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Learning in neural networks with Bayesian prototypes 基于贝叶斯原型的神经网络学习
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498076
P. Myllymaki, H. Tirri
Given a set of samples of a probability distribution on a set of discrete random variables, we study the problem of constructing a good approximate neural network model of the underlying probability distribution. Our approach is based on an unsupervised learning scheme where the samples are first divided into separate clusters, and each cluster is then coded as a single vector. These Bayesian prototype vectors consist of conditional probabilities representing the attribute-value distribution inside the corresponding cluster. Using these prototype vectors, it is possible to model the underlying joint probability distribution as a simple Bayesian network (a tree), which can be realized as a feedforward neural network capable of probabilistic reasoning. We describe how the prototypes can be determined, given a partition of the samples, and present a method for evaluating the likelihood of the corresponding Bayesian tree. We also present a greedy heuristic for searching through the space of different partition schemes with different numbers of clusters, aiming at an optimal approximation of the probability distribution.
给定一组样本的概率分布在一组离散随机变量上,我们研究了构造一个良好的近似神经网络的概率分布模型的问题。我们的方法基于无监督学习方案,首先将样本分成单独的簇,然后将每个簇编码为单个向量。这些贝叶斯原型向量由表示相应簇内属性值分布的条件概率组成。使用这些原型向量,可以将底层的联合概率分布建模为一个简单的贝叶斯网络(树),这可以实现为具有概率推理能力的前馈神经网络。我们描述了如何确定原型,给出了样本的分区,并提出了一种评估相应贝叶斯树的可能性的方法。我们还提出了一种贪心启发式算法,用于搜索具有不同簇数的不同分区方案的空间,以获得概率分布的最优逼近。
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引用次数: 4
NiCr fuse reliability-a new approach NiCr熔断器可靠性——一种新方法
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498110
J. Vinson
Presents one technique to apply concurrent engineering in the development of a reliable fuse element in CMOS PROMs. The development required both a new circuit and process design. The five stages presented were used to produce a reliable fuse element that is also manufacturable. The use of these techniques uncovered several limitations in the circuit early enough in the development to be corrected. One reported in this paper was the poor current gain of the fusing bipolar transistor.
提出了一种应用并行工程技术开发可靠的CMOS prom熔断器元件的方法。这种开发需要新的电路和工艺设计。提出的五个阶段用于生产可靠的保险丝元件,也可制造。这些技术的使用在电路开发的早期就发现了一些需要纠正的限制。本文报道的一个问题是熔合双极晶体管的电流增益较差。
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引用次数: 3
An MCU based uninterruptible power supply using an MC68F333 基于MC68F333的单片机不间断电源
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498138
C. Melear
Inverting power supplies and high voltage/current switches form the basis for many uninterruptible power supply (UPS) designs. In a very basic sense, a 60 Hz square wave with minimal filtering may suffice in many applications. Not only is power quality a factor but so is the speed at which a UPS can be brought online. As the need for quality power increases and response times to switch in the UPS decrease, more sophisticated controllers for UPSs must be used. Microcontrollers, such as the MC68F333, provide an excellent vehicle to implement intelligent UPS systems. The MCU can provide the intelligence and the peripheral modules to measure and monitor external voltage levels and frequency. From this information intelligent decisions can be made on whether to enable a power conditioning circuit or to completely switch over to a UPS until the main source of power has been restored. Microcontrollers, because of the inherent ability to generate complex, high speed timing signals that can be phase and frequency locked together, makes these devices a natural choice when designing modern UPSs. These MCU-based designs allow for higher PWM switching speeds, better monitoring of the external line voltage and enhanced ability to determine what type of malfunction is occurring when trouble happens. From this information MCU based UPSs can be built to economically provide back-up power when warranted by external conditions.
逆变电源和高压/电流开关构成了许多不间断电源(UPS)设计的基础。在一个非常基本的意义上,一个60赫兹的方波与最小的滤波可以满足许多应用。不仅电能质量是一个因素,UPS并网的速度也是一个因素。随着对高质量电源需求的增加和UPS切换响应时间的减少,必须使用更复杂的UPS控制器。微控制器,如MC68F333,为实现智能UPS系统提供了一个很好的载体。单片机可以提供智能和外围模块来测量和监控外部电压电平和频率。根据这些信息,可以做出智能决策,决定是启用电源调节电路,还是完全切换到UPS,直到主电源恢复。微控制器,由于固有的能力,产生复杂的,高速的定时信号,可以锁定在一起的相位和频率,使这些设备的自然选择时,设计现代ups。这些基于mcu的设计允许更高的PWM开关速度,更好地监控外线电压,并增强了当故障发生时确定发生故障类型的能力。根据这些信息,基于MCU的ups可以在外部条件需要时经济地提供备用电源。
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引用次数: 0
Range extension for electric vehicles 电动汽车续航里程扩展
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498071
J. Jacobs
When electric vehicles are discussed with the public, two questions inevitably arise: how far can it go between charges, and how fast can it go? Both of these issues are related in part to the electrical energy stored and the efficiency of conversion from electrical energy to mechanical energy. In practical use many electric vehicle drivers have been known to use only 10-20% of the vehicle's range before recharging. The desire not to run out of enough energy to return to a charging station motivates the drivers to be very conservative. One solution to this problem is to equip the vehicle with an auxiliary power supply which will recharge the batteries. Such vehicles are powered by a combination of stored electric energy and chemical fuel. Here, the author describes these so-called hybrid vehicles.
当与公众讨论电动汽车时,不可避免地会出现两个问题:一次充电能跑多远,一次充电能跑多快?这两个问题都部分地与储存的电能和从电能到机械能的转换效率有关。在实际使用中,许多电动汽车司机在充电前只使用了汽车续航里程的10-20%。为了不耗尽足够的能量返回充电站,司机们非常保守。解决这个问题的一个办法是给车辆配备一个辅助电源,为电池充电。这种车辆由储存的电能和化学燃料提供动力。在这里,作者描述了这些所谓的混合动力汽车。
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引用次数: 0
Exact Nyquist-like stability results for ellipsoidal uncertainties 椭球不确定度的精确奈奎斯特样稳定性结果
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498094
H. Latchman, O. Crisalle
In this paper we develop a stability criterion for systems with uncertainties which are manifested in the frequency domain by simply-connected and closed, arbitrary uncertainty regions which satisfy a mild convexity constraint. In particular, well-known stability results for the case of disk-bounded frequency domain uncertainties are recovered as a special case of the proposed approach. The main results hinge on the definition of the critical direction as the direction of the line joining the -1+j0 point to the the nominal frequency response at a particular frequency. It is argued that the worst case uncertainties must lie along this line and this idea is exploited to yield a general stability criterion. An example arising from system and uncertainty identification is presented to illustrate the ideas developed in the paper. An application of the results of this paper yields exact and explicit formulae for the robust stability of systems with ellipsoidal parametric uncertainties.
本文给出了具有不确定性系统的稳定性判据,这种不确定性系统在频域上表现为满足温和凸性约束的单连通和封闭的任意不确定性区域。特别地,对于磁盘有界频域不确定性情况的众所周知的稳定性结果被恢复为所提出的方法的一个特殊情况。主要结果取决于临界方向的定义,即-1+j0点与特定频率的标称频率响应连接的线的方向。有人认为,最坏情况下的不确定性一定位于这条线上,并利用这一思想来产生一般的稳定性准则。以系统与不确定性辨识为例,说明本文所提出的思想。本文结果的一个应用,给出了具有椭球形参数不确定性系统鲁棒稳定性的精确而显式的公式。
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引用次数: 0
Voltage sag investigation and mitigation in an electronics manufacturing plant 某电子制造工厂电压凹陷的调查与缓解
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498136
L. Tillis, C.W. Williams
Florida Power Corporation (USA) received complaints from an electronic components manufacturer regarding poor power quality at their facility outside of Orlando, Florida. Electrical disturbances were occurring which resulted in motors or systems shutting down and a consequent loss of production. This paper describes the procedure used to determine the cause of the problem and how the problem was mitigated.
佛罗里达电力公司(美国)收到来自一家电子元件制造商的投诉,称其位于佛罗里达州奥兰多市外的工厂电能质量差。电力干扰正在发生,导致电机或系统关闭,从而导致生产损失。本文描述了用于确定问题原因的程序以及如何减轻问题。
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引用次数: 2
Continuing education in an age of uncertainty 不确定时代的继续教育
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498098
P. Lewis
Uncertainty in the job market in recent years has been driven by a redirection of national priorities and rapid advances in technology. While it is hoped the decrease in military tensions among nations will contribute to more stability worldwide, we will undoubtedly experience an increase in economic tension as nations compete for a larger share of expanding world markets. Engineers, through their formal education, critical thinking and problem solving skills are positioned to make major contributions to this new era of productivity. However, to remain a contributing part of this global economic expansion, engineers must not only constantly enhance their knowledge of technology. They must also learn about their customers, those individuals who use the products being designed. Continuing education will play an important part in preparing engineers for future employment.
近年来,就业市场的不确定性是由国家优先事项的重新定位和技术的快速进步造成的。虽然人们希望各国之间军事紧张局势的缓和将有助于全球更稳定,但随着各国争夺不断扩大的世界市场的更大份额,我们无疑将经历经济紧张局势的加剧。工程师,通过他们的正规教育,批判性思维和解决问题的能力,定位为这个生产力的新时代做出重大贡献。然而,为了继续为全球经济扩张做出贡献,工程师不仅必须不断提高他们的技术知识。他们还必须了解他们的客户,那些使用正在设计的产品的个人。继续教育在为工程师将来的就业做准备方面起着重要的作用。
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引用次数: 0
A variable polarization ferrite antenna 可变极化铁氧体天线
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498106
D. S. Dunn, M. Telep, E. P. Augustin
This paper describes a ferrite antenna that can produce any polarization on the Poincare sphere over the frequency range of 9.0 to 11.4 GHz by utilizing Faraday rotation and a quarter-wavelength phase shifter. All possible polarizations of the electromagnetic wave are achievable with this antenna which includes linear, circular and elliptical polarizations. Any tilt angle of elliptical polarization and any orientation of the linear polarization can be achieved as well. The polarization of the ferrite antenna can be electronically switched to a different polarization instantly without the use of moving parts. An automatic data acquisition system was designed and built to fully analyze the antenna's characteristics. Measured data shows cross-polarization values of 35 dB, axial ratios less than 1.5 dB and VSWR<2.0:1.
本文介绍了一种利用法拉第旋转和四分之一波长移相器在庞加莱球上产生9.0 ~ 11.4 GHz频率范围内任意极化的铁氧体天线。这种天线可以实现电磁波的所有可能的极化,包括线性极化、圆形极化和椭圆极化。椭圆偏振的任意倾斜角和线偏振的任意方向都可以实现。铁氧体天线的极化可以在不使用运动部件的情况下瞬间电子切换到不同的极化。为了充分分析天线的特性,设计并搭建了自动数据采集系统。实测数据显示,交叉极化值为35 dB,轴向比小于1.5 dB,驻波比<2.0:1。
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引用次数: 5
SPICE modeling of the emitter switched thyristor 发射极开关晶闸管的SPICE建模
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498113
W. Wong, M. S. Shekar
A SPICE model for the MOS-gated Emitter Switched Thyristor (EST) structure is developed for the first time. This static model is based on analytical models developed through two-dimensional numerical simulations using PISCES. Using this model the complete static characteristics of the EST, including the IGBT region of operation can be described. The EST model implemented in SPICE shows good agreement between the model and measurements (600 V EST) for the forward voltage drop and the main thyristor latching current density as a function of the gate bias.
首次建立了mos门控发射极开关晶闸管(EST)结构的SPICE模型。这个静态模型是基于使用双鱼座进行二维数值模拟开发的分析模型。利用该模型可以描述EST的完整静态特性,包括IGBT运行区域。在SPICE中实现的EST模型显示,模型与测量值(600 V EST)之间的正向压降和主晶闸管锁存电流密度作为栅极偏置的函数具有良好的一致性。
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引用次数: 0
Case studies in developing and teaching continuing education courses at a university 在大学发展和教授继续教育课程的案例研究
Pub Date : 1994-03-29 DOI: 10.1109/SOUTHC.1994.498103
T. Hentea
Purdue University Calumet is a community based university located in an urban environment (greater Chicagoland region). It proclaimed itself a "partnership University", a university that promotes strong ties with the surrounding community, its institutions, and businesses. The administration of the University is very supportive of the continuing education activities and stresses the importance of courses for professional training that enhance the competitiveness of Indiana businesses and enterprises. The university has established a resource center for small business development and created excellent special facilities for continuing education and outreach activities. This paper describes experience in developing three continuing education courses. This experience spans a six year period. It is ongoing, and it the intention to invest more time and effort in this type of activity in the next few years.
普渡大学Calumet是一所社区大学,位于城市环境(大芝加哥地区)。它宣称自己是一所“伙伴大学”,一所促进与周边社区、机构和企业紧密联系的大学。该大学的行政部门非常支持继续教育活动,并强调专业培训课程的重要性,以提高印第安纳州商业和企业的竞争力。学校建立了小型企业发展资源中心,并为继续教育和推广活动提供了优良的特殊设施。本文介绍了三种继续教育课程的开发经验。这一经历持续了六年。它正在进行中,并打算在今后几年中在这类活动中投入更多的时间和精力。
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引用次数: 0
期刊
Conference Record Southcon
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