.1016/j.apcatb.2025.125892

Zhu, H., Deng, Z., Qu, Y., He, P., & Geng, H. (2025). Cu?In Co?Doping and Layered Directional Sintering for High Thermoelectric Efficiency and Mechanical Strength in Bi2 (Te,Se)3. Advanced Functional Materials, 35(19), 2422007. https://doi.org/10.1002/adfm.202422007

Authors

Aris Tri Ika R.
aristripk7@gmail.com (Primary Contact)
Tri Ika R., A. (2026). FROM MATERIALS TO MECHANISMS: MULTIPHYSICS OPTIMIZATION IN NEXT-GENERATION MECHANICAL ENGINEERING. Journal of Moeslim Research Technik, 3(1), 43–56. https://doi.org/10.70177/technik.v3i1.3435

Article Details