Estimation of Gaussian process regression model using probability distance measures

A new class of parameter estimation algorithms is introduced for Gaussian process regression (GPR) models. It is shown that the integration of the GPR model with probability distance measures of (i) the integrated square error and (ii) Kullback–Leibler (K–L) divergence are analytically tractable. An efficient coordinate descent algorithm is proposed to iteratively estimate the kernel width using golden section search which includes a fast gradient descent algorithm as an inner loop to estimate the noise variance. Numerical examples are included to demonstrate the effectiveness of the new identification approaches.

Multivariate measurement error models based on scale mixtures of the skew-normal distribution

Scale mixtures of the skew-normal (SMSN) distribution is a class of asymmetric thick-tailed distributions that includes the skew-normal (SN) distribution as a special case. The main advantage of these classes of distributions is that they are easy to simulate and have a nice hierarchical representation facilitating easy implementation of the expectation-maximization algorithm for the maximum-likelihood estimation. In this paper, we assume an SMSN distribution for the unobserved value of the covariates and a symmetric scale mixtures of the normal distribution for the error term of the model. This provides a robust alternative to parameter estimation in multivariate measurement error models. Specific distributions examined include univariate and multivariate versions of the SN, skew-t, skew-slash and skew-contaminated normal distributions. The results and methods are applied to a real data set.

Análise de redes em procedimentos de cooperação indireta: utilização no sistema de recomendações da Biblioteca Karl A. Boedecker

Sistemas de recomendação baseados cooperação indireta podem ser implementados em bibliotecas por meio da aplicação de conceitos e procedimentos de análise de redes. Uma medida de distância temática, inicialmente desenvolvida para variáveis dicotômicas, foi generalizada e aplicada a matrizes de co-ocorrências, permitindo o aproveitando de toda a informação disponível sobre o comportamento dos usuários com relação aos itens consultados. Como resultado formaram-se subgrupos especializados altamente coerentes, para os quais listas-base e listas personalizadas foram geradas da maneira usual. Aplicativos programáveis capazes de manipularem matrizes, como o software S-plus, foram utilizados para os cálculos (com vantagens sobre o software especializado UCINET 5.0), sendo suficientes para o processamento de grupos temáticos de até 10.000 usuários.

Real-time multi-sensors measurement system with temperature effects compensation for impedance-based structural health monitoring

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Versatile and easy-to-assemble measurement system for impedance-based structural health monitoring

In this paper we present a versatile and easy-to-assemble measurement system for structural health monitoring (SHM) based on the electromechanical impedance (EMI) technique. The hardware of the proposed system consists only of a common data acquisition (DAQ) device with external resistors and allows real-time data acquisition from multiple sensors. Besides the low-cost compared to conventional impedance analyzers, the hardware and the software are simple and easier to implement than other measurement systems that have been recently proposed.

Avaliação e implementação de métodos de estimação de tempo de atraso de sinais de ultra-som

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Sensor em fibra óptica aplicado à caracterização de atuadores piezoelétricos flextensionais

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Performance measurement and indicators for water supply management: review and international cases

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Vergleich von Performance Measurement-Systemen zum Einsatz für die Kommissionierung

Aufgrund sich schnell verändernder Anforderungen des Marktes sind Unternehmen ständig dazu aufgefordert, ihre eigenen Prozesse und Strukturen zu überdenken und ggf. anzupassen. Von diesen Entwicklungen ist auch die Kommissionierung als Teil eines Intralogistiksystems betroffen. Um allerdings geeignete Maßnahmen ergreifen zu können, müssen Systemleistungen und –kosten permanent gemessen werden. Hierzu eignet sich der Einsatz von Performance Measurement-Systemen als Weiterentwicklung traditioneller Kennzahlensysteme. In diesem Beitrag werden verschiedene Performance Measurement-Systeme gegenüber gestellt und hinsichtlich ihrer Eignung für den Einsatz in Kommissioniersystemen bewertet. Auf Basis der Ergebnisse der Bewertung erfolgt eine erste Konzeption eines Performance Measurement-Systems für die Kommissionierung unter Verwendung typischer Kennzahlen, die in der Literatur genannt werden. Abschließend werden Hinweise zur noch notwendigen detaillierten Umsetzung und Evaluation in der Praxis gegeben.