研究生: |
陳昱豪 Yu-Hau Chen |
---|---|
論文名稱: |
基於FPGA嵌入式平台之影像量測系統開發 Development of an Image-Based Measurement System Using FPGA Embedded Platform |
指導教授: |
林紀穎
Chi-Ying Lin |
口試委員: |
謝宏麟
Hung-Lin Hsieh 黃育熙 Yu-Hsi Huang |
學位類別: |
碩士 Master |
系所名稱: |
工程學院 - 機械工程系 Department of Mechanical Engineering |
論文出版年: | 2016 |
畢業學年度: | 104 |
語文別: | 中文 |
論文頁數: | 120 |
中文關鍵詞: | 現場可編程邏輯閘陣列 、翹曲量量測 、影像式量測系統 、疊紋法 |
外文關鍵詞: | warpage measurement, Image-based measurement system, method |
相關次數: | 點閱:381 下載:2 |
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影像式自動化量測系統因具備非接觸式、高解析度的優點,近年來被廣泛應用於微小元件量測。然而現有影像式量測系統普遍受限於電腦影像資料處理運算速度,其量測範圍與實際應用亦因此大幅受限,為此本研究提出一套在FPGA架構中實現高可調性之影像式精密量測系統,並以微小角度、微距量測與物體形貌重建量測實驗驗證本系統性能。
本系統以Camera Link 介面VC-4MC-M180相機工業相機擷取影像,並結合Moiré演算法與掃描式輪廓技術重建出晶圓形貌。開發系統使用的硬體與軟體主要分別為Xilinx Virtex-5 SX95T晶片的NI FPGA 7966R、影像擷取卡NI 1483與Labview FPGA。為了提升系統效能,本研究藉由對2048×2048解析度影像擷取感興趣區域做影像處理與疊紋分析運算,實現幀率157.1 fps之高速且即時晶圓曲率量測系統。實驗結果顯示於處理影像幀率為39.6 fps下,本系統有效量測晶圓曲率變化量可達3100 μrad、有效量測變化量之頻率達1.9 Hz與晶圓曲率量測解析度約為4 μrad,相較於PC架構量測系統之量測結果,本系統量測效能大幅優於PC架構。此外本研究亦分析各演算法所消耗的FPGA邏輯單元使用情況,以利未來實現於低成本之量測系統開發。
Image-based automatic inspection systems have the advantages of non-contact measurement and high resolution. However, the effective measurement range and performance are also greatly limited by the computational efficiency in most available computer systems. This thesis presents a FPGA-based precision measurement system and justifies its system performance with several tests including micro-angle variation measurement, distance measurement, and object surface reconstruction.
To achieve high speed and real-time wafer warpage measurement, this study implemented image processing and moiré algorithms on a large region of interest in which its maximum processing speed could be up to 157.1 fps with a 2048 × 2048 image resolution. The measured results of this FPGA-based system are justified using the ones measured by high precision commercial instruments. The experimental results demonstrate that at a 39.6 fps image frame rate the effective warpage measurement range could be up to 3100 μrad with a 1.9 Hz maximum measurement variation frequency and a 4 μrad resolution. Compared to the results obtained from a PC based image measurement system, the performance of our developed FPGA-based measurement system has been significantly improved. Moreover, the analysis of the used FPGA logic units is also presented for more effectively-streamlined commercial developments in the future.
[1]. A. Alam, M. O’Nils, A. Manuilskiy, J. Thim, C. Westerlind, “Limitation of a line-of-light online paper surface measurement system,” IEEE Sensors Journal, vol. 14, no. 8, pp. 2715-2724, Aug. 2013.
[2]. B. E. Schutz, H. J. Zwally, C. A. Shuman, D. Hancock, J. P. DiMarzio, “Overview of the ICESat mission,” Geophysical Research Letters, vol.32, no. 4, pp. 1-4, Jul. 2005.
[3]. R. Taylor, N. Hancock, T. Tran-Cong, “Non-contact extrudate profilometer -introductory paper,” in. Proc. IEEE 14th Mechatronics and Machine Vision in Practice on Conference, vol. 46, 1997, pp. 158-162.
[4]. C. J. Tay, C. Quan, M. Li, “Development of a Sensor for Layered Micro-component Measurement Using White Light Interferometry,” in. Proc. IEEE Sensor Device Technologies and Applications on Conference, vol. 18, 2010, pp. 21-24.
[5]. A. Zhou, J. Guo, W. Shao, “Automated detection of surface defects on sphere parts using laser and CDD measurements,” in. Proc. IEEE 37th Industrial Electronics Society on Conference, vol. 3, 2011, pp. 2666-2671.
[6]. K. S. Chen, T. F. Chen, C. C. Chuang, I. K. Lin, “Full-field wafer level thin film stress measurement by phase-stepping shadow Moiré/spl acute/,” IEEE Transactions on Components and Packaging Technologies, vol. 27, pp. 594-601, Sep. 2004.
[7]. H. L. Hsieh, Y. H. Huang, Y. G. Huang, Y. C. Chang, “Development of a wafer warpage measurement technique using Moiré-based method,” Applied Optics, vol. 55, no 16, pp. 4370-4377, Jun. 2016.
[8]. Z. S. Zhang, B. X. He, M. Dai, “A high-precision vision measurement method based on dimension characteristics of sequential partial images,” in. Proc. IEEE 14th Mechatronics and Machine Vision in Practice on Conference, 2007, pp.158-164.
[9]. J. You, Y. J. Kim, S. W. Kim, “GPU-accelerated white-light scanning interferometer for large-area, high-speed surface profile measurements”, International Journal of Nanomanufacturing, vol. 8, pp. 31-39, Jan. 2012.
[10]. H. Muhamedsalih, X. Jiang, F. Gao, “Accelerated surface measurement using wavelength scanning interferometer with compensation of environmental noise,” in. Proc. IEEE 12th Computer Aided Tolerancing on Conference, vol. 10, 2013, pp. 70-76.
[11]. M. Conti, S. Orcioni, N. Martinez Madrid, R. E.D. Seepold, Solutions on Embedded Systems, Springer Dordrecht Heidelberg London New York, 2011, doi: 10.1007/978-94-007-0638-5.
[12]. J. G. Velasquez-Aguilar, D. Mayorga-Cruz, A. Zamudio-Lara, M. O. Arias-Estrada, “Real-time displacements measurement using FPGA and interferometry,” in. Proc. IEEE Electronics and Photonics on Multiconference, vol. 37, 2006, pp. 266-269.
[13]. C. Roth, L. K. John, B. K. Lee, Digital Systems Design Using Verilog, Nelson Education, 2015.
[14]. 鄭群星, “FPGA/CPLD 數位晶片設計入門,” 全華圖書股份有限公司, 民國96年。
[15]. 蔡宇軒, “疊紋式晶圓翹曲量測技術之開發,” 國立台灣科技大學碩士論文, 2013。
[16]. K. Creath, J. C. Wyant, “Optical Shop Testing,” in Wiley-Interscience, 2nd ed. Canada, 2007, pp.756-767.
[17]. E. Adachi, A. S. Dimitrov, K. Nagayama, “Stripe patterns formed on a glass surface during droplet evaporation,” Langmuir, vol. 11, pp. 1057-1060, Apr. 1995.
[18]. S. Horowitz, T. A. Chen, V. Chandrasekaran, K. Tedjojuwono, L. Cattafesta, T. Nishida, M. Sheplak, “A Wafer-bonded, Floating element shear-stress sensor using a geometric moiré optical transduction technique,” Solid-State Sensor, Actuator and Microsystems Workshop, Hilton Head Island, South Carolina, USA, 2004.
[19]. M. Wang, J. Zhong, D. Li, “Subfringe integration profilometry of three-dimensional diffuse objects,” Optical Engineering, vol. 36, no. 9, pp. 2567-2572, Sep. 1997.
[20]. M. A. El-Morsy, K. Harada, M. Itoh, T. Yatagai, “A subfringe integration method for multiple-beam Fizeau fringe analysis,” Optics and Laser Technology, vol. 35, pp. 223-232, Apr. 2003.
[21]. M. Wang, L. Ma, D. Li, J. Zhong, “Subfringe integration method for automatic analysis of moiré deflection tomography,” Optical Engineering, vol. 39, pp. 2726-2733, Oct. 2000.
[22]. J. C. Wyant, “Use of an ac heterodyne lateral shear interferometer with real-time wavefront correction systems,” Applied Optical, vol. 14, pp. 2622-2626, Nov. 1975.
[23]. M. Wang, J. Zhong, D. Li, “Subfringe integration profilometry of three-dimensional diffuse objects,” Optical Engineering, vol. 36, pp. 2567-2572, Oct. 1997.
[24]. 陳怡光, “表面電漿共振移相干涉儀之影像處理系統,” 國立中央大學碩士論文, 2002。
[25]. Wikipedia, Reference website: https://en.wikipedia.org/wiki/Atan2(Online search time:2016/5/11)
[26]. M. J. Huang, C. J. Lai, “Phase unwrapping based on a parallel noise-immune algorithm,” Optics and Laser Technology, vol. 34, pp. 457-464, Sep. 2002.
[27]. J. Yuan, X. Long, “CCD-area-based autocollimator for precision small-angle measurement,” Review of Scientific Instruments, vol. 74, no. 3, pp. 1362-1365, Feb. 2003.
[28]. R. Shinozaki, “Fast scanning method for one-dimensional surface profile measurement by detecting angular deflection of a laser beam,” Applied Optics, vol. 43, no. 21, pp. 4157-4163, Jul. 2004.
[29]. Vieworks VC-4MC-M180 technical manuals, Reference website:http://www.vieworks.com/chn/main.html (On-line search time:2015/8/11)
[30]. D. Wang, X. Tao, R. Hu, “The design of the interface for camera link and DM642,” in. Proc. IEEE Control and Decision on Conference, Chinese, Xuzhou, vol. 34, 2010, pp. 2914-2916.
[31]. J.E. Volder, “The CORDIC Trigonometric Computer Technique,” IEEE Transactions on Electronic Computers, vol. EC-8, no. 3, pp. 330-334, Sep. 1959.
[32]. J. Vankka, “Methods of mapping from phase to sine amplitude in direct digital synthesis,” IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, vol. 44, no. 2, pp. 526-534, Mar. 1997.
[33]. P. Wynn, “The rational approximation of functions which are formally defined by a power series expansion,” Mathematics of Computation, vol. 14, no. 70, pp. 147-186, Apr. 1960.
[34]. K. Itoh, “Analysis of the phase unwrapping problem,” Applied Optics, vol.21, no. 14, pp. 2470, Jul. 1982.
[35]. National Instruments technical manuals, Reference website:http://zone.ni.com/reference/en-XX/help/371361J-01/lvanls/unwrap_phase/ (On-line search time:2016/5/11)
[36]. B. F. Dutton, C. E. Stroud, “Built-in self-test of programmable input/output tiles in Virtex-5 FPGAs,” in. Proc. IEEE 41st Southeastern Symposium on System Theory on Conference, Tullahoma, 2009, pp. 235-239.
[37]. F. Yang, M. Paindavoine, “Implementation of an RBF neural network on embedded systems: Real-time face tracking and identity verification,” IEEE Transactions Neural Netw, vol. 14, no. 5, pp. 1162-1175, Sep. 2002.
[38]. H. L. Hsieh, J. Y. Lee, L. Y. Chen, Y. Yang, “Development of an angular displacement measurement technique through birefringence heterodyne interferometry,” Optics Express, vol. 24, pp. 6802-6813, Apr. 2016.
[39]. H. L. Hsieh, Y. H. Huang, Y. G. Huang, Y. C. Chang, “Development of a wafer warpage measurement technique using Moiré-based method,” Applied Optics, vol. 55, no 16, pp. 4370-4377, Jun. 2016.
[40]. J. D. Maxwell, Y. Qu, J. R. Howell, “Full field temperature measurement of specular wafers during rapid thermal processing,” IEEE Transactions on Semiconductor Manufacturing, vol. 20, pp. 137-142. May. 2007.