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Workload regulating wafer release in a GaAs fab facility 在砷化镓晶圆厂设施中调节晶圆释放的工作量
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66125
J.W. Lawton, A. Drake, R. Henderson, L.M. Wein, R. Whitney, D. Zuanich
The workload regulating wafer release policy, that was developed for MWTD's (Hewlett-Packard's Microwave Technology Division) GaAs fabrication facility is described. A discrete-event simulator, ManSim was used to determine its improvements over other wafer release policies, and it was shown that it has the potential to reduce fabrication cycle time by roughly 50%. It is suggested that the plant's historical focus on leading-edge process technology rather than on more traditional measures of manufacturing performance has delayed the recognition of the potential of a policy of this type.<>
描述了为MWTD(惠普微波技术部门)GaAs制造工厂开发的工作量调节晶圆释放策略。使用离散事件模拟器ManSim来确定其相对于其他晶圆释放策略的改进,结果表明,它有可能将制造周期时间缩短约50%。有人认为,该工厂历来专注于前沿工艺技术,而不是更传统的制造绩效衡量标准,这推迟了对这类政策潜力的认识。
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引用次数: 23
Use of influence diagrams and neural networks in modeling LPCVD 影响图和神经网络在LPCVD建模中的应用
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66120
F. Nadi, A. Agogino, D. Hodges
An adaptive learning architecture has been developed for modeling manufacturing processes involving several controlling variables. Experimental results of applying the new architecture to process modeling and recipe synthesis for LPCVD (low-pressure chemical vapor deposition) of undoped polysilicon are described. Control parameters considered are pressure, temperature, gas-flow rate, wafer position, and time. Models for both deposition rate and final mechanical stress in the film have been developed. By using the generalization ability of neural networks in the synthesis algorithm, this architecture can produce new recipes for the process. Two such recipes have been generated for the LPCVD process. One is a zero-stress polysilicon film receipt; the second is a uniform deposition rate receipt based on the use of a nonuniform temperature distribution during deposition.<>
针对涉及多个控制变量的制造过程建模,提出了一种自适应学习体系结构。描述了将新结构应用于低压化学气相沉积(LPCVD)工艺建模和配方合成的实验结果。考虑的控制参数包括压力、温度、气体流速、晶圆片位置和时间。建立了沉积速率和薄膜中最终机械应力的模型。通过在综合算法中利用神经网络的泛化能力,该体系结构可以生成新的过程配方。已经为LPCVD工艺生成了两种这样的配方。一种是零应力多晶硅薄膜收据;第二种是基于在沉积过程中使用非均匀温度分布的均匀沉积速率收据。
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引用次数: 2
Experience in simulating wafer fabs in the USA and Japan 有模拟美国和日本晶圆厂的经验
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66128
A. Matsuyama, R. Atherton
The authors describe the extensive base of factory simulation experience in Japan and experiences with the new factory-modeling technology in the US. It is pointed out that factory simulation and performance analysis are valuable for the insights that they provide for obtaining rapid cycle times and the associated business advantages. Experiences in Japan that have highlighted the practical difficulties of applying the traditional techniques of queueing theory and simulation languages to the complexities of real factories are described. By comparison, Nihon Semiconductor's experience with the new factory-modeling technology indicates that it overcomes these traditional difficulties. This modeling technology reduces the risks of undertaking a factory-performance analysis project. The new factory-modeling technology is now being successfully used in the US and Japan. Several examples of performance analysis studies at Nihon Semiconductor are described. A comparison of factory model results with factory operating data resulted in the development of a new characterization of labor efficiency.<>
作者描述了日本广泛的工厂模拟经验基础和美国对新工厂建模技术的经验。本文指出,工厂模拟和性能分析是有价值的,因为它们为获得快速的周期时间和相关的业务优势提供了见解。日本的经验强调了将排队理论和模拟语言的传统技术应用于真实工厂的复杂性的实际困难。相比之下,日本半导体在新工厂建模技术方面的经验表明,它克服了这些传统的困难。这种建模技术降低了进行工厂性能分析项目的风险。这种新的工厂建模技术目前在美国和日本得到了成功的应用。介绍了日本半导体的几个性能分析研究的例子。将工厂模型结果与工厂运行数据进行比较,得出了一种新的劳动效率特征
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引用次数: 7
Functional and operational differences in the decision making process for manufacturing in Japan and in America 日本和美国制造业在决策过程中的功能和操作差异
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66107
W. Matthews
The author describes his point of view-developed from over eight years of visiting Japan and Japanese manufacturing plants, including three years of actually living in Japan-on differences in the decision-making process for manufacturing in Japan and the US. It is pointed out that in the American system everyone has a specific area of responsibility and the plant manager is ultimately responsible when machines break. In the Japanese fab, the person operating the machine is specifically responsible for output and knows how to achieve that output. The machine keeper is responsible for everything on the machine: from routine cleaning and loading of material to sophisticated PMs and tough fix-it issues when machines actually break.<>
作者描述了他的观点,这是他在日本和日本制造工厂参观了八年多,其中包括在日本实际生活了三年,他的观点是关于日本和美国制造业决策过程的差异。有人指出,在美国的系统中,每个人都有一个特定的责任领域,当机器损坏时,工厂经理负有最终责任。在日本的晶圆厂,操作机器的人专门负责输出,并知道如何实现输出。机器管理员负责机器上的一切:从日常清洁和材料装载到复杂的pm和机器实际损坏时的棘手修理问题。
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引用次数: 0
Managing manufacturing improvement using computer integrated manufacturing methods 使用计算机集成制造方法管理生产改进
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66111
M. Adams, B. Smoak
The authors present the application of manufacturing improvement programs which use computer-integrated methods to track performance and gather data necessary for problem identification. This application focuses on existing wafer fabrication at Harris Semiconductor in Palm Bay, Florida. The authors specifically concentrate on the methodology used to improve key fabrication performance indices, such as throughput yield, cycle time, and performance to schedule. It is shown how CIM (computer-integrated manufacturing) methodology was critical to the improvement process. The specific methodologies discussed are the following: work-in-process management, inventory reduction, activity planning and work scheduling; equipment tracking, preventative-maintenance scheduling, and equipment performance; SPC (statistical process control) implementation and support, data collection, chart limit calculation, capability studies, and online support; and scrap reduction programs. A wafer inventory reduction of over 70% was realized and a product performance to mix of over 50% was realized during a 30 month period. Wafer throughput yield improved by over 30% during the 30 month period.<>
作者介绍了制造改进程序的应用,该程序使用计算机集成方法跟踪性能并收集问题识别所需的数据。该应用程序的重点是佛罗里达州棕榈湾哈里斯半导体现有的晶圆制造。作者特别集中于用于提高关键制造性能指标的方法,如产量,周期时间和进度性能。它显示了CIM(计算机集成制造)方法如何对改进过程至关重要。讨论的具体方法如下:在制品管理、减少库存、活动规划和工作安排;设备跟踪,预防性维护计划和设备性能;SPC(统计过程控制)的实施和支持,数据收集,图表极限计算,能力研究和在线支持;以及废品减少计划。在30个月的时间里,晶圆库存减少了70%以上,产品混合性能提高了50%以上。晶圆吞吐率在30个月内提高了30%以上。
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引用次数: 2
Knowledge extraction techniques for expert system assisted wafer screening 专家系统辅助晶圆筛选的知识提取技术
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66127
D. Khera, M. Cresswell, L. W. Linholm, G. Ramanathan, J. Buzzeo, A. Nagarajan
The authors describe a procedure for using induction-based classification techniques for identifying relationships between work-in-process (WIP) test structure data and future IC yield at wafer test on a wafer-by-wafer or lot-by-lot basis. The relationships are extracted from databases of previously processed WIP wafer test structure measurements and final wafer yield. They are presented in the form of rules relating WIP data to final yield. It is further shown that these rules, when incorporated into expert systems, can advise the human operator responsible for screening wafers which are likely to produce submarginal yield if processed to completion. These rules also identify the WIP test structure parameters and values which have historically provided the highest and lowest final wafer yields.<>
作者描述了一种程序,使用基于感应的分类技术来识别在制品(WIP)测试结构数据与未来晶圆测试中晶圆或批次的IC良率之间的关系。这些关系是从先前处理的WIP晶圆测试结构测量和最终晶圆良率的数据库中提取出来的。它们以在制品数据与最终产量相关的规则形式呈现。进一步表明,当将这些规则纳入专家系统时,可以建议负责筛选可能产生亚边际产量的晶圆的人类操作员,如果加工完成。这些规则还确定了历史上提供最高和最低最终晶圆产量的WIP测试结构参数和值。
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引用次数: 4
Comparison of integrated in situ RIE preclean processes for CVD tungsten silicide deposition done in a cluster tool 在群集工具中沉积CVD硅化钨的集成原位RIE预清洁工艺的比较
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66115
R. S. Nowicki, C. Fuhs, P. Geraghty
Summary form only given. The authors describe a predeposition clean in which reactive ion etching (RIE) prior to tungsten silicide deposition is used. This technique yields silicide films which can easily withstand postsilicide deposition, high-temperature heat treatment, and wet oxidation without loss of film adhesion or other obvious degradation. The authors also report the extensive use of the secondary ion mass spectrometry (SIMS) microanalytical technique to demonstrate that this procedure has indeed been effective in the removal of the oxide layer prior to silicide deposition. The etch properties for C/sub 2/F/sub 6/ and CF/sub 4/ have been compared.<>
只提供摘要形式。作者描述了一种预沉积清洁,其中反应离子蚀刻(RIE)在硅化钨沉积之前使用。该技术生产的硅化膜可以很容易地承受后硅化沉积、高温热处理和湿氧化,而不会失去膜的附着力或其他明显的降解。作者还报道了二次离子质谱(SIMS)微分析技术的广泛使用,以证明该程序确实有效地在硅化物沉积之前去除氧化层。比较了C/sub 2/F/sub 6/和CF/sub 4/的腐蚀性能。
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引用次数: 0
Neural network computing applied in design for manufacturability 神经网络计算在可制造性设计中的应用
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66119
L. Liu, G.H. Liu
A DFM (design for manufacturability) method that applies artificial intelligence techniques and robust design ideas and can be used in many semiconductor design and manufacturing areas is described. The method includes both controllable design and uncontrollable variation factors early in the design stage. It uses neural network computing techniques to find an optimal design for controllable design factors of maximizing the yield of the semiconductor product design and manufacturing process. The controllable design factors include the device component values, device physical variables, and fabrication parameters such as deposition time, rate, and doses. The uncontrollable factors are environmental condition variations such as temperature and humidity, as well as fabrication inaccuracies in alignment and diffusion. The method consists of sample, relate, and optimize (SR) stages. At the sample stage, a set of confined random design points are chosen from an initial design space. At the relate stage, the relationship between these points and their responses are used to train an artificial neural network (NN) based on a backpropagation model. At the optimize stage, acceptable inputs can be predicted and therefore the manufacturing yield increased by using this NN computational scheme. This method, when applied to a semiconductor processing-dependent IC design example, showed satisfactory results.<>
描述了一种DFM(可制造性设计)方法,该方法应用人工智能技术和稳健的设计思想,可用于许多半导体设计和制造领域。该方法在设计初期既考虑了可控设计因素,又考虑了不可控变异因素。利用神经网络计算技术,在可控的设计因素下,寻找半导体产品设计制造过程中良率最大化的最优设计方案。可控设计因素包括器件组件值、器件物理变量和制造参数,如沉积时间、速率和剂量。不可控因素是环境条件的变化,如温度和湿度,以及在对准和扩散中的制造误差。该方法包括样品、关联和优化(SR)三个阶段。在样本阶段,从初始设计空间中选择一组受限随机设计点。在相关阶段,利用这些点之间的关系及其响应来训练基于反向传播模型的人工神经网络(NN)。在优化阶段,可以预测可接受的输入,从而提高制造成品率。将该方法应用于与半导体工艺相关的集成电路设计实例,得到了满意的结果。
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引用次数: 6
Practical aspects of the GEM model for factory automation 工厂自动化GEM模型的实践方面
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66105
J. Ghiselli, B. Rathbun
The 'Generic Equipment Model for SECS Communications (GEM)' (1988) proposed methodology for implementing SECS communication links on equipment, and suggests that equipment supporting the methodology could significantly reduce total factory automation costs. Previously, in the absence of any actual implementations of GEM, the benefits remained theoretical, and feasibility and cost remained unknown. The authors describe a software implementation of the GEM methodology, and its actual application on equipment. Some valuable practical lessons have been learned about applying generic host communication software on equipment, and about the GEM methodology.<>
“SECS通信通用设备模型(GEM)”(1988)提出了在设备上实现SECS通信链接的方法,并建议支持该方法的设备可以显着降低工厂自动化的总成本。此前,在没有任何实际实施创业板的情况下,其好处仍然停留在理论上,可行性和成本仍然未知。作者描述了GEM方法的软件实现及其在设备上的实际应用。关于在设备上应用通用主机通信软件和GEM方法,我们学到了一些有价值的实践经验。
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引用次数: 3
Automated on-line optimization of an epitaxial process 外延工艺的自动在线优化
Pub Date : 1990-05-21 DOI: 10.1109/ISMSS.1990.66116
E. Sachs, S. Ha, A. Hu, W. Metz
As part of a system for process control, the run by run controller implements a form of adaptive control based on the sequential design of experiments. The run by run controller can be applied to the local optimization, feedback control, and feedforward control or processes in which multiple inputs control multiple output characteristics. Current work concerns the application of the controller to the optimization and control of thickness and resistivity uniformity of silicon epitaxy. Initial experiments to investigate the effect of noise and disturbances on an AME 7800 barrel reactor indicate that the system is a good candidate for modeling and control using the multiple response surface method, wherein each measured site is separately modeled with a response surface and the uniformity metric is calculated from these models.<>
作为过程控制系统的一部分,逐行控制器实现了一种基于顺序实验设计的自适应控制形式。逐行控制器可以应用于局部优化、反馈控制和前馈控制或多输入控制多输出特性的过程。目前的工作是将该控制器应用于硅外延厚度和电阻率均匀性的优化和控制。研究噪声和干扰对AME 7800桶状反应器影响的初步实验表明,该系统是使用多响应面方法建模和控制的良好候选系统,其中每个被测点分别用响应面建模,并从这些模型计算均匀性度量。
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引用次数: 3
期刊
IEEE/SEMI International Symposium on Semiconductor Manufacturing Science
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