GPML: an XML-based standard for the interchange of genetic programming trees

被引：0
|
作者：
Tiantian Dou
Yuri Kaszubowski Lopes
Peter Rockett
Elizabeth A. Hathway
Esmail Saber
机构：
[1] University of Sheffield,Department of Electronic and Electrical Engineering
[2] Federal University of Technology – Paraná,Department of Software Engineering
[3] University of Sheffield,Department of Civil and Structural Engineering
[4] London South Bank University,Civil and Building Services Engineering Division, School of the Built Environment and Architecture
来源：
Genetic Programming and Evolvable Machines | 2020年 / 21卷
关键词：
Genetic programming; Interchange formats; Extensible markup language; Model predictive control;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
We propose a genetic programming markup language (GPML), an XML-based standard for the interchange of genetic programming trees, and outline the benefits such a format would bring in allowing the deployment of trained genetic programming (GP) models in applications as well as the subsidiary benefit of allowing GP researchers to directly share trained trees. We present a formal definition of this standard and describe details of an implementation. In addition, we present a case study where GPML is used to implement a model predictive controller for the control of a building heating plant.
引用
收藏
页码：605 / 627
页数：22
相关论文
共 50 条
  • [1] GPML: an XML-based standard for the interchange of genetic programming trees
    Dou, Tiantian
    Lopes, Yuri Kaszubowski
    Rockett, Peter
    Hathway, Elizabeth A.
    Saber, Esmail
    [J]. GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2020, 21 (04) : 605 - 627
  • [2] XML-based programming
    Pelegri-Llopart, E
    [J]. DR DOBBS JOURNAL, 2003, 28 (06): : 10 - 10
  • [3] An XML-based format for guideline interchange and execution
    Dubey, AK
    Chueh, HC
    [J]. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2000, : 205 - 209
  • [4] XML-based genetic programming framework: Design philosophy, implementation, and applications
    Tanev I.
    Shimohara K.
    [J]. Artificial Life and Robotics, 2010, 15 (4) : 376 - 380
  • [5] An XML-based interchange format for genotype-phenotype data
    Whirl-Carrillo, M.
    Woon, M.
    Thorn, C. E.
    Klein, T. E.
    Altman, R. B.
    [J]. HUMAN MUTATION, 2008, 29 (02) : 212 - 219
  • [6] An XML-based modeling language for the open interchange of decision models
    Kim, H
    [J]. DECISION SUPPORT SYSTEMS, 2001, 31 (04) : 429 - 441
  • [7] A software architecture for XML-based Metadata Interchange in data warehouse systems
    Auth, G
    von Maur, E
    [J]. XML-BASED DATA MANAGEMENT AND MULTIMEDIA ENGINEERING-EDBT 2002 WORKSHOPS, 2002, 2490 : 1 - 14
  • [8] Medical Markup Language (MML) for XML-based hospital information interchange
    Araki K.
    Ohashi K.
    Yamazaki S.
    Hirose Y.
    Yamashita Y.
    Yamamoto R.
    Minagawa K.
    Sakamoto N.
    Yoshihara H.
    [J]. Journal of Medical Systems, 2000, 24 (3) : 195 - 211
  • [9] AN XML-BASED TOOL TO SOFTWARE TESTING IN PROGRAMMING LABS
    Madinabeitia, G.
    Fernandez-Jimenez, F. J.
    Ariza, T.
    Sierra, A. J.
    Munoz-Calle, J.
    [J]. ICERI2014: 7TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION, 2014, : 651 - 656
  • [10] Thermophysical property dissemination utilizing an XML-based standard
    Kroenlein, Kenneth
    Chirico, Robert
    Diky, Vladimir
    Bazyleva, Ala
    Magee, Joseph
    Muzny, Chris
    [J]. ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2015, 249
12345