CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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Hits 1 to 20 of 3387

_id 0c8e
authors Ager, Mark Thomas and Sinclair, Brian R.
year 1995
title StereoCAD: Three Dimensional Representation
source Sixth International Conference on Computer-Aided Architectural Design Futures [ISBN 9971-62-423-0] Singapore, 24-26 September 1995, pp. 343-355
summary Concepts of stereoscopic vision have been around for more than two thousand years. Despite this long history, its application to the field to architecture and design seems relatively unexplored. Synthesis of two technologies, the stereoscope and the computer, was the focus of the present study. The goal of the research was to determine if computer-generated stereoscopic pairs hold value for architectural design. Using readily available computer technology (Apple Macintosh) the research team modelled and rendered an existing project to verify the degree of correlation between the physical construct, the computer 3D model and resultant correlation between the physical construct, the computer 3D model and resultant rendered stereo-paired representation. The experiments performed in this study have shown that producing stereo-paired images that highly correlate to reality is possible using technology that is readily available in the marketplace. Both the technology required to produce (i.e., personal computer and modelling/rendering software) and view (i.e., modified stereoscope) the images is unimposing. Both devices can easily fit in a studio or a boardroom and together can be utilized effectively to permit designers, clients and end-users to experience proposed spaces and projects. Furthermore, these technologies are familiar (clients and end-users have already experienced them in other applications and settings) and assume a fraction of the cost of more dynamic, immersive virtual reality systems. Working from this base, limitations of the process as well as future applications of computer-generated stereoscopic images are identified.
keywords Stereovision, Representation, Computers, Architects, Design
series CAAD Futures
last changed 2003/11/21 15:15

_id 1a52
authors Amor, R., Augenbroe, G., Hosking, J., Rombouts and W., Grundy, J.
year 1995
title Directions in modelling environments
source Automation in Construction 4 (3) (1995) pp. 173-187
summary Schema definition is a vital component in the computerised A/E/C projects. existing tools to manage this task are limited both in terms of the scope Of problems they can tackle and their integration with each other. This paper describes a global modellling and development environment for large modelling projects. This environment provides a total solution from initial design of schemas to validation, manipulation arid navigation through final models. A major benefit of the described system is the ability to provide multiple views of evolving schemas (or models) in both graphical and textual forms This allows modellers to visualise their schemas and instance models either textually or graphically as desired. The system automatically maintains the Conisistency of the informalion in these views even when modifications are made in other views. Simple and intuitive view navigation methods allow required information to he rapidly accessed. The environment supports strict checking of model instances and schemas in one of the major ISO-standardised modelling languages no used in product data technology. Ill this paper we show how such a modelling environment has been constructed for evaluation in the JOULE founded COMBINE project.
keywords Modelling Environment; Consistency; Multiple Views: Views; Building Models; Information Management; Integrated System; Product Modelling
series journal paper
email
more http://www.elsevier.com/locate/autcon
last changed 2003/05/15 14:33

_id cb18
authors Belibani, R., Gadola, A. and Marinelli, A.
year 1995
title Hypervisible Cities: Seville, Barcelona, Lisbon
doi https://doi.org/10.52842/conf.ecaade.1995.161
source Multimedia and Architectural Disciplines [Proceedings of the 13th European Conference on Education in Computer Aided Architectural Design in Europe / ISBN 0-9523687-1-4] Palermo (Italy) 16-18 November 1995, pp. 161-168
summary The Hypertext 'HYPERVISIBLE CITIES: SEVILLE, BARCELONA, LISBON" was realised within the interuniversity scientific research "La Prodazione dei circuiti multimediali didattici per l'architettura e l'urbanisticai (The production of multimedia didactic circuits for architecture and urban planning), co-ordinator Prof Paola Coppola Pignatelli - Dipartimento di Progettozione Architettonica e Urbana - Facolta di Architettura, Universita "La Sapienza", Roma, Italia. The aim of the research is the representation through the hypermedia tool of the significant of the cities, perceived through their images. The hypertext it has been attempted to make hypervisible three major cities - Seville, Barcelona, Lisbon - through a horizontal/vertical reading, according to three directions of probing, for comparisons purposes among different methods of growth of the city form.
series eCAADe
more http://dpce.ing.unipa.it/Webshare/Wwwroot/ecaade95/Pag_21.htm
last changed 2022/06/07 07:54

_id 2036
authors Dzeng, R.J.
year 1995
title Caseplan: A Case-based Planer and Scheduler for Construction Using Product Modeling
source University of Michigan
summary Construction planning and scheduling are important to contractors for estimating the cost and duration of a project they are to bid on and construct. Many projects specify incentive and disincentive clauses for completing projects early and late. The timely completion and success of a project rely on good planning and scheduling. Contractors who repeatedly build the same kind of facilities acquire experience in scheduling the needed construction work. When parts of a facility's design are copied from one project to the next, the previously developed schedules could possibly be reused to schedule future work. This dissertation presents a construction planner and scheduler, named CasePlan, that automates the planning and scheduling process through the use of experience encoded in cases. CasePlan enables a contractor to specify a facility design using a product model, describe the relationships between product components and parts of a schedule (e.g., activity subnetworks, construction crews), and store this information as a case. As a decision support tool, CasePlan enables the contractor to search for cases whose facility designs are similar to that of a new project. The similarity assessment is based on the relative importance values that the contractor assigns to the components and their attributes in the product model. As an automation tool, CasePlan creates the schedule of a new project by reusing parts of the schedules whose associated designs are most similar to that project's design. The result is a schedule in which construction alternatives are chosen from those used in previous cases based on the new project scheduling constraints. The contractor / system-user can interact with CasePlan during its operation or modify the resulting schedule to add detail needed for executing the schedule in the field. Two types of construction projects have been studied for the development of CasePlan. One is the Kit-of-Parts post offices, in which designs are made by reusing design modules defined as Parts. The other is the boiler erection for fossil-fueled power plants, in which the design process is standardized and component configurations are similar across designs. These projects were chosen because their schedules are similar within each project type, which suggested that practitioners had a high incentive and were likely to reuse schedules. CasePlan's similarity assessment for boiler erection projects was validated using a survey. CasePlan's schedules and usability was subjectively evaluated also by the interviewed professionals.
series thesis:PhD
email
last changed 2003/02/12 22:37

_id ga0024
id ga0024
authors Ferrara, Paolo and Foglia, Gabriele
year 2000
title TEAnO or the computer assisted generation of manufactured aesthetic goods seen as a constrained flux of technological unconsciousness
source International Conference on Generative Art
summary TEAnO (Telematica, Elettronica, Analisi nell'Opificio) was born in Florence, in 1991, at the age of 8, being the direct consequence of years of attempts by a group of computer science professionals to use the digital computers technology to find a sustainable match among creation, generation (or re-creation) and recreation, the three basic keywords underlying the concept of “Littérature potentielle” deployed by Oulipo in France and Oplepo in Italy (see “La Littérature potentielle (Créations Re-créations Récréations) published in France by Gallimard in 1973). During the last decade, TEAnO has been involving in the generation of “artistic goods” in aesthetic domains such as literature, music, theatre and painting. In all those artefacts in the computer plays a twofold role: it is often a tool to generate the good (e.g. an editor to compose palindrome sonnets of to generate antonymic music) and, sometimes it is the medium that makes the fruition of the good possible (e.g. the generator of passages of definition literature). In that sense such artefacts can actually be considered as “manufactured” goods. A great part of such creation and re-creation work has been based upon a rather small number of generation constraints borrowed from Oulipo, deeply stressed by the use of the digital computer massive combinatory power: S+n, edge extraction, phonetic manipulation, re-writing of well known masterpieces, random generation of plots, etc. Regardless this apparently simple underlying generation mechanisms, the systematic use of computer based tools, as weel the analysis of the produced results, has been the way to highlight two findings which can significantly affect the practice of computer based generation of aesthetic goods: ? the deep structure of an aesthetic work persists even through the more “desctructive” manipulations, (such as the antonymic transformation of the melody and lyrics of a music work) and become evident as a sort of profound, earliest and distinctive constraint; ? the intensive flux of computer generated “raw” material seems to confirm and to bring to our attention the existence of what Walter Benjamin indicated as the different way in which the nature talk to a camera and to our eye, and Franco Vaccari called “technological unconsciousness”. Essential references R. Campagnoli, Y. Hersant, “Oulipo La letteratura potenziale (Creazioni Ri-creazioni Ricreazioni)”, 1985 R. Campagnoli “Oupiliana”, 1995 TEAnO, “Quaderno n. 2 Antologia di letteratura potenziale”, 1996 W. Benjiamin, “Das Kunstwerk im Zeitalter seiner technischen Reprodizierbarkeit”, 1936 F. Vaccari, “Fotografia e inconscio tecnologico”, 1994
series other
more http://www.generativeart.com/
last changed 2003/08/07 17:25

_id 5986
authors Gamma, E., Helm, R., Johnson, R. and Vlissides, J.
year 1995
title Design Patterns: Elements of Reusable Object-Oriented Software
source Reading, MA: Addison-Wesley
summary The book is an introduction to the idea of design patterns in software engineering, and a catalog of twenty-three common patterns. The nice thing is, most experienced OOP designers will find out they've known about patterns all along. It's just that they've never considered them as such, or tried to centralize the idea behind a given pattern so that it will be easily reusable.
series other
last changed 2003/04/23 15:14

_id b086
id b086
authors Hofmeyer, Herm
year 1995
title UNTERSUCHUNG DER PARAMETEREMPFINDLICHKEIT BEI PROBLEMEN DER STRUKTUROPTIMIERUNG
source Universität Stuttgart, Institut für Baustatik, Prof. Dr.-Ing. E. Ramm, Stuttgart, Germany
summary Besides the development of benchmarks for structural optimization, this report shows that optimization techniques can be used not only for changing structural elements, but also for changing structural topology and thus potentially whole building designs. This is relevant for computer aided structural design in general and for interaction of spatial and structural design as presented by the author at eCAADe 2005.
keywords structural optimization; form-finding; structural topology
series report
type normal paper
email
last changed 2006/04/21 07:58

_id aa92
id aa92
authors Knoop, W.G., van Breemen, E., Vergeest, J. and Wiegers, T.
year 1995
title DESYS RESEARCH GROUP: DEVELOPMENT OF TOOLS AND METHODS TO IMPROVE THE OUTPUT OF PRODUCT CREATION PROCESSES
source Oxman, R.M., Bax, M.F.Th., Achten, H.H. (eds.) Design research in the Netherlands, 165-173
series book
type normal paper
email
more http://www.designresearch.nl/PDF/DRN1995_Knoop_EtAl.pdf
last changed 2005/10/12 15:23

_id ddss9464
id ddss9464
authors McCartney, Kevin and Ismail, Ashraf Lotfy R. M.
year 1994
title A Tool for Conceptual Design Evaluation Based on Compliance with Supplementary Planning Guidance and Local Planning Policies
source Second Design and Decision Support Systems in Architecture & Urban Planning (Vaals, the Netherlands), August 15-19, 1994
summary The need has been established for a computer based decision support tool to use during the conceptual stages of architectural design. The main functions are being designed in order to check design compliance with the requirements of local planning authorities; with regards to building size, height, plot ratios, circulation and accessibility, and the preservation of natural features on site. The measures to determine proper evaluation will be based upon site-development briefs, and design guides produced by the local planning authorities. This tool is being developed to operate under AutoCAD environment; the construction industry standard computer aided design software, following standard layering convention, integrated command lines, and pull-down menus. It will also provide many functions for editing two and three dimensional drawings specifically for the environmental analysis tasks. In addition to the common graphical output of Aut0CAD; i.e. plans, elevations and three dimensional models, the tool will generate textual analysis of the design in report format to use as part of the Environmental Impact Statement of proposed development. The speculative tool's functions will be based upon the result of two types of field studies. First, interviews and questionnaires will be carried out tailor-made for architects and planners of both private and public sectors. These will cover issues related to the performance of Computer Aided Architectural Design applications with regard to the evaluation of design schematics, and decision-making for the production of materials for environmental statements. Second, field observation will be carried out to observe the concerned professionals as decision-makers while assessing building design proposals. A prototype will be designed and then tested against the expectations of the tool designer, then the tool performance will be evaluated by a team of professionals participated in the field studies. A critical analysis of the prototype design methodology and the concluding study findings will be documented as part of a postgraduate research thesis to be completed in June 1995.
series DDSS
last changed 2003/08/07 16:36

_id 6fc9
authors Ponomareva, E., Litvinova A., and Kozakova, R.
year 1995
title Multimedia and Special Architectural Disciplines
doi https://doi.org/10.52842/conf.ecaade.1995.169
source Multimedia and Architectural Disciplines [Proceedings of the 13th European Conference on Education in Computer Aided Architectural Design in Europe / ISBN 0-9523687-1-4] Palermo (Italy) 16-18 November 1995, pp. 169-176
summary A person is a wonderful creature. His high organization helps him not only to see and to hear the world around him, but to feel and understand, to condole and pity. A person is a sacramental creature too. His complex organization helps him to see day as light and darkness, as delivery and death, as delight and grief. Every human reaction has biological, physiological and sensitive components. That is why environment is able to call up physical an emotional associations. A human being can "see" sound and "hear" colours. All history of human culture shows that the art can affect man in different ways: unconscious effects, spontaneous associations, general symbolic or specific conventional meanings. That is why architecture can not only protect (a safeguarded aspect), but give knowledge ( an informational aspect) and set up mood (an emotional aspect). And that is why we speak about ambiguity of sense and about multiartistic works. Such as Skriabin's symphony 'Prometheus'. Two scores - musical and colouristic - are connected in this masterpiece. Let us look through two architectural disciplines—from this point of view. The programmes of these disciplines are examples of such embedment. Any architectural discipline demands computer graphics. Any architectural discipline demands multimedia aided teaching, because multimedia in computer designing is a result of human being's complexity and ambivalence.
series eCAADe
more http://dpce.ing.unipa.it/Webshare/Wwwroot/ecaade95/Pag_22.htm
last changed 2022/06/07 08:00

_id 3f0e
authors Ponomarieva, E., Litwinova, A. and Kozakova, R.
year 1995
title Computer Graphics for the Study of Colour Science
source CAD Space [Proceedings of the III International Conference Computer in Architectural Design] Bialystock 27-29 April 1995, pp. 267-273
summary There is an absolute dependence between the professional colour culture and the sphere of professional architectural tasks. From the skill to know how to handle brush up to the skill to convey one's own conception to the customer. Colour sketch, polychrom model, means of computer aided design, colour schemes and diagrams, are the means, which modern architect must wield. Actually an architect must think "by colours" from the very beginning of designing and must use colour as a compositional expedient. Architectural colour theory gives the students of the architectural department fundamental rules of colour science and methods of their practical utilization. But today the real designing demands the wider utilization computer of the graphic. There are a lot of remarkable graphic packages, which help architects to wield vector-mode graphic display and roster- mode graphic display, to work with colour and shape. That is why it is necessary to teach students to use the possibility of computer designing in the field of architectural colour science. This task determines the general matter and direction of teaching programme, defines the character and the way of its composition, The teaching programme is adapted for using the graphic package "Corel DRAW-5.0". Students work with a simple set of software tools "Corel DRAW" and at the same time acquire habit of working with the graphic package and decide problems of plane and volume colour simulation. The main practical tasks - colour on perception, psychological influence of colour people, colour harmonies, are performed by the way of "colour modelator". With the help of uncomplicated transformations it helps to receive a necessary set of simple figures for colour exercises.
series plCAD
last changed 2000/01/24 10:08

_id 2c14
authors Sharji, E.A., Hussain, H. and Ahmad, R.E.
year 2002
title Electronic Gallery : Case Study of A New Design Approach in Malaysia
doi https://doi.org/10.52842/conf.ecaade.2002.370
source Connecting the Real and the Virtual - design e-ducation [20th eCAADe Conference Proceedings / ISBN 0-9541183-0-8] Warsaw (Poland) 18-20 September 2002, pp. 370-373
summary A building comprises of more than the skin and the structural works. It is the soul that comes in the form of SPACE that is intriguing and provokes the mind. To be able to experience a building relies heavily on the spatial concept and internal lay out. How one is captured right from entering the entrance and through the layering of space, of horizontal and vertical planes and finally the euphoria, or depressed feeling that concludes the tour depending on the feeling intended (Miller, 1995). The common norm at present celebrates the outer skin and grandeur of facades. Not many include the hidden grids and fragmentation that can lead to a surprisingly good form AND space. Thus a number of them fail, in the sense of a sensuous building. ‘The circulation path can be conceived as the perceptual thread that links the spaces of a building or any series of interior or exterior spaces, together. Since we move in TIME, through SEQUENCE of SPACES, we experience a space in relation to where we’ve been, and where we anticipate going’ (Ching, 1979). This research intends to study and analyze the unconventional electronic gallery or ‘e-gallery’ as a versatile hybrid container. The focus of the research will be on documenting spaces in the e-gallery, bringing to light the unlimited possibilities that can take place in such a space.
series eCAADe
email
last changed 2022/06/07 07:59

_id 1278
authors Tufte, E.R.
year 1995
title Envisioning Information
source Graphic Press USA
summary Edward Tufte's new book, Envisioning Information, is a stunning display of the classics of information design, combined with close analysis of design strategies that produce excellence in information displays. Six-color printing is used throughout, and, for the chapter on color and information, twelve-color printing. Photography, color reproduction techniques, typography, paper, printing, and binding, are all of the highest quality. Envisioning Information shows maps, charts, scientific visualizations, diagrams, statistical graphics and tables, stereo photographs, guidebooks, courtroom exhibits, computer screens, timetables, a pop-up, and many other wonderful displays of information. The book, with more than 400 illustrations, provides practical advice about how to explain complex material by visual means, and uses extraordinary examples to illustrate the fundamental principles of information display. Envisioning Information deals with all types of information displays, covering a far broader scope of material than Tufte's classic book on statistical graphics, The Visual Display of Quantitative Information.
series other
last changed 2003/04/23 15:14

_id 41e5
authors Abendroth, M., Decock, J. and Mestaoui, N.
year 2000
title O_1:// the hypertextu(r)al matrix
source SIGraDi’2000 - Construindo (n)o espacio digital (constructing the digital Space) [4th SIGRADI Conference Proceedings / ISBN 85-88027-02-X] Rio de Janeiro (Brazil) 25-28 september 2000, pp. 75-76
summary Founded in 1995 LAB[au], laboratory for architecture and urbanism, links theoretic research LAB[a+u] to concrete works of conception and realisations LA.BAU. LAB[au] elaborates a “hyperdesign” investigating the implications of new technologies of communication and computation in spatiotemporal and social processes and their forms of representation as architecture and urbanism. The transposition of the hypertext model to architectural and urban concepts question the mutation of the spatial and semantic construct of space. The definition of architecture as a code is based on “glocal” systems according to the processes of computation and communication.
series SIGRADI
email
last changed 2016/03/10 09:47

_id e75d
authors Achten, H., Dijkstra, J., Oxman, R. and Bax, Th.
year 1995
title Knowledge-Based Systems Programming for Knowledge Intensive Teaching
doi https://doi.org/10.52842/conf.ecaade.1995.139
source Multimedia and Architectural Disciplines [Proceedings of the 13th European Conference on Education in Computer Aided Architectural Design in Europe / ISBN 0-9523687-1-4] Palermo (Italy) 16-18 November 1995, pp. 139-148
summary Typological design implies extensive knowledge of building types in order to design a building belonging to a building type. It facilitates the design process, which can be considered us a sequence of decisions. The paper gives an outline of a new approach in a course teaching typological knowledge through the medium of Knowledge-Based Systems programming. It demonstrates how Knowledge-Based Systems offer an appropriate structure for analysing the knowledge required to implement typological design. The class consists of third-year undergraduate students with no extensive previous programming experience. The implementation language is AutoLISP which operates in the AutoCAD environment. The building type used in the course is the office building. in order to become acquainted with both building type and programming in AutoLISP, information and instructions have been gathered and prestructured, including a worked out analysis and AutoLISP code. Office plans are generated through use of the Knowledge-Based System. They are encoded in the form of frames. At the end of the course the students will have learned the basics of Knowledge-Based Systems, have been introduced to programming these systems, have analysed and reflected upon the design process, and gained insight into a specific building type.
series eCAADe
email
more http://dpce.ing.unipa.it/Webshare/Wwwroot/ecaade95/Pag_18.htm
last changed 2022/06/07 07:54

_id 8a8a
authors Akin, Ö., Sen, R., Donia,M. and Zhang, Y.
year 1995
title SEED-Pro: Computer-Assisted Architectural Programming in SEED
source Journal of Architectural Engineering -- December 1995 -- Volume 1, Issue 4, pp. 153-161
summary Computer-assisted architectural programming is in its infancy. What there is in terms of architectural programming theory often differs from practice. In the first half of this paper we define relevant terms, provide abrief review of the state of the art, and draw attention to the primacy of architectural programming in design. SEED-Pro is introduced as an intelligent assistant providing structure to the normally open-endedactivities of design. This includes the creation of an architectural program from scratch. In the second, more technical, part of the paper we emphasize three specific topics. The design problem specificationfunctionality is described. The generation and evaluation of the emerging architectural program is discussed. An approach to the decomposition of the architectural program into alternative hierarchies is provided.The paper concludes with a discussion of what is and remains to be accomplished.
series journal paper
email
last changed 2003/05/15 21:27

_id c078
authors Allegra, M, Fulantelli, G. and Mangiarotti, G.
year 1995
title A New Methodology to Develop Hypermedia Systems for Architecture History
doi https://doi.org/10.52842/conf.ecaade.1995.043
source Multimedia and Architectural Disciplines [Proceedings of the 13th European Conference on Education in Computer Aided Architectural Design in Europe / ISBN 0-9523687-1-4] Palermo (Italy) 16-18 November 1995, pp. 43-52
summary This paper illustrates a research project concerning the analysis of architectural works through a comparative study based on hypermedia tools; by exploring the hypermedia, users can find the main subjects relative to the "method " of architectural planning. The use of multimedia in architecture allows the integration in a single system of different types of information which are necessary for the description of a work. texts, designs, photos and sounds. In addition, the hypertext information structure allows the direct intervention on analyzed projects, by pointing out the more important themes and their relationships. Users have the opportunity to immerse themselves in hypermedia and choose the subject to navigate through on each occasion. Our research project aims at developing a prototype concerning two architects. I.L.Kahn and F.L. Wright. The development methodology is based on the key role played by the components of architectonic works, thus allowing users to compare them in a simple and correct way. The methodology used in this work can be extended to other architects or periods, by simply changing the possibility of navigation, i.e. by changing the reading keys.

series eCAADe
more http://dpce.ing.unipa.it/Webshare/Wwwroot/ecaade95/Pag_6.htm
last changed 2022/06/07 07:54

_id a927
authors Amirante, Isabella and Bosco, Antonio
year 1995
title Hypertext Between Research and Teaching: An Experience in a Didactic Building Technology Laboratory
doi https://doi.org/10.52842/conf.ecaade.1995.003
source Multimedia and Architectural Disciplines [Proceedings of the 13th European Conference on Education in Computer Aided Architectural Design in Europe / ISBN 0-9523687-1-4] Palermo (Italy) 16-18 November 1995, pp. 3-12
summary IPER (hypertext for the knowledge of building patrimony) is the result of a research developed with C.N.R. (National Research Institute). The aim of IPER is to provide the knowledge, the description and the management of one or more historical buildings for public or private institutions. IPER allowed us to improve our methodology of building analysis, covering various disciplinary fields, in two different systems. (1.) the first one, synthetic and suitable for a group of historical buildings, (2.) the second one, complex and particularly made for monumental buildings. // This experience is related to the new regulation of teaching architecture in Italy made in 1993. The main novelty is the introduction of the laboratories with the contemporary presence of two or three teachers of different disciplines, working together with the students on the same project with different approaches. This opportunity allowed us to introduce the "knowledge engineer" as a teacher in the laboratory of building technology. IPER is given to the students with the aim of experimenting and solving the theoretical and practical difficulties that students of different years may encounter in the knowledge and representation of buildings and in the organisation of all the data from the case study.
series eCAADe
more http://dpce.ing.unipa.it/Webshare/Wwwroot/ecaade95/Pag_1.htm
last changed 2022/06/07 07:54

_id a1be
id a1be
authors Andel, J. van
year 1995
title ENVIRONMENT-BEHAVIOR STUDIES AND DESIGN RESEARCH
source Oxman, R.M., Bax, M.F.Th., Achten, H.H. (eds.) Design research in the Netherlands, 43-47
series book
type normal paper
email
more http://www.designresearch.nl/PDF/DRN1995_Andel.pdf
last changed 2005/10/12 15:12

_id 5236
authors Arciszewski, T., Michalski, R.S. and Dybala, T.
year 1995
title STAR methodology-based learning about construction accidents and their prevention
source Automation in Construction 4 (1) (1995) pp. 75-85
summary This paper presents the results of a feasibility study concerning the application of STAR-methodology-basedmachine learning to construction accidents and their prevention. A ten-stage knowledge acquisition process is presented and its individual stages described. Knowledge about construction accidents was acquired using a collection of 225 examples, based on actual accidents records. Inductive learning with a system based on the STAR-methodology was employed. This system was used in both the generalization and specialization modes of operation. The decision rules obtained are complex, but their interpretation is clear and they seem to be consistent with the present understanding of causal relationships between accident results and various factors affecting them. Also, the rules were verified using average overall and omission empirical error rates, which were calculated as average for three randomly determined sequences of examples. These error rates were calculated for all seven steps in the machine learning process, and were used to construct learning curves for both error rates. The relationships between error rates and the number of examples used for learning are analyzed, and coefficients of linear regression given and discussed. The 225 examples used were found to be grossly insufficient to produce reliable knowledge about accidents and therefore a large study is postulated which would involve the collection of a larger number of construction accident records. In general, our study demonstrated the feasibility of machine learning in acquiring knowledge about construction accidents.
keywords Construction accidents and their prevention; Knowledge acquisition; Machine learning; Multi-stepmachine learning process
series journal paper
more http://www.elsevier.com/locate/autcon
last changed 2003/06/02 09:31

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