real-time_demand_reduction_preliminary_investigation-7-6-09_2[1]

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SAE J17112010

SAE J17112010

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SAE reviews each technical report at least every five years at which time it may be reaffes your written comments and suggestions.
SURFACE VEHICLE RECOMMENDED PRACTICE
J1711 JUN2010
Issued Revised
1999-03 2010-06
Superseding J1711 MAR1999
(R) Recommended Practice for Measuring the Exhaust Emissions and Fuel Economy of Hybrid-Electric Vehicles, Including Plug-in Hybrid Vehicles
Copyright © 2010 SAE International
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Autodesk Nastran 2023 参考手册说明书

Autodesk Nastran 2023 参考手册说明书
DATINFILE1 ........................................................................................................................................................... 9
FILESPEC ............................................................................................................................................................ 13
DISPFILE ............................................................................................................................................................. 11
File Management Directives – Output File Specifications: .............................................................................. 5
BULKDATAFILE .................................................................................................................................................... 7

计量经济学中英对照词汇

计量经济学中英对照词汇

计量经济学中英对照词汇Absolute deviation, 绝对离差Absolute number, 绝对数Absolute residuals, 绝对残差Acceleration array, 加速度立体阵Acceleration in an arbitrary direction, 任意方向上的加速度Acceleration normal, 法向加速度Acceleration space dimension, 加速度空间的维数Acceleration tangential, 切向加速度Acceleration vector, 加速度向量Acceptable hypothesis, 可接受假设Accumulation, 累积Accuracy, 准确度Actual frequency, 实际频数Adaptive estimator, 自适应估计量Addition, 相加Addition theorem, 加法定理Additive Noise, 加性噪声Additivity, 可加性Adjusted rate, 调整率Adjusted value, 校正值Admissible error, 容许误差Aggregation, 聚集性Alpha factoring,α因子法Alternative hypothesis, 备择假设Among groups, 组间Amounts, 总量Analysis of correlation, 相关分析Analysis of covariance, 协方差分析Analysis Of Effects, 效应分析Analysis Of Variance, 方差分析Analysis of regression, 回归分析Analysis of time series, 时间序列分析Analysis of variance, 方差分析Angular transformation, 角转换ANOVA (analysis of variance), 方差分析ANOVA Models, 方差分析模型ANOVA table and eta, 分组计算方差分析Arcing, 弧/弧旋Arcsine transformation, 反正弦变换Area 区域图Area under the curve, 曲线面积AREG , 评估从一个时间点到下一个时间点回归相关时的误差ARIMA, 季节和非季节性单变量模型的极大似然估计Arithmetic grid paper, 算术格纸Arithmetic mean, 算术平均数Arrhenius relation, 艾恩尼斯关系Assessing fit, 拟合的评估Associative laws, 结合律Asymmetric distribution, 非对称分布Asymptotic bias, 渐近偏倚Asymptotic efficiency, 渐近效率Asymptotic variance, 渐近方差Attributable risk, 归因危险度Attribute data, 属性资料Attribution, 属性Autocorrelation, 自相关Autocorrelation of residuals, 残差的自相关Average, 平均数Average confidence interval length, 平均置信区间长度Average growth rate, 平均增长率Bar chart, 条形图Bar graph, 条形图Base period, 基期Bayes' theorem , Bayes定理Bell-shaped curve, 钟形曲线Bernoulli distribution, 伯努力分布Best-trim estimator, 最好切尾估计量Bias, 偏性Binary logistic regression, 二元逻辑斯蒂回归Binomial distribution, 二项分布Bisquare, 双平方Bivariate Correlate, 二变量相关Bivariate normal distribution, 双变量正态分布Bivariate normal population, 双变量正态总体Biweight interval, 双权区间Biweight M-estimator, 双权M估计量Block, 区组/配伍组BMDP(Biomedical computer programs), BMDP统计软件包Boxplots, 箱线图/箱尾图Breakdown bound, 崩溃界/崩溃点Canonical correlation, 典型相关Caption, 纵标目Case-control study, 病例对照研究Categorical variable, 分类变量Catenary, 悬链线Cauchy distribution, 柯西分布Cause-and-effect relationship, 因果关系Cell, 单元Censoring, 终检Center of symmetry, 对称中心Centering and scaling, 中心化和定标Central tendency, 集中趋势Central value, 中心值CHAID -χ2 Automatic Interaction Detector, 卡方自动交互检测Chance, 机遇Chance error, 随机误差Chance variable, 随机变量Characteristic equation, 特征方程Characteristic root, 特征根Characteristic vector, 特征向量Chebshev criterion of fit, 拟合的切比雪夫准则Chernoff faces, 切尔诺夫脸谱图Chi-square test, 卡方检验/χ2检验Choleskey decomposition, 乔洛斯基分解Circle chart, 圆图Class interval, 组距Class mid-value, 组中值Class upper limit, 组上限Classified variable, 分类变量Cluster analysis, 聚类分析Cluster sampling, 整群抽样Code, 代码Coded data, 编码数据Coding, 编码Coefficient of contingency, 列联系数Coefficient of determination, 决定系数Coefficient of multiple correlation, 多重相关系数Coefficient of partial correlation, 偏相关系数Coefficient of production-moment correlation, 积差相关系数Coefficient of rank correlation, 等级相关系数Coefficient of regression, 回归系数Coefficient of skewness, 偏度系数Coefficient of variation, 变异系数Cohort study, 队列研究Collinearity, 共线性Column, 列Column effect, 列效应Column factor, 列因素Combination pool, 合并Combinative table, 组合表Common factor, 共性因子Common regression coefficient, 公共回归系数Common value, 共同值Common variance, 公共方差Common variation, 公共变异Communality variance, 共性方差Comparability, 可比性Comparison of bathes, 批比较Comparison value, 比较值Compartment model, 分部模型Compassion, 伸缩Complement of an event, 补事件Complete association, 完全正相关Complete dissociation, 完全不相关Complete statistics, 完备统计量Completely randomized design, 完全随机化设计Composite event, 联合事件Composite events, 复合事件Concavity, 凹性Conditional expectation, 条件期望Conditional likelihood, 条件似然Conditional probability, 条件概率Conditionally linear, 依条件线性Confidence interval, 置信区间Confidence limit, 置信限Confidence lower limit, 置信下限Confidence upper limit, 置信上限Confirmatory Factor Analysis , 验证性因子分析Confirmatory research, 证实性实验研究Confounding factor, 混杂因素Conjoint, 联合分析Consistency, 相合性Consistency check, 一致性检验Consistent asymptotically normal estimate, 相合渐近正态估计Consistent estimate, 相合估计Constrained nonlinear regression, 受约束非线性回归Constraint, 约束Contaminated distribution, 污染分布Contaminated Gausssian, 污染高斯分布Contaminated normal distribution, 污染正态分布Contamination, 污染Contamination model, 污染模型Contingency table, 列联表Contour, 边界线Contribution rate, 贡献率Control, 对照, 质量控制图Controlled experiments, 对照实验Conventional depth, 常规深度Convolution, 卷积Corrected factor, 校正因子Corrected mean, 校正均值Correction coefficient, 校正系数Correctness, 正确性Correlation coefficient, 相关系数Correlation, 相关性Correlation index, 相关指数Correspondence, 对应Counting, 计数Counts, 计数/频数Covariance, 协方差Covariant, 共变Cox Regression, Cox回归Criteria for fitting, 拟合准则Criteria of least squares, 最小二乘准则Critical ratio, 临界比Critical region, 拒绝域Critical value, 临界值Cross-over design, 交叉设计Cross-section analysis, 横断面分析Cross-section survey, 横断面调查Crosstabs , 交叉表Crosstabs 列联表分析Cross-tabulation table, 复合表Cube root, 立方根Cumulative distribution function, 分布函数Cumulative probability, 累计概率Curvature, 曲率/弯曲Curvature, 曲率Curve Estimation, 曲线拟合Curve fit , 曲线拟和Curve fitting, 曲线拟合Curvilinear regression, 曲线回归Curvilinear relation, 曲线关系Cut-and-try method, 尝试法Cycle, 周期Cyclist, 周期性D test, D检验Data acquisition, 资料收集Data bank, 数据库Data capacity, 数据容量Data deficiencies, 数据缺乏Data handling, 数据处理Data manipulation, 数据处理Data processing, 数据处理Data reduction, 数据缩减Data set, 数据集Data sources, 数据来源Data transformation, 数据变换Data validity, 数据有效性Data-in, 数据输入Data-out, 数据输出Dead time, 停滞期Degree of freedom, 自由度Degree of precision, 精密度Degree of reliability, 可靠性程度Degression, 递减Density function, 密度函数Density of data points, 数据点的密度Dependent variable, 应变量/依变量/因变量Dependent variable, 因变量Depth, 深度Derivative matrix, 导数矩阵Derivative-free methods, 无导数方法Design, 设计Determinacy, 确定性Determinant, 行列式Determinant, 决定因素Deviation, 离差Deviation from average, 离均差Diagnostic plot, 诊断图Dichotomous variable, 二分变量Differential equation, 微分方程Direct standardization, 直接标准化法Direct Oblimin, 斜交旋转Discrete variable, 离散型变量DISCRIMINANT, 判断Discriminant analysis, 判别分析Discriminant coefficient, 判别系数Discriminant function, 判别值Dispersion, 散布/分散度Disproportional, 不成比例的Disproportionate sub-class numbers, 不成比例次级组含量Distribution free, 分布无关性/免分布Distribution shape, 分布形状Distribution-free method, 任意分布法Distributive laws, 分配律Disturbance, 随机扰动项Dose response curve, 剂量反应曲线Double blind method, 双盲法Double blind trial, 双盲试验Double exponential distribution, 双指数分布Double logarithmic, 双对数Downward rank, 降秩Dual-space plot, 对偶空间图DUD, 无导数方法Duncan's new multiple range method, 新复极差法/Duncan新法Error Bar, 均值相关区间图Effect, 实验效应Eigenvalue, 特征值Eigenvector, 特征向量Ellipse, 椭圆Empirical distribution, 经验分布Empirical probability, 经验概率单位Enumeration data, 计数资料Equal sun-class number, 相等次级组含量Equally likely, 等可能Equivariance, 同变性Error, 误差/错误Error of estimate, 估计误差Error type I, 第一类错误Error type II, 第二类错误Estimand, 被估量Estimated error mean squares, 估计误差均方Estimated error sum of squares, 估计误差平方和Euclidean distance, 欧式距离Event, 事件Event, 事件Exceptional data point, 异常数据点Expectation plane, 期望平面Expectation surface, 期望曲面Expected values, 期望值Experiment, 实验Experimental sampling, 试验抽样Experimental unit, 试验单位Explained variance (已说明方差)Explanatory variable, 说明变量, 解释变量Exploratory data analysis, 探索性数据分析Explore Summarize, 探索-摘要Exponential curve, 指数曲线Exponential growth, 指数式增长EXSMOOTH, 指数平滑方法Extended fit, 扩充拟合Extra parameter, 附加参数Extrapolation, 外推法Extreme observation, 末端观测值Extremes, 极端值/极值F distribution, F分布F test, F检验Factor, 因素/因子Factor analysis, 因子分析Factor Analysis, 因子分析Factor score, 因子得分Factorial, 阶乘Factorial design, 析因试验设计False negative, 假阴性False negative error, 假阴性错误Family of distributions, 分布族Family of estimators, 估计量族Fanning, 扇面Fatality rate, 病死率Field investigation, 现场调查Field survey, 现场调查Finite population, 有限总体Finite-sample, 有限样本First derivative, 一阶导数First principal component, 第一主成分First quartile, 第一四分位数Fisher information, 费雪信息量Fitted value, 拟合值Fitting a curve, 曲线拟合Fixed base, 定基Fluctuation, 随机起伏Forecast, 预测Four fold table, 四格表Fourth, 四分点Fraction blow, 左侧比率Fractional error, 相对误差Frequency, 频率Frequency polygon, 频数多边图Frontier point, 界限点Function relationship, 泛函关系Gamma distribution, 伽玛分布Gauss increment, 高斯增量Gaussian distribution, 高斯分布/正态分布Gauss-Newton increment, 高斯-牛顿增量General census, 全面普查Generalized least squares, 综合最小平方法GENLOG (Generalized liner models), 广义线性模型Geometric mean, 几何平均数Gini's mean difference, 基尼均差GLM (General liner models), 通用线性模型Goodness of fit, 拟和优度/配合度Gradient of determinant, 行列式的梯度Graeco-Latin square, 希腊拉丁方Grand mean, 总均值Gross errors, 重大错误Gross-error sensitivity, 大错敏感度Group averages, 分组平均Grouped data, 分组资料Guessed mean, 假定平均数Half-life, 半衰期Hampel M-estimators, 汉佩尔M估计量Happenstance, 偶然事件Harmonic mean, 调和均数Hazard function, 风险均数Hazard rate, 风险率Heading, 标目Heavy-tailed distribution, 重尾分布Hessian array, 海森立体阵Heterogeneity, 不同质Heterogeneity of variance, 方差不齐Hierarchical classification, 组内分组Hierarchical clustering method, 系统聚类法High-leverage point, 高杠杆率点High-Low, 低区域图Higher Order Interaction Effects,高阶交互作用HILOGLINEAR, 多维列联表的层次对数线性模型Hinge, 折叶点Histogram, 直方图Historical cohort study, 历史性队列研究Holes, 空洞HOMALS, 多重响应分析Homogeneity of variance, 方差齐性Homogeneity test, 齐性检验Huber M-estimators, 休伯M估计量Hyperbola, 双曲线Hypothesis testing, 假设检验Hypothetical universe, 假设总体Image factoring,, 多元回归法Impossible event, 不可能事件Independence, 独立性Independent variable, 自变量Index, 指标/指数Indirect standardization, 间接标准化法Individual, 个体Inference band, 推断带Infinite population, 无限总体Infinitely great, 无穷大Infinitely small, 无穷小Influence curve, 影响曲线Information capacity, 信息容量Initial condition, 初始条件Initial estimate, 初始估计值Initial level, 最初水平Interaction, 交互作用Interaction terms, 交互作用项Intercept, 截距Interpolation, 内插法Interquartile range, 四分位距Interval estimation, 区间估计Intervals of equal probability, 等概率区间Intrinsic curvature, 固有曲率Invariance, 不变性Inverse matrix, 逆矩阵Inverse probability, 逆概率Inverse sine transformation, 反正弦变换Iteration, 迭代Jacobian determinant, 雅可比行列式Joint distribution function, 分布函数Joint probability, 联合概率Joint probability distribution, 联合概率分布K-Means Cluster逐步聚类分析K means method, 逐步聚类法Kaplan-Meier, 评估事件的时间长度Kaplan-Merier chart, Kaplan-Merier图Kendall's rank correlation, Kendall等级相关Kinetic, 动力学Kolmogorov-Smirnove test, 柯尔莫哥洛夫-斯米尔诺夫检验Kruskal and Wallis test, Kruskal及Wallis检验/多样本的秩和检验/H检验Kurtosis, 峰度Lack of fit, 失拟Ladder of powers, 幂阶梯Lag, 滞后Large sample, 大样本Large sample test, 大样本检验Latin square, 拉丁方Latin square design, 拉丁方设计Leakage, 泄漏Least favorable configuration, 最不利构形Least favorable distribution, 最不利分布Least significant difference, 最小显着差法Least square method, 最小二乘法Least Squared Criterion,最小二乘方准则Least-absolute-residuals estimates, 最小绝对残差估计Least-absolute-residuals fit, 最小绝对残差拟合Least-absolute-residuals line, 最小绝对残差线Legend, 图例L-estimator, L估计量L-estimator of location, 位置L估计量L-estimator of scale, 尺度L估计量Level, 水平Leveage Correction,杠杆率校正Life expectance, 预期期望寿命Life table, 寿命表Life table method, 生命表法Light-tailed distribution, 轻尾分布Likelihood function, 似然函数Likelihood ratio, 似然比line graph, 线图Linear correlation, 直线相关Linear equation, 线性方程Linear programming, 线性规划Linear regression, 直线回归Linear Regression, 线性回归Linear trend, 线性趋势Loading, 载荷Location and scale equivariance, 位置尺度同变性Location equivariance, 位置同变性Location invariance, 位置不变性Location scale family, 位置尺度族Log rank test, 时序检验Logarithmic curve, 对数曲线Logarithmic normal distribution, 对数正态分布Logarithmic scale, 对数尺度Logarithmic transformation, 对数变换Logic check, 逻辑检查Logistic distribution, 逻辑斯特分布Logit transformation, Logit转换LOGLINEAR, 多维列联表通用模型Lognormal distribution, 对数正态分布Lost function, 损失函数Low correlation, 低度相关Lower limit, 下限Lowest-attained variance, 最小可达方差LSD, 最小显着差法的简称Lurking variable, 潜在变量Main effect, 主效应Major heading, 主辞标目Marginal density function, 边缘密度函数Marginal probability, 边缘概率Marginal probability distribution, 边缘概率分布Matched data, 配对资料Matched distribution, 匹配过分布Matching of distribution, 分布的匹配Matching of transformation, 变换的匹配Mathematical expectation, 数学期望Mathematical model, 数学模型Maximum L-estimator, 极大极小L 估计量Maximum likelihood method, 最大似然法Mean, 均数Mean squares between groups, 组间均方Mean squares within group, 组内均方Means (Compare means), 均值-均值比较Median, 中位数Median effective dose, 半数效量Median lethal dose, 半数致死量Median polish, 中位数平滑Median test, 中位数检验Minimal sufficient statistic, 最小充分统计量Minimum distance estimation, 最小距离估计Minimum effective dose, 最小有效量Minimum lethal dose, 最小致死量Minimum variance estimator, 最小方差估计量MINITAB, 统计软件包Minor heading, 宾词标目Missing data, 缺失值Model specification, 模型的确定Modeling Statistics , 模型统计Models for outliers, 离群值模型Modifying the model, 模型的修正Modulus of continuity, 连续性模Morbidity, 发病率Most favorable configuration, 最有利构形MSC(多元散射校正)Multidimensional Scaling (ASCAL), 多维尺度/多维标度Multinomial Logistic Regression , 多项逻辑斯蒂回归Multiple comparison, 多重比较Multiple correlation , 复相关Multiple covariance, 多元协方差Multiple linear regression, 多元线性回归Multiple response , 多重选项Multiple solutions, 多解Multiplication theorem, 乘法定理Multiresponse, 多元响应Multi-stage sampling, 多阶段抽样Multivariate T distribution, 多元T分布Mutual exclusive, 互不相容Mutual independence, 互相独立Natural boundary, 自然边界Natural dead, 自然死亡Natural zero, 自然零Negative correlation, 负相关Negative linear correlation, 负线性相关Negatively skewed, 负偏Newman-Keuls method, q检验NK method, q检验No statistical significance, 无统计意义Nominal variable, 名义变量Nonconstancy of variability, 变异的非定常性Nonlinear regression, 非线性相关Nonparametric statistics, 非参数统计Nonparametric test, 非参数检验Nonparametric tests, 非参数检验Normal deviate, 正态离差Normal distribution, 正态分布Normal equation, 正规方程组Normal P-P, 正态概率分布图Normal Q-Q, 正态概率单位分布图Normal ranges, 正常范围Normal value, 正常值Normalization 归一化Nuisance parameter, 多余参数/讨厌参数Null hypothesis, 无效假设Numerical variable, 数值变量Objective function, 目标函数Observation unit, 观察单位Observed value, 观察值One sided test, 单侧检验One-way analysis of variance, 单因素方差分析Oneway ANOVA , 单因素方差分析Open sequential trial, 开放型序贯设计Optrim, 优切尾Optrim efficiency, 优切尾效率Order statistics, 顺序统计量Ordered categories, 有序分类Ordinal logistic regression , 序数逻辑斯蒂回归Ordinal variable, 有序变量Orthogonal basis, 正交基Orthogonal design, 正交试验设计Orthogonality conditions, 正交条件ORTHOPLAN, 正交设计Outlier cutoffs, 离群值截断点Outliers, 极端值OVERALS , 多组变量的非线性正规相关Overshoot, 迭代过度Paired design, 配对设计Paired sample, 配对样本Pairwise slopes, 成对斜率Parabola, 抛物线Parallel tests, 平行试验Parameter, 参数Parametric statistics, 参数统计Parametric test, 参数检验Pareto, 直条构成线图(又称佩尔托图)Partial correlation, 偏相关Partial regression, 偏回归Partial sorting, 偏排序Partials residuals, 偏残差Pattern, 模式PCA(主成分分析)Pearson curves, 皮尔逊曲线Peeling, 退层Percent bar graph, 百分条形图Percentage, 百分比Percentile, 百分位数Percentile curves, 百分位曲线Periodicity, 周期性Permutation, 排列P-estimator, P估计量Pie graph, 构成图,饼图Pitman estimator, 皮特曼估计量Pivot, 枢轴量Planar, 平坦Planar assumption, 平面的假设PLANCARDS, 生成试验的计划卡PLS(偏最小二乘法)Point estimation, 点估计Poisson distribution, 泊松分布Polishing, 平滑Polled standard deviation, 合并标准差Polled variance, 合并方差Polygon, 多边图Polynomial, 多项式Polynomial curve, 多项式曲线Population, 总体Population attributable risk, 人群归因危险度Positive correlation, 正相关Positively skewed, 正偏Posterior distribution, 后验分布Power of a test, 检验效能Precision, 精密度Predicted value, 预测值Preliminary analysis, 预备性分析Principal axis factoring,主轴因子法Principal component analysis, 主成分分析Prior distribution, 先验分布Prior probability, 先验概率Probabilistic model, 概率模型probability, 概率Probability density, 概率密度Product moment, 乘积矩/协方差Profile trace, 截面迹图Proportion, 比/构成比Proportion allocation in stratified random sampling, 按比例分层随机抽样Proportionate, 成比例Proportionate sub-class numbers, 成比例次级组含量Prospective study, 前瞻性调查Proximities, 亲近性Pseudo F test, 近似F检验Pseudo model, 近似模型Pseudosigma, 伪标准差Purposive sampling, 有目的抽样QR decomposition, QR分解Quadratic approximation, 二次近似Qualitative classification, 属性分类Qualitative method, 定性方法Quantile-quantile plot, 分位数-分位数图/Q-Q图Quantitative analysis, 定量分析Quartile, 四分位数Quick Cluster, 快速聚类Radix sort, 基数排序Random allocation, 随机化分组Random blocks design, 随机区组设计Random event, 随机事件Randomization, 随机化Range, 极差/全距Rank correlation, 等级相关Rank sum test, 秩和检验Rank test, 秩检验Ranked data, 等级资料Rate, 比率Ratio, 比例Raw data, 原始资料Raw residual, 原始残差Rayleigh's test, 雷氏检验Rayleigh's Z, 雷氏Z值Reciprocal, 倒数Reciprocal transformation, 倒数变换Recording, 记录Redescending estimators, 回降估计量Reducing dimensions, 降维Re-expression, 重新表达Reference set, 标准组Region of acceptance, 接受域Regression coefficient, 回归系数Regression sum of square, 回归平方和Rejection point, 拒绝点Relative dispersion, 相对离散度Relative number, 相对数Reliability, 可靠性Reparametrization, 重新设置参数Replication, 重复Report Summaries, 报告摘要Residual sum of square, 剩余平方和residual variance (剩余方差)Resistance, 耐抗性Resistant line, 耐抗线Resistant technique, 耐抗技术R-estimator of location, 位置R估计量R-estimator of scale, 尺度R估计量Retrospective study, 回顾性调查Ridge trace, 岭迹Ridit analysis, Ridit分析Rotation, 旋转Rounding, 舍入Row, 行Row effects, 行效应Row factor, 行因素RXC table, RXC表Sample, 样本Sample regression coefficient, 样本回归系数Sample size, 样本量Sample standard deviation, 样本标准差Sampling error, 抽样误差SAS(Statistical analysis system , SAS统计软件包Scale, 尺度/量表Scatter diagram, 散点图Schematic plot, 示意图/简图Score test, 计分检验Screening, 筛检SEASON, 季节分析Second derivative, 二阶导数Second principal component, 第二主成分SEM (Structural equation modeling), 结构化方程模型Semi-logarithmic graph, 半对数图Semi-logarithmic paper, 半对数格纸Sensitivity curve, 敏感度曲线Sequential analysis, 贯序分析Sequence, 普通序列图Sequential data set, 顺序数据集Sequential design, 贯序设计Sequential method, 贯序法Sequential test, 贯序检验法Serial tests, 系列试验Short-cut method, 简捷法Sigmoid curve, S形曲线Sign function, 正负号函数Sign test, 符号检验Signed rank, 符号秩Significant Level, 显着水平Significance test, 显着性检验Significant figure, 有效数字Simple cluster sampling, 简单整群抽样Simple correlation, 简单相关Simple random sampling, 简单随机抽样Simple regression, 简单回归simple table, 简单表Sine estimator, 正弦估计量Single-valued estimate, 单值估计Singular matrix, 奇异矩阵Skewed distribution, 偏斜分布Skewness, 偏度Slash distribution, 斜线分布Slope, 斜率Smirnov test, 斯米尔诺夫检验Source of variation, 变异来源Spearman rank correlation, 斯皮尔曼等级相关Specific factor, 特殊因子Specific factor variance, 特殊因子方差Spectra , 频谱Spherical distribution, 球型正态分布Spread, 展布SPSS(Statistical package for the social science), SPSS统计软件包Spurious correlation, 假性相关Square root transformation, 平方根变换Stabilizing variance, 稳定方差Standard deviation, 标准差Standard error, 标准误Standard error of difference, 差别的标准误Standard error of estimate, 标准估计误差Standard error of rate, 率的标准误Standard normal distribution, 标准正态分布Standardization, 标准化Starting value, 起始值Statistic, 统计量Statistical control, 统计控制Statistical graph, 统计图Statistical inference, 统计推断Statistical table, 统计表Steepest descent, 最速下降法Stem and leaf display, 茎叶图Step factor, 步长因子Stepwise regression, 逐步回归Storage, 存Strata, 层(复数)Stratified sampling, 分层抽样Stratified sampling, 分层抽样Strength, 强度Stringency, 严密性Structural relationship, 结构关系Studentized residual, 学生化残差/t化残差Sub-class numbers, 次级组含量Subdividing, 分割Sufficient statistic, 充分统计量Sum of products, 积和Sum of squares, 离差平方和Sum of squares about regression, 回归平方和Sum of squares between groups, 组间平方和Sum of squares of partial regression, 偏回归平方和Sure event, 必然事件Survey, 调查Survival, 生存分析Survival rate, 生存率Suspended root gram, 悬吊根图Symmetry, 对称Systematic error, 系统误差Systematic sampling, 系统抽样Tags, 标签Tail area, 尾部面积Tail length, 尾长Tail weight, 尾重Tangent line, 切线Target distribution, 目标分布Taylor series, 泰勒级数Test(检验)Test of linearity, 线性检验Tendency of dispersion, 离散趋势Testing of hypotheses, 假设检验Theoretical frequency, 理论频数Time series, 时间序列Tolerance interval, 容忍区间Tolerance lower limit, 容忍下限Tolerance upper limit, 容忍上限Torsion, 扰率Total sum of square, 总平方和Total variation, 总变异Transformation, 转换Treatment, 处理Trend, 趋势Trend of percentage, 百分比趋势Trial, 试验Trial and error method, 试错法Tuning constant, 细调常数Two sided test, 双向检验Two-stage least squares, 二阶最小平方Two-stage sampling, 二阶段抽样Two-tailed test, 双侧检验Two-way analysis of variance, 双因素方差分析Two-way table, 双向表Type I error, 一类错误/α错误Type II error, 二类错误/β错误UMVU, 方差一致最小无偏估计简称Unbiased estimate, 无偏估计Unconstrained nonlinear regression , 无约束非线性回归Unequal subclass number, 不等次级组含量Ungrouped data, 不分组资料Uniform coordinate, 均匀坐标Uniform distribution, 均匀分布Uniformly minimum variance unbiased estimate, 方差一致最小无偏估计Unit, 单元Unordered categories, 无序分类Unweighted least squares, 未加权最小平方法Upper limit, 上限Upward rank, 升秩Vague concept, 模糊概念Validity, 有效性VARCOMP (Variance component estimation), 方差元素估计Variability, 变异性Variable, 变量Variance, 方差Variation, 变异Varimax orthogonal rotation, 方差最大正交旋转Volume of distribution, 容积W test, W检验Weibull distribution, 威布尔分布Weight, 权数Weighted Chi-square test, 加权卡方检验/Cochran检验Weighted linear regression method, 加权直线回归Weighted mean, 加权平均数Weighted mean square, 加权平均方差Weighted sum of square, 加权平方和Weighting coefficient, 权重系数Weighting method, 加权法W-estimation, W估计量W-estimation of location, 位置W估计量Width, 宽度Wilcoxon paired test, 威斯康星配对法/配对符号秩和检验Wild point, 野点/狂点Wild value, 野值/狂值Winsorized mean, 缩尾均值Withdraw, 失访Youden's index, 尤登指数Z test, Z检验Zero correlation, 零相关Z-transformation, Z变换。

5G基站纳秒级时间同步技术分析

5G基站纳秒级时间同步技术分析

通信网络技术基站纳秒级时间同步技术分析高衡,王显,郑硕超(三维通信股份有限公司,浙江杭州网络中,各个基站之间需要精确的时间同步,以确保网络正常运行和提供高质量的服务。

因此,需要纳秒级时间同步技术,保证数据可以进行准确的传递,并且不会出现时间上的差异。

文章总结了基站纳米级时间同步的关键技术,分别是信号传输技术、信号测量技术及信号网络的性能和可靠性,使5G基站;纳秒级时间同步;信号调节Analysis of Nanosecond Time Synchronization Technology for 5G Base StationsGAO Heng, WANG Xian, ZHENG Shuochao(Sunwave Communications Co., Ltd., HangzhouG networks, precise time synchronization is required between base stations to ensure the normalhigh-quality services. This requires球导航卫星的定时功能是至关重要的一环。

这项技GLONASS、等)提供的定时信号,以确保基站之间的高精1所示,通过分析全球导航系统,可以找出最优的定时基站使用全球卫星导航系统的信号,这些系统由一系列卫星组成,通过向地面发送定时信号来提供全球范围的导航和定位服务。

基站需要将来自卫星系统的定时信号转化为纳米级别的时间同步,要求基站具备高度精密的时钟同步技术,以确保信号的准确传输和接收。

为保持信号的精度,基站使用先进的信号传输技术,通过适应性调整以应对信号传输应基站之间可能存在的时延差异,从而实现更精确的时间同步。

为进一步优化基站的时间同步,卫星可能会发送辅助的定时信号,帮助基站更精确地校准其本地时钟。

同步卫星双向定时技术在间同步中的意义在于可以实现双向的时间信息传递,使基站和卫星之间能够共同调整地优化时间同步。

Preliminary Studies

Preliminary Studies

Other Research Plan Sections….
animals, select agents, MPI, consortium, support, resource sharing
Appendix
New Research Strategy Section
Current Application Background and Significance
Preliminary Studies Supporting Feasibility
Rat Model to Study Methotrexate-Induced CNS Injury. Purpose was to a) develop a rat model that employed intraventricular administration of methotrexate, and b) assess effects of methotrexate on cells in the CNS. Summary of Methods: Fisher 344 male rats were anesthetized and methotrexate (4 mg/kg) was administered through the left lateral ventricle with an Alzet osmotic pump and brain infusion cannula. After rats regain consciousness, they were returned to their cages, and examined daily for signs of CNS toxicity, infection, neurological damage, and/or failure to thrive. Animals received either methotrexate (n = 4) or artificial CSF (n = 3), and were euthanized 2 days later. Histological studies of sections from brain cortex were assessed for astrocyte reactivity using glial fibrillary acidic protein (GFAP), a commonly used marker to identify astrocytosis in a wide range of neurological injury studies. Figure 1 shows GFAP positive cells in brain cortex taken after 2 days of treatment with methotrexate or artificial CSF.

CATTI 笔译常用词汇 国有企业改革

CATTI 笔译常用词汇 国有企业改革

国有企业改革 Reform of State-owned Enterprises(SOE)摆脱困境 be extricated from their predicament包工包料 contract for labor and materials层层转包和违法分包 multi- level contracting and illegal sub-contracting 产品结构 product mix产权清晰、权责分明、政企分开、科学管理 clearly established ownership, well definedpower and responsibility, separation of enterprise from administration, andscientific management产销直接挂钩 directly link production with marketing产业的升级换代 upgrading of industries产业高地 industrial leading position产业关联性 production-related association产业结构优化升级 optimize and upgrade the industrial structure厂长负责制 system under which the factory director assumes full responsibility承包经营 contract operation持续提高公司的竞争能力 achieve a lasting upturn in the company's ability tocompete初步建立现代企业制度 implement a preliminary modern enterprise system 促销 merchandising大型企业集团 large enterprise group带薪分流 assign redundant civil servants to other jobs while allowing them to retain their original rank and benefits待岗 await job assignment; post-waiting待业 job-waiting待业人口 population waiting for employment地域优势 geographical advantage调节经济运行 regulate the operation of the economy调整产品结构 readjust the product mix董事会领导 leadership of the board of directors对符合条件的企业实行债转股 carry out debt-to-equity swap programs in enterprises where conditions permit对外承包工程 overseas contracted engineering projects防范和化解经融风险 prevent and defuse financial risks分流企业富余人员 redirect surplus employees of enterprises富有献身精神、积极性高涨的员工队伍 a highly motivated and committed workforce改革国有资产管理体制 reform the state property management system改善国有企业负债结构 improve the asset-liability ratios of state-owned enterprises高中级工程技术人员senior and intermediate-level engineers and technologists搞活企业 invigorate enterprises革新重组 realignment个体、私营等非公有制经济 the non-public sector including self-employed and private businesses工业产值 the industrial output公司法人责任制 the corporate legal person responsibility system公有制的多种实现形式 various forms for realizing public ownership股份合作制 joint stock-holding partnership; the joint stock cooperative system股份制 the shareholding system骨干企业 key enterprise规范监事会制度 standardize the board of supervisors system规范破产 standardize bankruptcy procedures国家财政收入 total national revenue国有大中型企业 large and medium-sized state-owned enterprises国有控股企业 state holding enterprise国有资产流失 the devaluation of state assets合同管理制 the contract management system红帽子企业 red cap enterprise宏观管理体制 the macro-control system货币政策 monetary policy技术创新 technological innovation家用电器产业 the home electric appliances industry价格性能比 price versus performance ratio兼并破产 merger and bankruptcy减少对市场变化做出反应的时间 shorten the response time to market changes 减员增效 downsizing for efficiency; cut payroll to improve efficiency 揭牌典礼 an official business launch街道企业 neighborhood enterprise紧密型企业集团 tightly-knit groups of enterprises竞争有序 orderly competition竞争择优 select only the best of competing offers开工不足 enterprises running under their production capacity亏损企业 loss-making enterprises亏损企业脱困 losing enterprises in the black again扩大内需 expand domestic demand来料加工process materials supplied by clients; accept customers' materials for processing劳动合同制 labor contract system理顺/正确处理改革、发展、稳定的关系 appropriately balance reform ,development and stability流通体制 the circulation system龙头 a leader内联企业 enterprises with internal connections扭亏增赢 reduction of loss and increase of profits培育统一开放、竞争有序的市场体系 cultivate a unified and open market with orderly competition培育新的消费热点 foster new consumption growth areas激励机制和约束机制 incentive and restraint mechanisms企业文化 corporate culture强化管理,“严”字当头 tighten up management and put strict observance aboveall else强化社区服务功能 strengthen the function of community强强联合 association between strong enterprises全面提高劳动者素质 improve the overall quality of the workforce全球销售服务网络 the global sales and after-sales service network融中国现代产业于世界经济主流 integrate China's modern industry with the mainstream of the world’s economy三无企业 three-no-enterprises商检局 Commodity Inspection Bureau商业运作 business dealings深化流通体制改革 deepen the reform of the distribution system生物医药产业 the bioengineering and pharmaceutical industry石油化工产业 the petrochemical industry实行投资主体多元化 Sources of investment must be diversified时常多元化战略 market diversification strategy售后服务 after-sales service树立企业良好形象 foster a good company image统筹规划、突出重点、分步实施 a comprehensive plan that should focus on key areas and be carried out in a step-by-step manner投身于变化的过程中 be committed to the process of change完善法人治理结构 improve the corporate government西部大开发 the large-scale development strategy in west China下岗分流 redirect laid-off workers下海 go in for business兴建南水北调工程 build the south-to-north water diversion project虚拟经济和实体经济 virtual economy and real economy养老、失业、医疗保险金 old-age , unemployment and medical insurance premiums一刀切 impose uniformity in all cases; allow no flexibility一体化生产 integrated production以市场为导向 taking the market as the orientation以质取胜 implement the strategy of success through quality引入竞争机制 introduce competition mechanisms优化结构 optimize structure优化生产过程 optimize production processes优化组合 optimization grouping; optional regrouping优势互补 take advantage of each other's strength再就业服务中心 re-employment service center再就业工程 re-employment programs在业人口 working population政府搭台,部门推动,企业唱戏 Governments set up the stage, various departments cooperate and enterprises put in the show.支柱产业 pillar industries知识密集型产业 knowledge-intensive projects中心环节 the pivotal point抓大放小 invigorate large enterprises while relaxing control over smallones; focus on the restructuring of major enterprises and leave minor onesto fend for themselves转化机制 shift to new management mechanisms转化经营机制 change operating mechanism装备精良 state-of-the-art equipment资金技术密集型产业 capital-and-technology-intensive industries劳动密集型产业 labor-intensive industries自负盈亏 be responsible for their own profits and losses。

Empirical processes of dependent random variables

Empirical processes of dependent random variables

2
Preliminaries
n i=1
from R to R. The centered G -indexed empirical process is given by (P n − P )g = 1 n
n
the marginal and empirical distribution functions. Let G be a class of measurabrocesses that have been discussed include linear processes and Gaussian processes; see Dehling and Taqqu (1989) and Cs¨ org˝ o and Mielniczuk (1996) for long and short-range dependent subordinated Gaussian processes and Ho and Hsing (1996) and Wu (2003a) for long-range dependent linear processes. A collection of recent results is presented in Dehling, Mikosch and Sorensen (2002). In that collection Dedecker and Louhichi (2002) made an important generalization of Ossiander’s (1987) result. Here we investigate the empirical central limit problem for dependent random variables from another angle that avoids strong mixing conditions. In particular, we apply a martingale method and establish a weak convergence theory for stationary, causal processes. Our results are comparable with the theory for independent random variables in that the imposed moment conditions are optimal or almost optimal. We show that, if the process is short-range dependent in a certain sense, then the limiting behavior is similar to that of iid random variables in that the limiting distribution is a Gaussian process and the norming √ sequence is n. For long-range dependent linear processes, one needs to apply asymptotic √ expansions to obtain n-norming limit theorems (Section 6.2.2). The paper is structured as follows. In Section 2 we introduce some mathematical preliminaries necessary for the weak convergence theory and illustrate the essence of our approach. Two types of empirical central limit theorems are established. Empirical processes indexed by indicators of left half lines, absolutely continuous functions, and piecewise differentiable functions are discussed in Sections 3, 4 and 5 respectively. Applications to linear processes and iterated random functions are made in Section 6. Section 7 presents some integral and maximal inequalities that may be of independent interest. Some proofs are given in Sections 8 and 9.

研究方法如何在顶级管理学期刊发表论文(五):方法与结果

研究方法如何在顶级管理学期刊发表论文(五):方法与结果

研究方法如何在顶级管理学期刊发表论文(五):方法与结果来源:南开管理评论一旦选择一个有趣而适当的选题,设计并执行一个合理的数据收集,制定一个引人注目的“伏笔”和发展一个坚实的理论,这些艰巨而又令人兴奋的工作完成后,人们就很容易坐视不前、麻痹放松,在各种方法和结果中游走。

接下来的工作似乎很简单直接,也许有点按部就班——向读者报告:(1)如何获得数据以及为什么获得数据;(2)如何分析数据以及发现了什么。

对于AMJ这一系列的关于如何在AMJ发表的叙述性文章,确实有许多读者在等待着它的出版。

因此,如果我们这篇文章缺乏说服力,我们希望它至少能提供一些信息。

作为作者,我们不得不承认,在写这些章节的时候,我们已经屈服于放松注意力的诱惑。

我们听到同事们说,他们把这些部分交给研究团队的初级成员,让他们在草稿写作中“练手”,好像这些部分的重要性不如开头部分、假设发展和讨论部分那么重要。

也许的确如此。

但作为过去两年来现任编辑团队的成员,我们面对这样一个现实:“方法”和“结果”部分,即使不是最关键的部分,也往往在审稿人如何评价稿件方面发挥着重要作用。

如果这些章节并没有对数据收集程序和结果提供清晰、详细的描述,反而常常让审稿人感到困惑,并会就作者使用的研究程序和发现,提出比他们回答更多的问题。

相比之下,一个有效的陈述可以对作者说服读者相信他们的理论论点(或其中的一部分)得到支持的程度产生至关重要的影响。

高质量的“方法”和“结果”部分也传达了表现作者责任心的积极信号。

知道他们在准备这些章节时是谨慎而严谨的,对于讨论是建议拒绝还是建议修改请求的外审来说可能会有所不同。

为了更好地理解审稿人共同关心的问题,我们在任期内对每一封被拒稿件的决定信进行了评估。

我们发现有几个问题在被拒绝的手稿中比在要求修改的手稿中出现的频率要高得多。

我们的评估结果,如果不令人惊讶的话,揭示了这两个部分的一系列非常一致的主要问题,我们总结为“三个度”(3C:Completeness,Clarity,Credibility):完整度、清晰度和可信度。

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Preliminary InvestigationCaltrans Division of Research and Innovation Produced by CTC & Associates LLC Real-Time Data to Improve En Route Decision Makingand Reduce Transportation DemandRequested byNancy Chinlund, Division of Research and InnovationJuly 6, 2009The Caltrans Division of Research and Innovation (DRI) receives and evaluates numerous research problem statements for funding every year. DRI conducts Preliminary Investigations on these problem statements to better scope and prioritize the proposed research in light of existing work on the topics nationally and internationally. Online and print sources for Preliminary Investigations include the National Cooperative Highway Research Program (NCHRP) and other Transportation Research Board (TRB) programs, the American Association of State Highway and Transportation Officials (AASHTO), the research and practices of other transportation agencies, and related academic and industry research.Executive SummaryBackgroundOne approach to mitigating traffic and strains on the transportation system is to shift focus from supply to demand. When provided with good information and sufficient motivation, users of a transportation system can make decisions that will result in reduced demand on the system, decreased gridlock, increased transit ridership, and reduced need for additional lanes.In order to meet the department’s goals of reduced traveler delay and improved transportation system reliability, Caltrans wants to pursue the most effective real-time strategies to influence travel demand. We undertook this Preliminary Investigation to uncover best practices (within and outside of California) and identify the most promising research areas related to how information is collected, transmitted and used in real time, and what effect real-time en route information has on transportation demand. This investigation is a first, high-level look at available information on this topic; additional follow-up research on selected subtopics will yield much more depth and detail. Summary of FindingsIn doing a broad review of available information related to real-time travel demand management, we identified four key topic areas:1.Quantification of benefits and justification of costs.rmation collection and coordination.3.Multimodal integration.4.Human processing and decision-making factors.Within these areas, we have identified key research studies and research in progress. For some areas we have also indicated noteworthy practices in California, throughout the United States or internationally. The Preliminary Investigation concludes with a list of selected Internet resources related to real-time traveler information, intelligent transportation systems (ITS) and travel demand.The four issues central to this Preliminary Investigation do not represent a comprehensive view of all topics and needs related to real-time traveler information, but they are highlights on the full landscape of issues of interest for transportation stakeholders. Within each issue, we touched on the most interesting and relevant practices or subtopics based on preliminary investigatory work.Following is a summary of findings by topic area, along with identified outstanding needs and potential next steps. We based the needs and next steps on our research results as well as on the ideas shared in interviews with stakeholders in California and across the United States. These individuals presented their own opinions on what questions must be answered to best utilize real-time traveler information strategies.Issue 1. Quantification of Benefits and Justification of Costs•Two national reports present information on the potential benefits of real-time traveler information. A report by the U.S. Government Accountability Office calls for more research on the cost-effectiveness of such measures. A report by the Research and Innovative Technology Administration summarizes benefits, costs, deployments and lessons learned for traveler information intelligent transportation systems.•TRB’s Transportation Demand Management Committee issued a research need statement on the impacts of advance and in-vehicle information strategies.•The participation of private enterprise in this area can have a major impact on the cost-benefit equation.The Federal Highway Administration (FHWA) published a State of the Practice Review on public-private partnerships.Potential research needs and next steps:o Advances in technology suggest that improvements to real-time data collection and en route information are attainable, but is there evidence for the need? Is it possible to measure and thenjustify the benefits of real-time traveler information?o What are the comparative benefits of alternative en route communication tools? Methods to compare include onboard information systems, handheld mobile devices, and roadside variablemessage signs (VMS).o What are the comparative benefits to the traveler and to the transportation system of pretrip information, near-trip information, and en route information? Is providing real-time information totravelers to make en route decisions the best way to affect transportation demand?o How do private enterprise and public-private partnerships impact the cost-benefit analysis? Of the various public-private configurations, which best serve the public and the needs of transportationoperators?Issue rmation Collection and Coordination•Regional networks of real-time transportation and transit information collection and sharing are in place in California. Two examples are those in the Los Angeles area (Regional Integration of IntelligentTransportation Systems) and the San Diego area (Intermodal Transportation Management System).•The 511 Deployment Coalition and the U.S. Department of Transportation (U.S. DOT) are also addressing issues of regional data sharing.•Work on real-time collection through cellular-based technology (floating car data, or FCD) is under way at the University of California, Berkeley; in Georgia; and elsewhere.Potential research needs and next steps:o There are several 511 systems in the state of California. How might the lessons and strategies of the national 511 Deployment Coalition or U.S. DOT be applied internally across California?o How are different FCD projects being compared and assessed, particularly in light of rapidly changing cellular technology?o The optimal time interval for collecting and updating data remains unknown, as does the maximum acceptable latency between the time of collection and delivery to the user. What are thecosts and benefits of decreased intervals and decreased latency?Issue 3.Multimodal Integration•The 511 systems in the San Francisco Bay Area and in the San Diego area are viewed as national leaders in integrating real-time transit information.• A pilot project in the Bay Area provides motorists with real-time information on variable message signs that give comparison times for driving versus rail. A similar program was successfully implemented inCologne, Germany.•Two projects—one sponsored by the Transit Cooperative Research Program and one by the California Center for Innovative Transportation—are helping small transit agencies participate in Google Transit’sWeb-based trip planning tool.• A California-based portion of U.S. DOT’s SafeTrip-21 initiative includes mobility applications that employ large-scale monitoring using handheld devices to help travelers view estimated trip times, identifycongested areas, and find the fastest travel routes and modes.Potential research needs and next steps:o Message signs necessarily lack a key piece of information: each motorist’s destination. Are message signs an ideal long-term strategy for providing modal choices, as compared to interactiveonboard devices programmed with a motorist’s destination?o What are the measurable benefits, and how scalable are the benefits, of providing real-time information to encourage mode shifting?Issue 4.Human Processing and Decision-Making Factors•There is an abundance of national research on human processes and decision-making factors. Topics include information overload; subjective, linguistic and situational factors; and response to variablemessage signs.•An area of interest within this topic is dynamic pricing for managed lanes based on real-time data. Research in this area also addresses anticipatory pricing based on historic data, real-time data and predicted use.Potential research needs and next steps:o Dynamic and anticipatory pricing might be effective methods of using real-time data to help affect transportation demand. Fundamental equity questions remain regarding tolling: What are theimplications of charging a premium for public benefit?ContactsDuring the course of this Preliminary Investigation, we spoke with the following individuals: National contactsBob RupertTeam Leader, Transportation Information ManagementFHWA Office of Operations(202) 366-2194, robert.rupert@Lori DigginsChair, TRB Committee ABE50, Transportation Demand Management(202) 548-0205Rob SchillExecutive Director, Vehicle Traffic Information Coalition(202) 292-4600California contactsBill ValleChief Deputy District Director for Traffic Operations and MaintenanceCaltrans District 11(619) 688-6709, william_valle@Joe HullDeputy District Director for Traffic OperationsCaltrans District 11(619) 688-3142, joe_hull@Samuel JohnsonITS Chief Technology OfficerSan Diego Association of Governments(619) 699-6958, sjo@Albert YeeDirector, Highway and Arterial OperationsMetropolitan Transportation Commission (San Francisco Bay Area)(510) 817-5770, ayee@Peter LiuRegional ITS Program ManagerLos Angeles County Regional Transportation Authority(213) 922-2813, liup@Issue 1: Quantification of Benefits and Justification of Costs Discussions with stakeholders revealed a recurring question: What is the value of traveler information services? Can the value be quantified, and given limited transportation agency budgets, is the benefit of collecting, processing and sharing real-time data worth the cost? We found national research and guidance that has attempted to address the question of benefit. Within this topic we explored the question of public-private partnerships and the role the private sector can play in reducing costs.National Reports and Research NeedsIntelligent Transportation Systems Benefits, Costs, Deployment, and Lessons Learned, 2008/JPODOCS/REPTS_TE/14412_files/print_es.htmThe Research and Innovative Technology Administration summarized findings on the benefits and costs of traveler information ITS in a chapter of this report. See/JPODOCS/REPTS_TE/14412_files/its_bcdll_2008_11.pdf. Table 12 on page 3 shows that en route information yields “positive impacts” on mobility and “substantial positive impacts” on customer satisfaction. This report does not provide quantified benefits or a cost-benefit analysis.Intelligent Transportation Systems’ Promise for Managing Congestion Falls Short, and DOT Could Better Facilitate Their Strategic Use, 2005/new.items/d05943.pdfThe U.S. Government Accountability Office reviewed a number of ITS applications and determined that ITS deployment can have benefits such as relieving congestion and improving traffic throughput, safety and air quality. The review concluded that results from some studies suggest that ITS benefits depend on effectively operating ITS technologies to meet local conditions, but that few studies provided information about cost-effectiveness of the ITS deployments, which is essential for maximizing public investments.Impacts of Advance/In-Vehicle Information Strategies (Web/PDA Based, 511)Research need statement, TRB Transportation Demand Management Committeehttp://www.trb-/index.php?option=com_content&view=article&id=91:511&catid=35:abe50_research_needs&Itemid=63 This committee put forward the following research need statement: “Research is needed to evaluate if and by how much [advance and in-vehicle] strategies influence travel behavior and estimate the benefits or impacts that are generated by use of the services. This research would examine travelers’ awareness and use of the services and estimate the extent of mode, route and time shifting that occurs. Because the impacts of advance and in-vehicle systems are likely to be different, research should explore both types of systems. Research on acceptability of various types of service delivery methods also could be useful.”The Private Sector and Public-Private PartnershipsOur discussions with interviewees regarding public investment in real-time traveler information often turned to the role of the private sector. Some interviewees showed interest in the various ways of involving the private sector to lower the public cost burden for real-time data collection and information delivery, and some held a firm stance that information should be available to the public for free.Currently many private companies analyze freely available public data, repackage it and market it for profit. One individual we spoke with suggested the compromise of a publicly owned, privately operated data collection system where all data would have to be made available to the agency for public benefit.Real-Time Traveler Information Services Business Models: State of the Practice Review, 2007/publications/rtis_busmodels/rtis_busmodels.pdfAccording to the researchers, “This state of the practice review documents a range of business models for real-time traveler information services, and provides ‘real world’ examples of how states and regions are developing partnerships and business plans within the business model frameworks…. Included with this review is a summary of current prevalent business models, which include public-sector funded, franchise operations, private sector funded and business-to-business models.”Issue 2: Information Collection and CoordinationRelevant, up-to-date and complete information is a necessary input to provide travelers with the information they need to make useful choices to affect demand. It is informative to look at current and promising methods by which data is collected in real time and the processes through which it is shared. Our findings include practices and initiatives in California and nationally, as well as research in this area.California Practices and InitiativesRegional Integration of Intelligent Transportation Systems (RIITS), Los Angeles area/The Los Angeles County Metropolitan Transportation Authority (Metro) sponsors the RIITS network. Caltrans, the City of Los Angeles Department of Transportation, the California Highway Patrol and Metro all contribute information collected through their own ITS to the network using the Los Angeles County Regional ITS Architecture and National ITS Standards. The network supports information exchange in real time between freeway, traffic, transit and emergency service agencies and provides data to traveler information services.Intermodal Transportation Management System (IMTMS), San Diego areaThe San Diego Association of Governments’ IMTMS network is structured very similarly to Metro’s RIITS network described above, coordinating real-time traffic and transit data at the state and regional levels. Both the RIITS and IMTMS networks are provided by vendor Delcan.Mobile Millennium/The Mobile Millennium project is a floating car data (FCD) project with the goal of collecting traffic data from GPS-equipped mobile phones and estimating traffic conditions in real time. Its partners include the UC Berkeley College of Engineering, the California Center for Innovative Transportation, Caltrans, U.S. DOT, Nokia and NAVTEQ.National Resources and PracticesTRB’s Intelligent Transportation Systems Committee WorkshopApril 15-17, 2009, Irvine, CA/EVENTS/Info/Summary.aspx?e=899a95a3-507c-480b-adb9-07e2d0c972a7TRB’s Intelligent Transportation Systems Committee’s “Workshop on Identifying Traveler Information Research Needs to Achieve All Roads-All Modes-All the Time” has the stated goal of leveraging current practitioner, research and industry expertise to suggest future directions for real-time traveler information research, demonstration and evaluation programs. The workshop is organized into four working groups addressing (1) data collection, (2) data fusion and processing, (3) information dissemination, and (4) network impacts.Georgia FCD project“Sensory Perceptions,” ITS Journal, 13(5): 39-40, 2007The Georgia Department of Transportation is testing systems for using cellular probe-based technology to monitor traffic flows and detect incidents in real time on the state’s rural roads, where intensive investments in loops and other fixed detectors are not cost-effective. One technology vendor is Atlanta-based Cellint(/), which provides the TrafficSense monitoring system.511 Interoperability Task Force, 2006 status report/docs/511%20WG%20Michigan%20Mar%202006/511%20Interoperability%20Task%20 Force%20Update.pptThis status report by the 511 Deployment Coalition presents a snapshot of the issues related to interoperability of different 511 systems across the United States. It addresses such issues as the value of a common 511 user interface and menu structure, the sharing of data in neighboring regions, and 511 web sites.U.S. Department of Transportation Planning for Operations Initiative/data_coll.htmThis federal web site promotes data sharing at a regional level. From the “Data Collection and Sharing” web page, recommendations most relevant to real-time traveler information data include:•Develop a regional data clearinghouse.•Coordinate data resources with transit agencies.•Use specific events to initiate new data partnerships.•Use universities to help develop integrated databases.•Use operations data to develop more effective performance measures.•Use operations data to improve planning analysis tools.ResearchCongestion Management in a Rapidly Growing Economy: Optimizing Transportation Network Performance, 2008/mahmassani/presentations/Network_Congestion_Mgmt_MTTBR_Guwahati2.08.pdfOn pages 18-20 of this presentation, the author describes the implications of inexpensive wireless sensor networks (such as the California-based Mobile Millennium or Georgia’s FCD program described above). The combination of mobile units and wireless Internet (which provide “particle” user-centric views of the system) with inexpensive wireless sensors (which give the perspective of infrastructure and fixed assets) provide true real-time information. This author states that such advancements call for:•Methods geared for shorter-term engineering and business applications.•Methodologies for real-time decision making under real-time information.•Methods to extract knowledge from undifferentiated data.Probe-Based Traffic Monitoring Systems with Wireless Location Technology: An Investigation of the Relationship Between System Design and Effectiveness, 20052005 TRB Annual MeetingCitation at /content/e76gl231qn3w1276/Wireless location technology (WLT) based monitoring anonymously samples the location of probes or drivers by using wireless devices such as cellular phones. This research explores the relationship between the design of a WLT-based monitoring system and the accuracy of speed estimates that it generates. A simulation-based approach was used to define general guidelines for different aspects of system design and roadway network characteristics.Issue 3: Multimodal IntegrationWhile having drivers choose alternative routes based on real-time information is one desired outcome in demand management, another is the selection of alternative transit options. Integrating multiple mode options for travelers while they are already en route is not a widespread practice, but pilot programs and implementations worldwide suggest its viability. Our findings in this area include highlighted practices in California and internationally. California Research and PracticesSan Francisco Bay Area, Metropolitan Transportation Commission (MTC)MTC’s 511 system in the San Francisco Bay Area was cited in interviews as displaying exemplary practices in incorporating real-time traffic and transit data and providing it to users. The 511 phone system and the web site at / include both real-time traffic and transit departure information.A pilot project to integrate traveler information across highway and transit modes was undertaken in the area through the use of variable message signs (VMS). The pilot system calculates real-time highway driving time as well as train trip time for predefined trip itineraries and displays related messages on a network of VMS. During rush hours, a comparison of driving time versus station-to-station train travel time is displayed on specific signs.Initial results of this pilot are detailed in the paper Commuter Travel Time Information System: Displaying Transit Messages on Changeable Message Signs, presented at the 2009 TRB Annual Meeting (see the citation at /document/view/default.asp?lbid=882385).San Diego AreaThe San Diego area 511 system was also cited in interviews as displaying exemplary practices in incorporating real-time traffic and transit data and providing it to users.Google Transit Trip Planning Project, 2009(Pending Caltrans Technical Agreement with the California Center for Innovative Transporation (CCIT))The proposed work will select a handful of small urban or rural transit agencies and provide them with the resources and the technical skills to organize their schedule data and convert it to the Google Transit format. These agencies will be selected by choosing a corridor and working with transit agencies along this corridor (e.g., I-80 corridor between the Bay Area and Sacramento). CCIT will develop a set of guidelines and list available resources that can be applied by other agencies statewide.SafeTrip-21: California Connected Traveler Field Test Bed/safetrip21/This project brings a focus on multi-device and multi-communications link mobility and safety applications to U.S. DOT’s SafeTrip-21 initiative. The mobility applications will involve larger-scale monitoring using handheld devices to integrate the traveler in his or her regional travel environment; for example, to find the fastest travel routes via road or rail, to view estimated trip times, and to understand the extent of traffic congestion. The system will alert drivers of traffic jams and accidents ahead, pointing them to the best choices of transportation mode and route. National ResearchGoogle Transit Data Tool for Small Transit Agencies, Transit Cooperative Research Program, Transit IDEA Program, 2009/TRBNet/ProjectDisplay.asp?ProjectID=2695This project will develop a tool to enter, export and host the transit data needed to participate in Google Transit, to allow small transit agencies to input their transit data. While mid- to large-sized transit agencies often have the resources to provide Google Transit data feeds in accordance with the Google Transit Feed Specification, many small transit agencies do not have the resources to enter, export and host the required transit data feed or do not have their data in the required format. This tool will be made available in the form of a web application and released under an open source software license.International PracticesCologne, GermanyInternational Technology Scan Reports: Managing Travel Demand in Europe, 2006/traveldemand/This FHWA scan of travel demand management in Europe describes an integrated multimodal en route traveler information system in the city of Cologne, Germany. A park-and-ride system was established along key arterials feeding into the city center where travelers can park and transfer to streetcars. There are five integrated park-and-ride facilities at tram stations, including 2,300 spaces. The system provides drivers with real-time travel time comparisons. When approaching a park-and-ride lot and tram station, drivers can read a dynamic display panel that shows the current travel time into the city center, the equivalent travel time by public transportation, and how soon the next tram will arrive. This enables drivers to make informed choices about staying on the road or transferring to public transportation.Issue 4: Human Processing and Decision-Making FactorsDriver behavior, response to information, and subsequent decision making play a role in the effectiveness of real-time traveler information strategies. A better understanding of how humans process information may impact new strategies on how, when and where to provide real-time information. Our findings related to this issue encompass a variety of research studies. This portion of the Preliminary Investigation concludes with a subsection on research into managed lane pricing and real-time decision-making factors.Research on Decision-Making FactorsEstimation of Message Reading Time for Variable Message Signs, 2009TRB 2009 Annual MeetingCitation at /document/view/default.asp?lbid=881996This research was motivated by the need to design messages on variable message signs, including such factors as message phase and duration, with consideration of drivers’ message reading time. The analysis depended on various factors, such as the number and length of VMS messages, drivers’ travel speed, and driver characteristics. In this study, extensive field experiments were conducted using specially manufactured portable VMS to obtain drivers’ message reading time with respect to these causal factors. Researchers developed an estimation model for drivers’ message reading time.Drivers’ En Route Diversion Decisions Under Influence of Variable Message Sign Information: Empirical Analysis, 2007TRB 2007 Annual MeetingCitation at /document/view/default.asp?lbid=847521This paper undertook a quantitative assessment of the potential effects of travel time information provided by VMS on en route diversion behavior of Shanghai urban freeway drivers. The findings have implications for the operation of VMS-based advanced traveler information systems.A Hybrid Model for Driver Route Choice Incorporating En-Route Attributes and Real-Time Information Effects, 2005Networks and Spatial Economics, 5(1): 21-40Citation at /content/k62x05p85g515786/In this study, researchers characterize en route driver behavior with subjective and linguistic variables, as well as situational factors. Researchers developed a hybrid en route choice model that combines quantitative and fuzzy variables to more robustly predict driver routing decisions under information provision.Additional Investigations on Driver Information Overload, 2003NCHRP Report 488/news/blurb_detail.asp?id=1324This research continued NCHRP efforts to develop and validate a driver information overload model for freeways and to translate the model into a practical tool for traffic and safety professionals to use in analyzing driver information loadings.Research Related to Managed LanesA subset of this research focuses specifically on driver decision-making behavior regarding managed lanes:What are the factors that affect en route decisions when lanes are variably and dynamically priced?Dynamic Tolling Strategies for Managed Lanes, 2009Journal of Transportation Engineering, 135(2): 45-52.Citation at /tris/record/tris/01121634.htmlThis paper proposes approaches to determine pricing strategies for operating managed toll lanes. Based on the researchers’ methodology, tolls vary dynamically in response to real-time traffic conditions in order to providea superior free-flow travel service to the users of the toll lanes while maximizing the freeway’s throughput.Simulation experiments were conducted to validate and compare the proposed approaches.。

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