Modeling Resource Prices in Computational Commodity Markets

被引:3
|
作者
Arfa, R. [1 ]
Broeckhove, J. [1 ]
机构
[1] Univ Antwerp, Dept Math & Comp Sci, B-2020 Antwerp, Belgium
关键词
grid; resource management; grid economies; commodity market; price prediction; temporal neural network; MANAGEMENT; ALGORITHM;
D O I
10.1109/AICCSA.2009.5069317
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the context of grids, economic principles can be introduced in resource management systems to shift from away a system-centric towards a user-centered focus. Individual valuations of resource usage can be expressed on a per job basis through resource prices. In a commodity market model for CPU resources determination of an equilibrium price balances supply and demand. Because of the possible disruptive effects on operational grids, such approaches need to be investigated with simulators. We use a grid economics simulator that supports the commodity market model to find out whether a temporal neural networks can be used to predict price evolution. This study extends previous work, by including several categories of CPU's differing in their performance levels. Our investigation shows that the neural network is still capable of adequate price predictions in this context.
引用
收藏
页码:145 / 152
页数:8
相关论文
共 50 条
  • [41] Modeling the Relationship between Crude Oil and Agricultural Commodity Prices
    Duc Hong Vo
    Tan Ngoc Vu
    Anh The Vo
    McAleer, Michael
    [J]. ENERGIES, 2019, 12 (07)
  • [42] On the predictability of energy commodity markets by an entropy-based computational method
    Benedetto, F.
    Giunta, G.
    Mastroeni, L.
    [J]. ENERGY ECONOMICS, 2016, 54 : 302 - 312
  • [43] Commodity prices and related equity prices
    Chen, Shiu-Sheng
    [J]. CANADIAN JOURNAL OF ECONOMICS-REVUE CANADIENNE D ECONOMIQUE, 2016, 49 (03): : 949 - 967
  • [44] Modeling Intelligent Agents in Computational Grid Commodity Market
    Arfa, R.
    Abdelkader, K.
    [J]. 2016 INTERNATIONAL SYMPOSIUM ON NETWORKS, COMPUTERS AND COMMUNICATIONS (ISNCC), 2016,
  • [45] Handling the discontinuity in futures prices when time series modeling of commodity cash and futures prices
    Maples, Joshua G.
    Brorsen, B. Wade
    [J]. CANADIAN JOURNAL OF AGRICULTURAL ECONOMICS-REVUE CANADIENNE D AGROECONOMIE, 2022, 70 (02): : 139 - 152
  • [47] Role of macroeconomic determinants on the natural resource commodity prices: Indonesia futures volatility
    Ekananda, Mahjus
    [J]. Resources Policy, 2022, 78
  • [48] ECONOMETRIC MODELING OF AGRICULTURAL COMMODITY-MARKETS - HALLAM,D
    BURRELL, A
    [J]. JOURNAL OF AGRICULTURAL ECONOMICS, 1991, 42 (02) : 212 - 214
  • [49] CYCLES IN NATURAL-RESOURCE COMMODITY PRICES - AN ANALYSIS OF THE FREQUENCY-DOMAIN
    SLADE, ME
    [J]. JOURNAL OF ENVIRONMENTAL ECONOMICS AND MANAGEMENT, 1982, 9 (02) : 138 - 148
  • [50] Impact of geopolitical risk on the volatility of natural resource commodity futures prices in China
    Zheng, Deyuan
    Zhao, Chunguang
    Hu, Jiaying
    [J]. RESOURCES POLICY, 2023, 83