Mining Spatial Associations with Limited Sensory Information

Abstract

Human navigation in an unknown environment requires an understanding of the spatial relationships of the terrain. For example, a soldier who is on a reconnaissance mission in a new city needs to “know” the spatial layout of the surroundings with high confidence. Oftentimes, this understanding must be acquired within a very short amount of time and with limited sensory inputs. The soldier would benefit from a digital avatar that draws inferences about the spatial layout of the city based on an initial set of observations and guides the soldier either in further exploring the environment or in making decisions based on these inferences. In this paper, we present and evaluate an inductive approach to learning spatial associations using sensory data that is available from the simulation environment of a computer game, Unreal Tournament. We study two kinds of spatial relationships between nodes on a level of a game map: nodes that are placed near each other to satisfy some spatial requirement and nodes that are placed near each other to satisfy the design preferences of a level architect. We show that we can infer both kinds of relationships using an association rule mining algorithm. Furthermore, we show how to use an ontology to distinguish between these relationships in order to discover different types of spatial arrangements on a specific map. We discuss how the inferred associations can be used to control an avatar that makes recommendations for navigating unexplored areas on a map. We conclude with some thoughts on the applicability of our methods to scenarios in the real world, beyond the simulation environment of a game, and on how the learned associations can be represented and queried by a simple question-answer type system.     

数字水印防伪技术的研究和应用

本文采用数字水印技术,研究和开发了一种新的证件制作与检测方法技术体系,防伪性能高、识别准确快速。该项技术可广泛应用于证件和产品的防伪,具有极高的理论价值和实用价值。     

一种平板螺旋式诱导轮的扬程计算法

目前平板螺旋式诱导轮的扬程计算法大都没有考虑诱导轮出口涡流区的影响,计算出的扬程和实际扬程有较大的偏差,涡流区的存在一方面会减小主流过流面积,使液流出口速度增大,损失增加,另一方面涡流运动自身也会消耗能量,使得诱导轮的扬程有所降低.以径向平衡理论为基础,考虑诱导轮出口涡流区的影响,提出一种扬程的修正计算法,用该方法对两种诱导轮进行了计算,计算结果和试验实测值比较接近,可以更准确的计算非空化工况下诱导轮的扬程.     

从“给力”到“ungelivable”看语言的模因特性

对语言模因“给力”和“ungelivable”的复制传播的研究分析，得出语言模因实质是一种思维模因。     

运动的核弹比静止的核弹威力小?——多普勒效应、红移、光行差和动体的质能当量关系

证明爱因斯坦立足于光速不变假设和长度收缩假设的洛伦茨变换未能正确地解释多普勒效应、红移和光行差现象;他也未能给出正确的动体的质能当量关系.作者立足于完全符合相对性原理的伽利略变换,成功地解决了上述问题.     

壳体内腔大深度T型刀加工方案分析

对于外形、内腔结构复杂,零件体积大,材料去除率高等特点的壳体,锻件加工要求所编制的数控程序异常复杂,数据庞大,手工编程难以编制程序。采用UGCAM作为编程手段,利用3维实体辅助编程技术解决此类问题。     

直升机主起落架疲劳试验技术研究

以直升机主起落架疲劳试验为对象，对试验内容、试验方法、试验实施及试验结果进行分析。通过试验验证确定了起落架的疲劳危险区域，并为优化零件结构提供了依据。     

一种基于实数域特征值分解的前后向平滑算法

为减小算法的运算量,对常规前后向空间平滑(FBSS)算法进行改进,提出了一种基于实数域特征值分解的前后向平滑(RDFBSS)算法。算法根据前后向平滑算法协方差矩阵的中心-厄米特对称特点,通过实值化变换,使FBSS算法的特征值分解从复数域转为实数域,大幅减少了算法的运算量,且不影响解相干和统计性能,提高了实用性。仿真结果证实了算法的有效性。     

工程方法确定翼面载荷研究

提供一种使用翼面载荷测试的弯、扭矩确定气动载荷分布的工程方法。实例表明这种方法是一种比较简单易行的方法,可以得到工程上较为满意的结果。可供强度工作者参考使用。     

基于产学研模式的飞机机务维修实训平台建设

目的探索构建校内生产性实训基地;方法以飞机结构腐蚀与控制实训平台的建设为例;结果阐述校内实现以产学研相结合模式来进行实训平台建设;结论对其它机务维修专业课程的实训平台建设起到引导的作用。