An orthogonal forward regression technique for sparse kernel density estimation

Using the classical Parzen window (PW) estimate as the desired response, the kernel density estimation is formulated as a regression problem and the orthogonal forward regression technique is adopted to construct sparse kernel density (SKD) estimates. The proposed algorithm incrementally minimises a leave-one-out test score to select a sparse kernel model, and a local regularisation method is incorporated into the density construction process to further enforce sparsity. The kernel weights of the selected sparse model are finally updated using the multiplicative nonnegative quadratic programming algorithm, which ensures the nonnegative and unity constraints for the kernel weights and has the desired ability to reduce the model size further. Except for the kernel width, the proposed method has no other parameters that need tuning, and the user is not required to specify any additional criterion to terminate the density construction procedure. Several examples demonstrate the ability of this simple regression-based approach to effectively construct a SKID estimate with comparable accuracy to that of the full-sample optimised PW density estimate. (c) 2007 Elsevier B.V. All rights reserved.

Sparse modeling using orthogonal forward regression with PRESS statistic and regularization

The paper introduces an efficient construction algorithm for obtaining sparse linear-in-the-weights regression models based on an approach of directly optimizing model generalization capability. This is achieved by utilizing the delete-1 cross validation concept and the associated leave-one-out test error also known as the predicted residual sums of squares (PRESS) statistic, without resorting to any other validation data set for model evaluation in the model construction process. Computational efficiency is ensured using an orthogonal forward regression, but the algorithm incrementally minimizes the PRESS statistic instead of the usual sum of the squared training errors. A local regularization method can naturally be incorporated into the model selection procedure to further enforce model sparsity. The proposed algorithm is fully automatic, and the user is not required to specify any criterion to terminate the model construction procedure. Comparisons with some of the existing state-of-art modeling methods are given, and several examples are included to demonstrate the ability of the proposed algorithm to effectively construct sparse models that generalize well.

Particle swarm optimization aided orthogonal forward regression for unified data modeling

We propose a unified data modeling approach that is equally applicable to supervised regression and classification applications, as well as to unsupervised probability density function estimation. A particle swarm optimization (PSO) aided orthogonal forward regression (OFR) algorithm based on leave-one-out (LOO) criteria is developed to construct parsimonious radial basis function (RBF) networks with tunable nodes. Each stage of the construction process determines the center vector and diagonal covariance matrix of one RBF node by minimizing the LOO statistics. For regression applications, the LOO criterion is chosen to be the LOO mean square error, while the LOO misclassification rate is adopted in two-class classification applications. By adopting the Parzen window estimate as the desired response, the unsupervised density estimation problem is transformed into a constrained regression problem. This PSO aided OFR algorithm for tunable-node RBF networks is capable of constructing very parsimonious RBF models that generalize well, and our analysis and experimental results demonstrate that the algorithm is computationally even simpler than the efficient regularization assisted orthogonal least square algorithm based on LOO criteria for selecting fixed-node RBF models. Another significant advantage of the proposed learning procedure is that it does not have learning hyperparameters that have to be tuned using costly cross validation. The effectiveness of the proposed PSO aided OFR construction procedure is illustrated using several examples taken from regression and classification, as well as density estimation applications.

Beyond the technical: a snapshot of energy and buildings research

The past decade has witnessed a sharp increase in published research on energy and buildings. This paper takes stock of work in this area, with a particular focus on construction research and the analysis of non-technical dimensions. While there is widespread recognition as to the importance of non-technical dimensions, research tends to be limited to individualistic studies of occupants and occupant behavior. In contrast, publications in the mainstream social science literature display a broader range of interests, including policy developments, structural constraints on the diffusion and use of new technologies and the construction process itself. The growing interest of more generalist scholars in energy and buildings provides an opportunity for construction research to engage a wider audience. This would enrich the current research agenda, helping to address unanswered problems concerning the relatively weak impact of policy mechanisms and new technologies and the seeming recalcitrance of occupants. It would also help to promote the academic status of construction research as a field. This, in turn, depends on greater engagement with interpretivist types of analysis and theory building, thereby challenging deeply ingrained views on the nature and role of academic research in construction.

Design and management of sustainable built environments

The United Nation Intergovernmental Panel on Climate Change (IPCC) makes it clear that climate change is due to human activities and it recognises buildings as a distinct sector among the seven analysed in its 2007 Fourth Assessment Report. Global concerns have escalated regarding carbon emissions and sustainability in the built environment. The built environment is a human-made setting to accommodate human activities, including building and transport, which covers an interdisciplinary field addressing design, construction, operation and management. Specifically, Sustainable Buildings are expected to achieve high performance throughout the life-cycle of siting, design, construction, operation, maintenance and demolition, in the following areas: • energy and resource efficiency; • cost effectiveness; • minimisation of emissions that negatively impact global warming, indoor air quality and acid rain; • minimisation of waste discharges; and • maximisation of fulfilling the requirements of occupants’ health and wellbeing. Professionals in the built environment sector, for example, urban planners, architects, building scientists, engineers, facilities managers, performance assessors and policy makers, will play a significant role in delivering a sustainable built environment. Delivering a sustainable built environment needs an integrated approach and so it is essential for built environment professionals to have interdisciplinary knowledge in building design and management . Building and urban designers need to have a good understanding of the planning, design and management of the buildings in terms of low carbon and energy efficiency. There are a limited number of traditional engineers who know how to design environmental systems (services engineer) in great detail. Yet there is a very large market for technologists with multi-disciplinary skills who are able to identify the need for, envision and manage the deployment of a wide range of sustainable technologies, both passive (architectural) and active (engineering system),, and select the appropriate approach. Employers seek applicants with skills in analysis, decision-making/assessment, computer simulation and project implementation. An integrated approach is expected in practice, which encourages built environment professionals to think ‘out of the box’ and learn to analyse real problems using the most relevant approach, irrespective of discipline. The Design and Management of Sustainable Built Environment book aims to produce readers able to apply fundamental scientific research to solve real-world problems in the general area of sustainability in the built environment. The book contains twenty chapters covering climate change and sustainability, urban design and assessment (planning, travel systems, urban environment), urban management (drainage and waste), buildings (indoor environment, architectural design and renewable energy), simulation techniques (energy and airflow), management (end-user behaviour, facilities and information), assessment (materials and tools), procurement, and cases studies ( BRE Science Park). Chapters one and two present general global issues of climate change and sustainability in the built environment. Chapter one illustrates that applying the concepts of sustainability to the urban environment (buildings, infrastructure, transport) raises some key issues for tackling climate change, resource depletion and energy supply. Buildings, and the way we operate them, play a vital role in tackling global greenhouse gas emissions. Holistic thinking and an integrated approach in delivering a sustainable built environment is highlighted. Chapter two demonstrates the important role that buildings (their services and appliances) and building energy policies play in this area. Substantial investment is required to implement such policies, much of which will earn a good return. Chapters three and four discuss urban planning and transport. Chapter three stresses the importance of using modelling techniques at the early stage for strategic master-planning of a new development and a retrofit programme. A general framework for sustainable urban-scale master planning is introduced. This chapter also addressed the needs for the development of a more holistic and pragmatic view of how the built environment performs, , in order to produce tools to help design for a higher level of sustainability and, in particular, how people plan, design and use it. Chapter four discusses microcirculation, which is an emerging and challenging area which relates to changing travel behaviour in the quest for urban sustainability. The chapter outlines the main drivers for travel behaviour and choices, the workings of the transport system and its interaction with urban land use. It also covers the new approach to managing urban traffic to maximise economic, social and environmental benefits. Chapters five and six present topics related to urban microclimates including thermal and acoustic issues. Chapter five discusses urban microclimates and urban heat island, as well as the interrelationship of urban design (urban forms and textures) with energy consumption and urban thermal comfort. It introduces models that can be used to analyse microclimates for a careful and considered approach for planning sustainable cities. Chapter six discusses urban acoustics, focusing on urban noise evaluation and mitigation. Various prediction and simulation methods for sound propagation in micro-scale urban areas, as well as techniques for large scale urban noise-mapping, are presented. Chapters seven and eight discuss urban drainage and waste management. The growing demand for housing and commercial developments in the 21st century, as well as the environmental pressure caused by climate change, has increased the focus on sustainable urban drainage systems (SUDS). Chapter seven discusses the SUDS concept which is an integrated approach to surface water management. It takes into consideration quality, quantity and amenity aspects to provide a more pleasant habitat for people as well as increasing the biodiversity value of the local environment. Chapter eight discusses the main issues in urban waste management. It points out that population increases, land use pressures, technical and socio-economic influences have become inextricably interwoven and how ensuring a safe means of dealing with humanity’s waste becomes more challenging. Sustainable building design needs to consider healthy indoor environments, minimising energy for heating, cooling and lighting, and maximising the utilisation of renewable energy. Chapter nine considers how people respond to the physical environment and how that is used in the design of indoor environments. It considers environmental components such as thermal, acoustic, visual, air quality and vibration and their interaction and integration. Chapter ten introduces the concept of passive building design and its relevant strategies, including passive solar heating, shading, natural ventilation, daylighting and thermal mass, in order to minimise heating and cooling load as well as energy consumption for artificial lighting. Chapter eleven discusses the growing importance of integrating Renewable Energy Technologies (RETs) into buildings, the range of technologies currently available and what to consider during technology selection processes in order to minimise carbon emissions from burning fossil fuels. The chapter draws to a close by highlighting the issues concerning system design and the need for careful integration and management of RETs once installed; and for home owners and operators to understand the characteristics of the technology in their building. Computer simulation tools play a significant role in sustainable building design because, as the modern built environment design (building and systems) becomes more complex, it requires tools to assist in the design process. Chapter twelve gives an overview of the primary benefits and users of simulation programs, the role of simulation in the construction process and examines the validity and interpretation of simulation results. Chapter thirteen particularly focuses on the Computational Fluid Dynamics (CFD) simulation method used for optimisation and performance assessment of technologies and solutions for sustainable building design and its application through a series of cases studies. People and building performance are intimately linked. A better understanding of occupants’ interaction with the indoor environment is essential to building energy and facilities management. Chapter fourteen focuses on the issue of occupant behaviour; principally, its impact, and the influence of building performance on them. Chapter fifteen explores the discipline of facilities management and the contribution that this emerging profession makes to securing sustainable building performance. The chapter highlights a much greater diversity of opportunities in sustainable building design that extends well into the operational life. Chapter sixteen reviews the concepts of modelling information flows and the use of Building Information Modelling (BIM), describing these techniques and how these aspects of information management can help drive sustainability. An explanation is offered concerning why information management is the key to ‘life-cycle’ thinking in sustainable building and construction. Measurement of building performance and sustainability is a key issue in delivering a sustainable built environment. Chapter seventeen identifies the means by which construction materials can be evaluated with respect to their sustainability. It identifies the key issues that impact the sustainability of construction materials and the methodologies commonly used to assess them. Chapter eighteen focuses on the topics of green building assessment, green building materials, sustainable construction and operation. Commonly-used assessment tools such as BRE Environmental Assessment Method (BREEAM), Leadership in Energy and Environmental Design ( LEED) and others are introduced. Chapter nineteen discusses sustainable procurement which is one of the areas to have naturally emerged from the overall sustainable development agenda. It aims to ensure that current use of resources does not compromise the ability of future generations to meet their own needs. Chapter twenty is a best-practice exemplar - the BRE Innovation Park which features a number of demonstration buildings that have been built to the UK Government’s Code for Sustainable Homes. It showcases the very latest innovative methods of construction, and cutting edge technology for sustainable buildings. In summary, Design and Management of Sustainable Built Environment book is the result of co-operation and dedication of individual chapter authors. We hope readers benefit from gaining a broad interdisciplinary knowledge of design and management in the built environment in the context of sustainability. We believe that the knowledge and insights of our academics and professional colleagues from different institutions and disciplines illuminate a way of delivering sustainable built environment through holistic integrated design and management approaches. Last, but not least, I would like to take this opportunity to thank all the chapter authors for their contribution. I would like to thank David Lim for his assistance in the editorial work and proofreading.

Building simulation

This chapter aims to provide an overview of building simulation in a theoretical and practical context. The following sections demonstrate the importance of simulation programs at a time when society is shifting towards a low carbon future and the practice of sustainable design becomes mandatory. The initial sections acquaint the reader with basic terminology and comment on the capabilities and categories of simulation tools before discussing the historical development of programs. The main body of the chapter considers the primary benefits and users of simulation programs, looks at the role of simulation in the construction process and examines the validity and interpretation of simulation results. The latter half of the chapter looks at program selection and discusses software capability, product characteristics, input data and output formats. The inclusion of a case study demonstrates the simulation procedure and key concepts. Finally, the chapter closes with a sight into the future, commenting on the development of simulation capability, user interfaces and how simulation will continue to empower building professionals as society faces new challenges in a rapidly changing landscape.

The art of shooting the moving goal - explorative study of EA pilot

Enterprise Architecture (EA) has been recognised as an important tool in modern business management for closing the gap between strategy and its execution. The current literature implies that for EA to be successful, it should have clearly defined goals. However, the goals of different stakeholders are found to be different, even contradictory. In our explorative research, we seek an answer to the questions: What kind of goals are set for the EA implementation? How do the goals evolve during the time? Are the goals different among stakeholders? How do they affect the success of EA? We analysed an EA pilot conducted among eleven Finnish Higher Education Institutions (HEIs) in 2011. The goals of the pilot were gathered from three different stages of the pilot: before the pilot, during the pilot, and after the pilot, by means of a project plan, interviews during the pilot and a questionnaire after the pilot. The data was analysed using qualitative and quantitative methods. Eight distinct goals were recognised by the coding: Adopt EA Method, Build Information Systems, Business Development, Improve Reporting, Process Improvement, Quality Assurance, Reduce Complexity, and Understand the Big Picture. The success of the pilot was analysed statistically using the scale 1-5. Results revealed that goals set before the pilot were very different from those mentioned during the pilot, or after the pilot. Goals before the pilot were mostly related to expected benefits from the pilot, whereas the most important result was to adopt the EA method. Results can be explained by possibly different roles of respondents, which in turn were most likely caused by poor communication. Interestingly, goals mentioned by different stakeholders were not limited to their traditional areas of responsibility. For example, in some cases Chief Information Officers' goals were Quality Assurance and Process Improvement, whereas managers’ goals were Build Information Systems and Adopt EA Method. This could be a result of a good understanding of the meaning of EA, or stakeholders do not regard EA as their concern at all. It is also interesting to notice that regardless of the different perceptions of goals among stakeholders, all HEIs felt the pilot to be successful. Thus the research does not provide support to confirm the link between clear goals and success.

Design/Evaluation of A Methodology For Performance Optimization Of Indexable Carbide Inserts

In this project, two broad facets in the design of a methodology for performance optimization of indexable carbide inserts were examined. They were physical destructive testing and software simulation.For the physical testing, statistical research techniques were used for the design of the methodology. A five step method which began with Problem definition, through System identification, Statistical model formation, Data collection and Statistical analyses and results was indepthly elaborated upon. Set-up and execution of an experiment with a compression machine together with roadblocks and possible solution to curb road blocks to quality data collection were examined. 2k factorial design was illustrated and recommended for process improvement. Instances of first-order and second-order response surface analyses were encountered. In the case of curvature, test for curvature significance with center point analysis was recommended. Process optimization with method of steepest ascent and central composite design or process robustness studies of response surface analyses were also recommended.For the simulation test, AdvantEdge program was identified as the most used software for tool development. Challenges to the efficient application of this software were identified and possible solutions proposed. In conclusion, software simulation and physical testing were recommended to meet the objective of the project.

Projeto de um sistema de informação para o gerenciamento de obras de construção civil

A presente pesquisa tem por objetivo propor e estruturar uma ferramenta de apoio gerencial que efetive a Gerência do processo Construção Civil ao nível da Obra. Para tanto, analisou-se como se desenvolve a Gerência: Planejamento, Programação e Controle. A partir daí modelou-se o processo Construção Civil como processo produtivo. A consideração, no contexto da Construção civil, das citadas três etapas da Gerência, juntamente com a consideração de conceitos atualizados sobre Sistemas de Informações Gerenciais nortearam a proposição, o projeto e a implementação de um Sistema de Informações para o Gerenciamento de Obras - SIGOB. O sistema proposto é apresentado em detalhes neste trabalho.

As perdas de materiais na construção de edificações : sua incidência e seu controle

O presente trabalho consiste em uma análise das perdas de materiais na construção de edificações. Inicialmente, são classificados os diferentes tipos de perdas de materiais e apresentados os resultados de pesquisas já realizadas sobre o assunto. São discutidos, também, alguns princípios do gerenciamento das materiais e apresentados conceitos relativos a sistemas de controle. É apresentada a metodologia e os resultados de um estudo realizado em cinco canteiros de obras, situados na cidade de Porto Alegre, no qual foram levantados índices e causas de incidências de perdas de materiais. A pesquisa realizada demonstrou que há consideráveis variações em relação à incidência de perdas para diferentes insumos e de um mesmo insumo para diferentes canteiros. Estes índices são bastante elevados em comparação com os valores apontados pela bibliografia. Este estudo demonstrou, também, que existem oportunidades de redução das perdas de materiais através de melhorias no manuseio e estacagem de materiais e, principalmente, através de aplicação de métodos que possibilitem a identificação e o controle das perdas durante o processo construtivo. Por fim,é apresentado um conjunto de diretrizes para a implementação de um sistema de controle de perdas de materiais para a construcão de edificações

Uma metodologia para adaptação e melhoria de produtos a partir da engenharia reversa

O tema desta dissertação de mestrado é o estudo da Engenharia Reversa como ferramenta de suporte à melhoria e adaptação de produtos. A partir de conceitos teóricos sobre desenvolvimento de produtos e melhoria de processos, propõe-se uma metodologia para adaptação de produtos destinados à exportação. A metodologia proposta consiste de oito passos, contemplando etapas de identificação e priorização das demandas de adaptação de produtos e elencando ferramentas auxiliares no atingimento dos objetivos desejados. A etapa inicial deste trabalho consiste de uma revisão bibliográfica dividida em duas partes: (i) adaptação de produtos através da utilização da Engenharia Reversa e seus habilitadores, e (ii) ferramentas para melhoria de processos. Os tópicos contemplados em (ii) incluem ferramentas para o mapeamento de processos de manufatura e para a sua melhoria. Destaque especial é dado ao Desdobramento da Função Qualidade – QFD (Quality Function Deployment), a Análise de Modos e Efeitos de Falhas (FMEA – Failure Mode and Effect Analysis) e às Cartas de Processos. Na seqüência, apresentam-se os passos da metodologia proposta para a adaptação de produtos às demandas de mercado utilizando a Engenharia Reversa e seus habilitadores. Finalmente, os passos metodológicos são aplicados a um caso prático, cujo objetivo é a adaptação de um pincel, produzido por uma empresa gaúcha, às demandas de um distribuidor alemão de ferramentas manuais.

O Conselho Municipal de Desenvolvimento Sustentável (CMDS) e a gestão de recursos hídricos: um estudo na Bacia do Rio Itabapoana (RJ)

O objetivo desta dissertação é analisar a forma de atuação do CMDS, e sua contribuição para a gestão dos recursos hídricos nos cinco municípios do Rio de Janeiro pertencentes à bacia do rio Itabapoana. O presente estudo foi conduzido a partir de uma discussão teórica sobre os temas: desenvolvimento local, cidadania, desenvolvimento local com cidadania e gestão social. Posteriormente, foram realizadas entrevistas temáticas, baseadas no método não probabilístico, com uma amostra composta por 38 pessoas, entre conselheiros do CMDS (membros do poder público e sociedade civil organizada), técnico, consultores e gestores do Sebrae/RJ. No tratamento dos dados foi utilizada a análise de discurso. Foram identificados aspectos negativos e positivos no que diz respeito à atuação e funcionamento do Conselho nos municípios analisados. Mesmo assim, pode-se verificar que grande parte dos conselheiros tem experiência anterior em Conselhos e movimentos sociais, e que o Projeto Managé, por meio da atuação dos CMDS, ajudou a construir uma identidade territorial para a bacia e também despertou a necessidade de maior conscientização e preservação do meio ambiente. Pode-se concluir que a forma de atuação do CMDS depende da interação e do nível de comprometimento do poder público e da sociedade civil organizada. Portanto, as condições institucionais locais exercem importante influência nas formas de mobilização social e participação dos indivíduos, visto que o processo de gerenciamento de recursos hídricos da bacia encontra-se ainda em fase de construção

Fios e fibras: vivendo a privatização das telecomunicações do Rio de Janeiro

Esta dissertação analisa um evento da história recente do país - o processo deprivatização do sistema TELEBRÁS - através do resgate da memória de alguns dosseus atores, os empregados das operadoras de telefonia. Para tanto, privilegiou-se oestudo de caso de uma empresa privatizada em julho de 1998 a Telecomunicaçõesdo Rio de Janeiro S.A. (TELERJ).O setor de telecomunicações é de grande relevância para o desenvolvimentoeconômico e social na era contemporânea e o presente trabalho acompanha a históriada empresa desde a sua formação em 1923, transformação em empresa estatal e suaprivatização. A partir do processo de preparação para venda, que foi operado desde aquebra do monopólio das telecomunicações em 1995, e, de forma mais radical, desdesua privatização, analisou-se o processo de

A problematização do lixo e dos catadores: estudos de caso múltiplo sobre políticas públicas sob uma perspectiva foucaultiana

Municipal government policies supporting recycling cooperatives at the start of the 1990s and in the first years of the current century have contributed to resemanticizing trash rather than improving the living conditions of the street scavengers in the city of Rio de Janeiro. This idea was based on multiple case studies conducted in three post-consumption recycling cooperatives which have resulted from such policies. Interviews were held with three municipal government managers and 66 scavengers between 2002 and 2004, during a period of field observation that varied from two to six months in each case. Following a Foucaultian analysis approach, in this thesis post-consumption trash is considered as a discursive production. For this reason, the discourses have been analyzed (through an archaeology and a genealogy) that animated this object as a target condition of public policies. Thus, problematization of the trash has been proposed ¿ characterized by the concomitance of discourses related to an environmental and economic issue surrounding it, which would have impacted the scavengers' work. This proposal made it possible to consider the conditions that enable the scavengers to participate in this discursive production concerning trash. Problematization means the social enhancement of trash (its resemantization as recyclable) and the government policies were an attempt to make the scavengers adapt to this conjuncture. The conditions have been investigated that enable the scavengers to participate in the construction process of the discourse concerning trash (preparation of the strategies), in consonance with public policies. According to the three organizations observed, the public managers assumed that it would be possible for the scavengers to participate in the rules of discourse on trash, when they achieved economy of scale and when they sold to middlemen. Through the findings of the studies, however, it has been concluded that the ways in which these three organizations were managed enabled the scavengers to accede to the rules of discourse regarding problematized trash only when they could control the strategies that allow them to attend what is set by such rules.

O Registro civil no Brasil

After having done an accurate analysis of the Registry Office in Brazil it was found out that there are some distortions, as the one which makes possible the existence of significant contingent of population - 'the registeredless' ('os sem-registros' ) - people who live on the margins of society. This system is based on private patterns coming from the extrajudicial registry offices performance and through a government official concession, the registry offices have obtained the legal right to take over registration services.The maintenance of this model has been put in question and debates have been taking place all over Brazil. This process, on the other hand, produces data which are collected, processed and disseminated by IBGE (Instituto Brasileiro de Geografia e Estatística) and could be the source of very important statistical information if there were not blanks created by the 'subregistration' caused by offical records evasion and/ or by late offical records. The main purpose of this work is to show how deficient is the current system in Brazil, not only by pointing out the problems which still happen nowadays but also by thinking carefully about the difficulties to search for process improvement. In conclusion, there is a latent need to rethink the way the Registry Office system is structured in Brazil. Discussions can act as a stimulus to find out more suitable and definitive solutions for all the Brazilian citizens who are interested in consolidate democracy in Brazil.