| 研究生: |
鄭博文 Zheng, Bo-Wen |
|---|---|
| 論文名稱: |
結合深度學習與模擬退火法之寬帶隙聲子晶體設計 Design of Wide-Bandgap Phononic Crystals Combining Deep Learning and Simulated Annealing |
| 指導教授: |
張怡玲
Chang, I-Ling |
| 學位類別: |
碩士 Master |
| 系所名稱: |
工學院 - 機械工程學系 Department of Mechanical Engineering |
| 論文出版年: | 2025 |
| 畢業學年度: | 113 |
| 語文別: | 中文 |
| 論文頁數: | 118 |
| 中文關鍵詞: | 聲子晶體 、拓樸最佳化 、深度學習模型 、模擬退火法 |
| 外文關鍵詞: | phononic crystal, topology optimization, deep learning model, simulated annealing |
| 相關次數: | 點閱:39 下載:0 |
| 分享至: |
| 查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
[1] E. Yablonovitch, "Inhibited spontaneous emission in solid-state physics and electronics," Physical Review Letters, vol. 58, pp. 2059-2062, 1987.
[2] M. M. Sigalas, E. N. Economou, "Elastic and acoustic wave band structure," Journal of Sound and Vibration, vol. 158, no. 2, pp. 377-382, 1992.
[3] M. S. Kushwaha, P. Halevi, L. Dobrzynski, B. Djafari-Rouhani, "Acoustic band structure of periodic elastic composites," Physical Review Letters, vol. 71, no. 13, pp. 2022-2025, 1993.
[4] M. M. Sigalas, E. N. Economou, "Band structure of elastic waves in two dimensional systems," Solid State Communications, vol. 86, no. 3, pp. 141-143, 1993.
[5] W. L. Bragg, "The diffraction of short electromagnetic waves by a crystal," Scientia, vol. 23, no. 45, pp. 153, 1929.
[6] M. Reynolds, S. Daley, "An active viscoelastic metamaterial for isolation applications," Smart Materials and Structures, vol. 23, no. 4, 045030, 2014.
[7] S. Zhang, L. Yin, N. Fang, "Focusing ultrasound with an acoustic metamaterial network," Physical Review Letters, vol. 102, no. 19, 194301, 2009.
[8] S. Zou, Y. Xu, R. Zatianina, C. Li, X. Liang, L. Zhu, Y. Zhang, G. Liu, Q.H. Liu, H. Chen, Z. Wang, "Broadband waveguide cloak for water waves," Physical Review Letters, vol. 123, 074501, 2019.
[9] L. Ning, Y.-Z. Wang, Y.-S. Wang, "Active control cloak of the elastic wave metamaterial," International Journal of Solids and Structures, vol. 202, pp. 126-135, 2020.
[10] J. O. Vasseur, P. A. Deymier, B. Chenni, B. Djafari-Rouhani, L. Dobrzynski, D. Prevost, "Experimental and theoretical evidence for the existence of absolute acoustic band gaps in two-dimensional solid phononic crystals," Physical Review Letters, vol. 86, no. 14, pp. 3012-3015, 2001.
[11] L. Li, Z. Zhang, "Multiple-scattering approach to finite-sized photonic band-gap materials," Physical Review B - Condensed Matter and Materials Physics, vol. 58, no. 15, pp. 9587-9590, 1998.
[12] Y. Tanaka, Y. Tomoyasu, S. Tamura, "Band structure of acoustic waves in phononic lattices: Two-dimensional composites with large acoustic mismatch," Physical Review B, vol. 62, no. 11, pp. 7387-7392, 2000.
[13] C. Goffaux, J. Sánchez-Dehesa, "Two-dimensional phononic crystals studied using a variational method: Application to lattices of locally resonant materials," Physical Review B, vol. 67, no. 14, 144301, 2003.
[14] X. Wang, S. Xu, S. Zhou, W. Xu, M. Leary, P. Choong, M. Qian, M. Brandt, Y. Xie, " Topological design and additive manufacturing of porous metals for bone scaffolds and orthopaedic implants: A review," Biomaterials, vol. 83, pp. 127-141, 2016.
[15] J. Zhu, W. Zhang, L. Xia, "Topology optimization in aircraft and aerospace structures design," Archives of Computational Methods in Engineering, vol. 23, pp. 595-622, 2016.
[16] T. R. Marchesi, R. D. Lahuerta, E. C. N. Silva, M. S. G. Tsuzuki, T. C. Martins, A. Barari, I. Wood, "Topologically optimized diesel engine support manufactured with additive manufacturing," IFAC-PapersOnLine, vol. 28, no. 3, pp. 2333-2338, 2015.
[17] M. Y. Wang, X. Wang, D. Guo, "A level set method for structural topology optimization," Computer Methods in Applied Mechanics and Engineering, vol. 192, no. 1, pp. 227-246, 2003.
[18] M. P. Bendsøe, O. Sigmund, Topology Optimization Theory: Methods, and Applications. Springer Berlin, Heidelberg, pp. XIV-370, 2004.
[19] Y. M. Xie, G. P. Steven, "A simple evolutionary procedure for structural optimization," Computers & Structures, vol. 49, no. 5, pp. 885-896, 1993.
[20] O. M. Querin, G. P. Steven, Y. M. Xie, "Evolutionary structural optimisation (ESO) using a bidirectional algorithm," Engineering Computations, vol. 15, no. 8, pp. 1031-1048, 1998.
[21] H.-W. Dong, X.-X. Su, Y.-S. Wang, C. Zhang, "Topological optimization of two-dimensional phononic crystals based on the finite element method and genetic algorithm," Structural and Multidisciplinary Optimization, vol. 50, pp. 593-604, 2014.
[22] J. Kennedy, R. Eberhart, "Particle swarm optimization", IEEE International Conference on Neural Networks, Australia, pp. 1942-1948, 1995.
[23] Scott Kirkpatrick, C. D. Jr. Gelatt, M. P. Jr. Vecchi, "Optimization by simulated annealing," Science, vol. 220, pp. 671-680, 1983.
[24] X. Li, S. Ning, Z. Liu, Z. Yan, C. Luo, Z. Zhuang, "Designing phononic crystal with anticipated band gap through a deep learning based data-driven method," Computer Methods in Applied Mechanics and Engineering, vol. 361, 112737, 2020.
[25] C. Chiang, Y. Tsai, W. Chang, F. Hsiao, "Predicting band structures of two-dimensional phononic crystal slab for sensor predesigning based on artificial neural network," Sensors and Materials, vol. 35, no. 8-4, pp. 3071-3082, 2023.
[26] W. Zhou, S. Wang, Q. Wu, X. Xu, X. Huang, G. Huang, Y. Liu, Z. Fan, F. Hsiao, "An inverse design paradigm of multi-functional elastic metasurface via data-driven machine learning," Materials & Design, vol. 226, 111560, 2023.
[27] Z. Du, X. Ding, H. Chen, C. Liu, W. Zhang, J. Luo, X. Guo, "Optimal design of topological waveguides by machine learning," Frontiers in Materials, vol. 9, 1075073, 2022.
[28] D. Finol, Y. Lu, V. Mahadevan, A. Srivastava, "Deep convolutional neural networks for eigenvalue problems in mechanics," International Journal for Numerical Methods in Engineering, vol. 118, no. 5, pp. 258-275, 2019.
[29] T. G. Goto, H. R. Najafabadi, M. F. Falheiro, R. T. Moura, L. Driemeier, A. Barari, M. S.G. Tsuzuki, T. C. Martins, " A new non-gradient-based topology optimization algorithm with black–white density and manufacturability constraints," Structures, vol. 47, pp. 1900-1911, 2023.
校內:2030-07-24公開