A data intensive heuristic approach to the two-stage streaming scheduling problem

被引：4

作者：

Liang, Wei ^{[1
,2
]}

Hu, Chunhua ^{[1
,2
]}

Wu, Min ^{[3
]}

Jin, Qun ^{[4
]}

机构：

[1] Hunan Univ Commerce, Key Lab Hunan Prov Mobile Business Intelligence, Changsha, Hunan, Peoples R China

[2] Hunan Univ Commerce, Mobile E Busines Collaborat Innovat Ctr Hunan Pro, Changsha, Hunan, Peoples R China

[3] China Univ Geosci, Sch Automat, Wuhan, Hubei, Peoples R China

[4] Waseda Univ, Fac Human Sci, Tokorozawa, Saitama, Japan

来源：

JOURNAL OF COMPUTER AND SYSTEM SCIENCES | 2017年 / 89卷

关键词：

Data intensive computing; Scheduling; Makespan; NP-hard; HYBRID FLOW-SHOPS; MANAGEMENT; ALGORITHM; SYSTEMS;

D O I：

10.1016/j.jcss.2017.01.005

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

Data intensive computing (DIC) provides a high performance computing approach to process large volume of data. In this study, a new formalization is introduced to present the two-stage DIC task execution in a stream manner. A novel heuristic algorithm is proposed for the scheduling problem due to the NP complexity. The theoretical approximation ratio bounds for the heuristic are analyzed and confirmed by the experimental evaluation. Overall, we observe that the proposed method conducts average 1.2 times makespan than the theoretic bound of the optimal solution. Besides, the proposed method outperforms the GA and FIFO scheduling schemes with overall improvements. (C) 2017 Elsevier Inc. All rights reserved.

引用

页码：64 / 79

页数：16

共 50 条

[1] A new two-stage heuristic for the recreational vehicle scheduling problem
Kulkarni, Sarang
Patil, Rahul
Krishnamoorthy, Mohan
Ernst, Andreas
Ranade, Abhiram
COMPUTERS & OPERATIONS RESEARCH, 2018, 91 : 59 - 78
[2] A two-stage heuristic approach for nurse scheduling problem: A case study in an emergency department
Wong, T. C.
Xu, M.
Chin, K. S.
COMPUTERS & OPERATIONS RESEARCH, 2014, 51 : 99 - 110
[3] A two-stage heuristic approach for the newspaper delivery problem
Ree, SB
Yoon, BS
COMPUTERS & INDUSTRIAL ENGINEERING, 1996, 30 (03) : 501 - 509
[4] Two-stage heuristic approach for the newspaper delivery problem
Ree, Sangbok
Yoon, Bok Sik
Computers and Industrial Engineering, 1996, 30 (03): : 501 - 509
[5] Heuristic approaches to solve a two-stage lot sizing and scheduling problem
Pinho Schimidt, Talita Mariana
Cassius Tadeu, Scarpin
Valentim Loch, Gustavo
Schenekemberg, Cleder Marcos
IEEE LATIN AMERICA TRANSACTIONS, 2019, 17 (03) : 434 - 443
[6] Solving the spatial scheduling problem: a two-stage approach
Zhang, Zhiying
Chen, Jie
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2012, 50 (10) : 2732 - 2743
[7] A Two-Stage Heuristic Approach for a Type of Rotation Assignment Problem
Zheng, Ziran
Gong, Xiaoju
ADVANCES IN SWARM INTELLIGENCE, ICSI 2018, PT II, 2018, 10942 : 212 - 224
[8] A Heuristic Scheduling Approach to Hybrid Makepsan Problem for Data Intensive Computing
Liang, Wei
Xiong, Yonghua
Wu, Min
Jin, Qun
2015 IEEE INTERNATIONAL CONFERENCE ON SMART CITY/SOCIALCOM/SUSTAINCOM (SMARTCITY), 2015, : 932 - 937
[9] A two-stage heuristic algorithm for locomotive scheduling
Zhang, Jie
Ni, Shaoquan
Ge, Lulu
Wang, Yuanyuan
Information Technology Journal, 2013, 12 (11) : 2153 - 2159
[10] A linear programming based heuristic for solving a two-stage flowshop scheduling problem
Figielska, Ewa
ETFA 2007: 12TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION, VOLS 1-3, 2007, : 392 - 397

← 1 2 3 4 5 →