Implementation of an Agent-Based Parallel Tissue Modelling Framework for the Intel MIC Architecture

被引:7
|
作者
Cytowski, Maciej [1 ]
Szymanska, Zuzanna [1 ]
Uminski, Piotr [2 ]
Andrejczuk, Grzegorz [2 ]
Raszkowski, Krzysztof [2 ]
机构
[1] Warsaw Univ, ICM, Pawinskiego 5a, Warsaw, Poland
[2] Intel Technol Poland, Slowackiego 173, Gdansk, Poland
关键词
CELL; SIMULATIONS; MULTISCALE; DYNAMICS;
D O I
10.1155/2017/8721612
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Timothy is a novel large scale modelling framework that allows simulating of biological processes involving different cellular colonies growing and interacting with variable environment. Timothy was designed for execution on massively parallel High Performance Computing (HPC) systems. The high parallel scalability of the implementation allows for simulations of up to 10 9 individual cells (i.e., simulations at tissue spatial scales of up to 1 cm 3 in size). With the recent advancements of the Timothy model, it has become critical to ensure appropriate performance level on emerging HPC architectures. For instance, the introduction of blood vessels supplying nutrients to the tissue is a very important step towards realistic simulations of complex biological processes, but it greatly increased the computational complexity of the model. In this paper, we describe the process of modernization of the application in order to achieve high computational performance on HPC hybrid systems based on modern Intel((R)) MIC architecture. Experimental results on the Intel Xeon Phi (TM) coprocessorx100 and the Intel Xeon Phi processorx200 are presented.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] Agent-based modelling to visualise trustworthiness: A socio-technical framework
    Ho, Shuyuan Mary
    Katukoori, Ram Reddy
    International Journal of Mobile Network Design and Innovation, 2013, 5 (01) : 17 - 27
  • [42] ABMU: An Agent-Based Modelling Framework for Unity3D
    Cheliotis, Kostas
    SOFTWAREX, 2021, 15
  • [43] Agent-based model of land system: Theory, application and modelling framework
    Dai Erfu
    Ma Liang
    Yang Weishi
    Wang Yahui
    Yin Le
    Tong Miao
    JOURNAL OF GEOGRAPHICAL SCIENCES, 2020, 30 (10) : 1555 - 1570
  • [44] An agent-based compositional framework
    Anane, R
    Li, Y
    Tsai, CF
    Chao, KM
    Younas, M
    WEB TECHNOLOGIES RESEARCH AND DEVELOPMENT - APWEB 2005, 2005, 3399 : 579 - 584
  • [45] An agent-based telecooperation framework
    Schmidt, A
    Specker, A
    Partsch, G
    Weber, M
    Höck, S
    COOPERATIVE BUILDINGS: INTEGRATING INFORMATION, ORGANIZATION, AND ARCHITECTURE, 1998, 1370 : 122 - 129
  • [46] Architecture for the design and agent-based implementation of cross-organizational business processes
    Kahl, T.
    Zinnikus, I.
    Roser, S.
    Hahn, C.
    Ziemann, J.
    Mueller, J. P.
    Fischer, K.
    ENTERPRISE INTEROPERABILITY II: NEW CHALLENGES AND APPROACHES, 2007, : 207 - 218
  • [47] A communication-aware framework for parallel spatially explicit agent-based models
    Shook, Eric
    Wang, Shaowen
    Tang, Wenwu
    INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2013, 27 (11) : 2160 - 2181
  • [48] An agent-based framework for performance modeling of an optimistic parallel discrete event simulator
    Kurve, Aditya
    Kotobi, Khashayar
    Kesidis, George
    COMPLEX ADAPTIVE SYSTEMS MODELING, 2013, 1
  • [49] Parallel AFSA Algorithm Accelerating Based on MIC Architecture
    Zhou, Junhao
    Xiao, Hong
    Huang, Yifan
    Li, Yongzhao
    Xu, Yuanrui
    MATERIALS SCIENCE, ENERGY TECHNOLOGY, AND POWER ENGINEERING I, 2017, 1839
  • [50] Bridging behavioural factors and standard bio-economic modelling in an agent-based modelling framework
    Huber, Robert
    Xiong, Hang
    Keller, Kevin
    Finger, Robert
    JOURNAL OF AGRICULTURAL ECONOMICS, 2022, 73 (01) : 35 - 63