Data mining by total ranking methods: A case study on optimisation of the "pulp and bleaching" process in the paper industry

被引:35
|
作者
Pavan, M
Todeschini, R
Orlandi, M
机构
[1] Univ Milan, Dept Environm Sci, Milano Chemometr, I-20126 Milan, Italy
[2] Univ Milan, Dept Environm Sci, QSAR Res Grp, I-20126 Milan, Italy
[3] Univ Milan, Dept Environm Sci, I-20126 Milan, Italy
关键词
D O I
10.1002/adic.200690004
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Total order ranking methods are multicriteria decision making techniques used for the ranking of various alternatives on the basis of more than one criterion. The criteria, which are the standards by which the elements of the system are judged are not always in agreement, they can be conflicting, motivating the need to find an overall optimum that can deviate from the optima of one or more of the single criteria. Total order ranking methods are based on an aggregation of the criteria in a scalar function, i.e. an order or ranking index, which allow to sort elements according to its numerical value. Several evaluation methods which define a ranking parameter generating a total order ranking have been proposed in the literature. Four total order ranking methods are here described: Desirability functions, Utility functions, Dominance functions and Absolute Reference method. These methods have been compared to each other by applying them to a decision making problem in the paper industry. Various bleaching processes have been analysed and compared on the basis of multiple criteria, the aim being to find out best bleaching process among the ones proposed in the last years as alternative to chlorine bleaching process which is of high environmental impact due to the potential for chlorinated dioxin production.
引用
收藏
页码:13 / 27
页数:15
相关论文
共 50 条
  • [41] Study on data mining in client relationship: A case in Chinese automobile manufacturing industry
    Guo, Wei
    ICIM 2006: Proceedings of the Eighth International Conference on Industrial Management, 2006, : 1015 - 1021
  • [42] Application of data mining techniques to identify data anomalies: A case study in the oil and gas industry
    McCormack, JS
    Wohlschlaeger, B
    Lanier, B
    DATA MINING AND KNOWLEDGE DISCOVERY: THEORY, TOOLS AND TECHNOLOGY IV, 2002, 4730 : 309 - 318
  • [43] The Study on Cross-industry Standard Process for Data Mining in E-Marketing
    Juan, Wang
    MECHANICAL, MATERIALS AND MANUFACTURING ENGINEERING, PTS 1-3, 2011, 66-68 : 2298 - 2303
  • [44] Examination of membrane performance with multivariate methods:: A case study within a pulp and paper mill filtration application
    Kallioinen, M.
    Huuhilo, T.
    Reinikainen, S. -P
    Nuortila-Jokinen, J.
    Manttari, M.
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2006, 84 (1-2) : 98 - 105
  • [45] A Process Mining Approach to Redesign Business Processes-a case study in gas industry
    van Beest, N. R. T. P.
    Maruster, L.
    NINTH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING, PROCEEDINGS, 2007, : 541 - +
  • [46] Methodology for using real-time process data for cost modeling and supply chain decision support in the pulp and paper industry
    Laflamme-Mayer, M.
    Linkewich, J.
    Stuart, P. R.
    PULP & PAPER-CANADA, 2008, 109 (03) : 44 - 51
  • [47] A Smart Contract Architecture to Enhance the Industrial Symbiosis Process Between the Pulp and Paper Companies - A Case Study
    Goncalves, Ricardo
    Ferreira, Ines
    Godina, Radu
    Pinto, Pedro
    Pinto, Antonio
    BLOCKCHAIN AND APPLICATIONS, 2022, 320 : 252 - 260
  • [48] INVESTIGATING POTENTIAL ENERGY SAVINGS FROM RAW MATERIALS VARIABILITY ATTENUATION: A CASE STUDY IN PULP AND PAPER INDUSTRY
    Shahriari, Kyarash
    Ding, Feng
    2011 24TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2011, : 366 - 369
  • [49] Integrated forest biorefinery network design under demand uncertainty: a case study on canadian pulp & paper industry
    Elaradi, Mohammad Belgasem
    Zanjani, Masoumeh Kazemi
    Nourelfath, Mustapha
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2022, 60 (16) : 4954 - 4972
  • [50] A trade off between environmental impacts and economic benefits? A case study of the Finnish and British pulp and paper industry
    Valtonen, M
    ENVIRONMENTALLY CONSCIOUS MANUFACTURING, 2001, 4193 : 340 - 351