基于神经网络的RFID标签天线印刷品质的优化研究
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摘要
国内外研究表明:用导电油墨丝网印刷工艺制造RFID标签天线,是实现其小尺寸、低成本、大规模应用最具发展前景的方法。
     本文针对标签天线印刷品质优化控制中的评价指标、印刷参数优化设置、神经网络模型建立、天线结构尺寸预测与设计方案评价等一系列问题研究,取得了若干有价值的研究成果,主要创新点如下:
     ①提出了RFID标签天线印刷品质的四个关键判据,并根据这四个关键判据,建立了印刷品质定量评价数学模型。这些关键判据及评价模型适合于包括射频标签在内的各种微电子产品印刷品质分析和评价。
     ②创建了基于印刷品质优化的BP和RBF神经网络模型,使天线设计者可预先掌握最佳印刷品质状态下的导线墨膜实际尺寸,并可根据该实际尺寸修正标签天线的各项电性能指标,从而可实现天线各项电性能指标与印刷参数的综合优化。
     ③通过神经网络模型仿真预测,可向印刷人员推荐最合适的丝网网版及最佳刮印压力、刮印速度等一组印刷参数,可取代过去采用反复上机调节丝网网版分辨率及印刷参数的传统方法。实现了印刷过程的误差可控,达到高效率、低成本和优品质的目的。
     总之,本文研究成果使电子专家和印刷专家密切合作,可确保设计天线和印制天线的性能一致。
Research at home and abroad show that, RFID tag antenna fabricated through conductive ink screen printing process is the most promising approach of minisize, low cost, large-scale application.
     In this paper, printing labels antenna in the optimal control of the quality of evaluation, the printing parameter optimization settings, the establishment of neural network model, the antenna size and design of the forecast range of issues such as program evaluation studies were all discussed. Some research results have been obtained and the main innovation results are as follows:
     ①Four key criteria of antenna RFID label printing quality were proposed, and quantitative evaluation of the quality of printing mathematical model was established according to these four key criteria. These key criteria and the evaluation model are suitable for analysis and evaluation of print quality of a variety of microelectronic products including RFID tags.
     ②Both BP and the RBF neural network model based on optimized print quality was established, so that antenna designers can to control the actual conductor ink membrane size under the best quality printing state, and amend all kind of electrical performance indicators of the tag antenna according to the actual size, so that the electrical performance indicators of the tag antenna and print parameters can be optimize synthetically.
     ③Through the neural network model for simulation of the forecast, a set of printing parameters including the most a appropriate silk screen, scrape print pressure and speed and so on, can be recommended the printing staff, Which replace the traditional methods that repeatedly adjust the screen resolution and printing parameters on machine in the past. The error controllability, high efficiency, low cost and high quality during printing process can all be obtained.
     In short, the results of this study can help cooperate between electronic experts and print specialists ,and ensure the performance accordance of the design antennas and print antenna.
引文
[1]周晓光,王晓华.射频识别(RFID)技术原理与应用实例[M].人民邮电出版社.2006.
    [2]游战清,李苏剑.无线射频识别技术(RFID)理论与应用[M].电子工业出版社.2004.
    [3]德]Klaus Finkenzeller著,吴晓峰.陈大才译,射频识别技术第3版,电子工业出版社, 2006
    [4] http://finance.sina.com.cn. RFID:小芯片中的大机会.2005.05.01
    [5] Leonid Bolotnyy, Gabriel Robins. The Case for Multi-Tag RFID Systems[C], IEEE, 2007.174-186.
    [6]张明涛.用于RFID系统的天线设计[D].西安电子科技大学硕士学位论文. 2007
    [7]汤伟,林斌,周建华,游佰强.一种小型化RFID标签天线的仿真设计[J],厦门大学学报,2008,47(1):49-54
    [8]吴晓峰,张国雄.射频技术(RFID)系统及制造技术[J].航空精密制造技术.2006.42(3):5-9
    [9]唐宝玲.电子标签(RFID)天线的印制技术[J].印制电路信息2007.(6),24-27
    [10]李春甫.深入剖析网版印刷与RFID天线制造技术[J].丝网印刷.2007,(1):4-7
    [11] K.V.S.Rao,P.V.Nikitin,and S.F.Lam,Antenna Design for UHF RFID Tags:A Review and a Practical Application[C],Trans.Antennas Propag.,IEEE 2005,53(12):3870-3876
    [12] P.R.Foster,R.A.Burberry.Antenna problems in RFID systems[C],RFID Technology Colloquium on,IEEE1999:1-3
    [13] M.Chew,A.Niknejad,and V.Subramanian. Analysis and Optimization of Inductive Power Coupling for all-printed low-cost RFID[C]. Transactions on Components and Packaging Technologies, IEEE 2005,(93):7
    [14] Vivek S. Paul C.C. Daniel H., et al. All-printed RFID Tags: Materials, Devices, and Circuit Implications[C].Proceedings of the 19th International Conference on VLSI Design,2006.
    [15]刘志华, RFID技术与网版印刷[J].丝网印刷,2006, (12):45-49
    [16]郑允,吕新广,宋兵.包装印刷墨层厚度与密度的关系[J].包装工程.2004,25(3):76-79
    [17] Amin Rida,Rushi Vyas,Serkan Basat,Antonio Ferrer-Vidal,Li Yang,Swapan K.Bhattacharya,and Manos M.Tentzeris. Paper-Based Ultra-Low-Cost Integrated RFID Tags for Sensing and Tracking Applications[C]. Electronic Components and Technology Conference, 2007. ECTC '07. Proceedings. 57th,2007.1977-1980
    [18] Vivek Subramanian,Paul C.Chang,Daniel Huang,Josephine B.Lee,Steven E.Molesa,David R.Redinger,Steven K.Volkman.,All-printed RFID Tags:Materials,Devices,and Circuit Implications[C].VLSI Design, 2006. Held jointly with 5th International Conference on Embedded Systems and Design., 19th International Conference on.
    [19] Johan Sidén , Hans-Erik Nilsson. Line Width Limitations of Flexographic- Screen- and Inkjet printed RFID Antennas[J],IEEE,2007:1745-1748
    [20] A.Koptioug,P.Jonsson,J.Siden,O.Torbjorn,and M.Gulliksson.On the behavior of printed RFID tag antennas, using conductivepaint[C], in Proceedings of Antenn-03,Kalmar, Sweden, 2003
    [21]潘振明.RFID印刷:我们能否掘到第一桶金.中国包装网.2007.01.06
    [22] S.Cichos,J.Haberland,H.Reichl,Performance analysis of polymer based antenna-coils for RFID”,Polymers and Adhesives in Microelectronics and Photonics[C],Polytronic 2002,2nd InternationalIEEE Conference on. 2002:120-124
    [23] S.B.Fuller,E.J.Wilhelm,J.M.Jacobson,Ink-Jet Printed Nanoparticle Microelectromechanical Systems[J], Journal of Micromechanical Systems,2002(11):54-59
    [24] B.C.Wadell,Transmission Line Design Handbook[M], Artech House Inc.,1991
    [25] J. Sidén, T. Olsson, M. Fein, A. Koptioug, H-E Nilsson,“Reduced Amount of Conductive Ink with Gridded Printed Antennas”, Proc. IEEE conf. Polytronic 2005:86-89
    [26] Pavel V.Nikitin,Sander Lam,K.V.S.Rao.Low Cost Silver Ink RFID Tag Antennas[C], Antennas and Propagation Society Intertional Symposium,2005 IEEE. 2005:353-356
    [27] S.Tedjini,T.P.Vuong,V.Beroulle, Antennas for RFID tags[C].Proceedings of the 2005 joint conference on Smart objects and anbient intelligence:innovative context-aware services: usuages and technologies.2005:19-22
    [28] C.Z.Zhou, H.Y.David Yang. RFID Antenna Size Minimization Using Double-layer Periodic Structure[C], Antennas and Propagation Society Intertional Symposium,2007 IEEE. 2007: 5411-5414
    [29] Li Yang, S.S. Basat, Manos M.T. Design and development of Novel Inductively Coupled RFID[C], Antennas and Propagation Society International Symposium 2006, IEEE. 2006. 1035-1038
    [30] J. S. Smith.High density, low parasitic direct integration by fluidic self assembly (FSA)[C], International Electron Devices Meeting Technical Digest. 2000:201-204
    [31]钟庆东,杭建忠,张文涛,施利毅,袁理,郦希.导电涂料研究进展[J].上海电力学院学报.2005,1(2):143-148
    [32]牛玉刚.非线性系统的自适应神经网络控制[D].南京理工大学博士学位论文.2001:18-20
    [33]成小平.人工神经网络方法及其在工程地震中的应用研究[D].中国地震局地球物理研究所博士学位论文.1997:1-27
    [34]许力.智能控制与智能系统[M],机械工业出版社,2007
    [35]罗发龙,李衍达.神经网络信号处理[M].电子工业出版社,1993
    [36] Linkens D A, Nyongesa H O. Learning systems in intelligent control: an appraisal of fuzzy, neural and genetic algorithm control applications [J]. IEEE Proceedings-Control Theory and Applications, 1996, (4):143
    [37]杨行峻,郑君里.人工神经网络[M].高等教育出版社,1992
    [38]贺京同.基于神经网络的经济波动与宏观调控研究——中国宏观经济实证、预测和预警[D].南开大学博士学位论文.1999:20-25
    [39] Rumelhart D E, Hinton G E, Williams R J. Learning representations by back-propagating errors[J]. 1986, (323): 533-536.
    [40] Rumelhart D E, McClelland J L, eds. Parallel Distributed Processing: Exploration in the Microstructure of Cogntion [M]. MIT Press, 1986.
    [41] Hecht-Niels. Theory of the back propahation neural network[J]. IEEE IJCNN,1989, (1): 593~606.
    [42]雷鸣等.神经网络自适应学习研究[J].系统工程与电子技术.1994,(3):19-27
    [43]王国胤等.一种快速收敛的BP学习算法[J].西安交通大学学报.1993,(10):1-9
    [44] Hornik K, Stinchcombe M, White H. Multilayer Feedforward Networks Are Universal Approximators [J].Neural Networks, 1989,2(5):359-366.
    [45]王科俊等.几种变学习率的快速BP算法比较研究[J].哈尔滨工程大学学报. 1997,(6):35-37
    [46]王富生.第二代图像编码的兴起与发展[J].电子学报. 1990,(4):93-100
    [47] Ham F M. Detection and Classification of Biological Substances Using Infrared Absorption Spectroscopy and Hybrid Artificial Neural Network [J]. Journal of Artificial Neural Networks, 1994,1(1):101-104.
    [48]胡保清.面向建筑管理的神经网络系统研究[D].哈尔滨工业大学博士学位论文.2004:37-38
    [49]须岳林.基于BP神经网络的印刷体字符识别系统的研究[J].南京航空航天大学博士学位论文.2006:40-41
    [50] Broomhead,D.S.and Lowe,D..Multi-variable Functional Interpolation and Adaptive Networks[J],Complex System,1988,2(4):321-355
    [51] Moody J, Darken C. Learning with localized receptive fields [C]. Proc. 1998 Connectionist Models Summer School, San Mateo, CA, Carnegie-Mellon University, Morgan Kaufmann, 1988.
    [52] MoodyJ , Darken C. Fast learning in networks of locally-tuned processing units [J]. Neural Computation, 1989(1): 281-294.
    [53] Powell M J D. Radial basis functions for multivariable interpolation: a riview[M].In Mason-JC,Cox M G(eds)..Algorithms for approximation, Oxford University Press, 1987:143- 167.
    [54]王永骥,涂健.神经元网络控制[M].机械工业出版社. 1998.
    [55]刘瑞林,华运隆,张超谟,刘子云.延迟神经网络测井资料评价水淹层的方法及应用[J].石油学报,1997,18(4):76-81.
    [56] R. E. Carlson and T. A. Foley. The parameter R2 in multiquadric interpolation[J]. Comput. Math. Appl. 1991,21(9): 9-42.
    [57]林开平,人工神经网络泛化性能与降水预报的应用研究[J],南京信息工程大学博士论文,2007:48-49
    [58] Hammerstrom D.Working with neural networks[J].IEEE Spectrum,July,1993,(7):46-53
    [59] Jonathan Jingsheng Shi. Reducing Prediction Error by Transformation Input Data for Neural Networks[J].Journal of Computing in Civil Engrg.2000,14(2):109-116
    [60] Chiu Stephen. Developing Commercial Applications of Intelligent Control[J]. IEEE Control System Magazine. 1997,13(2):94-100
    [61]徐咏弛.人工神经网络在印刷工程领域中的应用[J].印刷杂志.2007,(12)44-46
    [62]姚静.钱军浩.神经网络在胶印油墨印刷适性检测中的应用[J].包装工程.2008,(4):46-47
    [63]李永梅.胶版印刷品密度与色度检测关系的研究[J].包装工程.2007(1):70-71
    [64] Firebody. Antenna Circuit Design for RFID Applications(Lee 2003)[J]. http://bbs.rfeda.cn. 2008.08.14
    [65] RFID天线线圈设计.微芯片技术,2003:1-40
    [66]张明涛.用于RFID系统的天线设计[D],西安电子科技大学硕士学位论文.2007:15-48
    [67]李秀萍,刘禹,曹海鹰.基于RFID应用的小型化印刷偶极子天线设计[J].北京邮电大学学报,2006,29(5):75-78
    [68]李刚.智能标签——未来的宠儿[J].中国防伪报道,2007,(1):13—17
    [69]刘成芩,邱丰,梁栋,施凯.偶连偶联剂对水性导电涂料及其电热膜性能的研究[J].包装工程.2008,29(5):1-4
    [70] M. Purdenziati, Very High Strain sensitivity in Thick Film Resistors: Real and false super gauge factors[J]. Sensors and Actuators,1989,19:401-414.
    [71] R. H. Estes, The effect of porosity on mechanical, electrical and the thermal characteristics of conductive die-attach adhesives[J]. Solid State Technol., 1984,8:191-195.
    [72] L.E.Silbert,JR.Melros,and R.c.Ball,The rheology and microstructure of concentrated[J],aggregated colloids.J.Rheol.,1999,43(3):673-700
    [73] J.R.Abbott, N.Tetlow, A.L.Graham, et al, Experimental Observations of Particle Migration in Concentrated Suspensions: Couette Flow[J].J.Rheo.1991,35(5):773-779
    [74]王正青,方图南,荆建芬,油墨的印刷适性与流变性之间的关系[J].高分子材料科学与工程,1997,13(6),141-146
    [75]刘金.化工原理[M].长沙:中南工业出版社.1988
    [76]韦群燕.高导电率精密印刷银浆制备技术研究研[D].昆明理工大学博士学位论文, 2006:25-120
    [77] Robert Webster,Fine line screen printing yields an a function of physical design parameters[J],IEEE Trans. Mfg.technol. 1975,ISPT-4(1):81-87
    [78]刘远瑞,填充型导电复合材料的研究[D],浙江大学博士学位论文,2005:10-110
    [79] A. Einstain, Investigations on the theory of the Brownian Movement[J].Dover,New York,NY,1956.
    [80] K I Zakiy, O S Adah,A O Kih.Ultrafine particle deposition II :Mechanism of Film Formation[J].JaPan Joumal of Applied Physies,Partl:Regular PaPers & Sho Notes & Review Papers,1993,32(12A):5771-5777
    [81]谈发堂.银填充导电胶中表面与界面研究[D].华中科技大学博士学位论文.2006(4):10-90
    [82]姜英涛,涂料基础[M],北京:化学工业出版社,1997
    [83]钟云波.电磁力场作用下液态金属中非金属颗粒迁移规律及其应用研究[D].上海大学博士学位论文.2000:30-100
    [84]倪玉德等.涂料工艺[M],北京:化学工业出版社,1997
    [85] D.K. Bender and A.M. Ferreira,Higher Density Using Diffusion patterned Vias and Fine-Line Printing[J]. IEEE Trans. ComP.,Packaging. And Manf. Tech. A,1994,(17):485-489.
    [86] Thongurnag W,Riehdar J,Spontak C.Bridged double Pereolation in conductive Polymer composites:an elecrical conductivity morphology and mechanical property study[J].Polymer,2002,43(3):3717-3725
    [87]夏正斌,涂伟萍,杨卓如等,涂料中溶剂的选择[J],涂料工业,2005,(5):35-40
    [88]黄英,李郁忠,张学博等.丁睛橡胶的伏安特性与功率特性的研究[J].特种橡胶制品,2000,21(6):14-28
    [89]熊佳.导电复合材料的制备及其性能的研究[D],西北工业大学硕士学位论文.2005:33-95
    [90]刘亚丕,Co(Fe)-Cr2O3纳米颗粒薄膜的电性、磁性及TMR效应研究[D],兰州大学博士学位论文,2000:44-86
    [91]刘焕明,环保型导电浆料研究[D],华中科技大学博士学位论文,2006:40-100
    [92]樊新,纳米银粉的制备及其电化学性能研究[D],中南大学博士学位论文,2007:20-105
    [93]机械工程手册,电机工程手册编辑委员会.机械工程手册(四).北京:机械工业出版社,1997
    [94] R. D. RUST,Printed Cireuits Handbook[C]. In 4th ed.,McGraw Hill,New York,1995:25-42
    [95]孔凡美,钱军浩,陈默.丝网中的刮墨刀[J].包装工程.2008,29(5):195-197
    [96]唐万有,苟军平,刘瑞芳等.印刷设备与工艺[M].北京:印刷工业出版社,2007
    [97] Robert Webster,Fine line screen printing yields as a function of physical design parameters[J], IEEE Trans. Mfg.technol. 1975, ISPT-4(1):81-87.
    [98]冯瑞乾,印刷油墨转移原理[M].冶金出版社,1992
    [99]车茂丰,现代实用印刷技术[M],上海科学普及出版社, 2002
    [100]曹振英.现代丝网印刷技术问答[M].北京:印刷工业出版社,2005
    [101] Dawn Hohl. Four-color Process And Fine line printing. SPTF Practical Application Bulletin, 1999:l-8
    [102]叶义成.丝网印刷工艺参数分析与研究[D],西安理工大学硕士学位论文.2007:16-45
    [103] Schweiz. Seidengazefabrik.网印人手册[M].杨玉玲译.台湾:印刷与设计杂志,1990
    [104]智川.网目调丝网印刷工艺参数分析与研究[D].西安理工大学硕士学位论文.2004:14-50
    [105]张仁英.阶调丝网印刷的丝网选择[J].丝网印刷,1996(5):27-30
    [106]陈德山.丝网印刷网版对丝网参数选用的影响[J].网印工业,2003(1):22-37
    [107]刘彩凤.印刷企业系统协调[M].北京:科学出版社,2007