Browse > Article
http://dx.doi.org/10.3837/tiis.2017.04.006

On Efficient Processing of Continuous Reverse Skyline Queries in Wireless Sensor Networks  

Yin, Bo (Hunan Provincial Key Laboratory of Intelligent Processing of Big Data on Transportation, School of Computer and Communication Engineering, Changsha University of Science and technology)
Zhou, Siwang (College of Information Science and Engineering, Hunan University)
Zhang, Shiwen (School of Computer Science and Engineering, Hunan University of Science and Technology)
Gu, Ke (Hunan Provincial Key Laboratory of Intelligent Processing of Big Data on Transportation, School of Computer and Communication Engineering, Changsha University of Science and technology)
Yu, Fei (Hunan Provincial Key Laboratory of Intelligent Processing of Big Data on Transportation, School of Computer and Communication Engineering, Changsha University of Science and technology)
Publication Information
KSII Transactions on Internet and Information Systems (TIIS) / v.11, no.4, 2017 , pp. 1931-1953 More about this Journal
Abstract
The reverse skyline query plays an important role in information searching applications. This paper deals with continuous reverse skyline queries in sensor networks, which retrieves reverse skylines as well as the set of nodes that reported them for continuous sampling epochs. Designing an energy-efficient approach to answer continuous reverse skyline queries is non-trivial because the reverse skyline query is not decomposable and a huge number of unqualified nodes need to report their sensor readings. In this paper, we develop a new algorithm that avoids transmission of updates from nodes that cannot influence the reverse skyline. We propose a data mapping scheme to estimate sensor readings and determine their dominance relationships without having to know the true values. We also theoretically analyze the properties for reverse skyline computation, and propose efficient pruning techniques while guaranteeing the correctness of the answer. An extensive experimental evaluation demonstrates the efficiency of our approach.
Keywords
Reverse skyline; continuous query; wireless sensor network; energy efficiency, pruning;
Citations & Related Records
연도 인용수 순위
  • Reference
1 A.Arvanitis, A.Deligiannakis, and Y.Vassiliou, "Efficient influence-based processing of market research queries," in Proc. of 21st ACM international conference on Information and knowledge management, pp.1193-1202, October 29 to November 2, 2012.
2 X.Lian and L.Chen, "Monochromatic and bichromatic reverse skyline search over uncertain databases," in Proc. of ACM SIGMOD International Conference on Management of Data, pp.213-226, June 10-12, 2008.
3 T.Jiang, Y.Gao, B.Zhang, D.Lin, and Q.Li, "Monochromatic and bichromatic mutual skyline queries," Expert systems with applications, vol.41, pp.1885-1900, March, 2014.   DOI
4 Y.Gao, Q.Liu, L.Mou, G.Chen, and Q.Li, "On processing reverse k-skyband and ranked reverse skyline queries," Information science, vol.293, pp.11-34, February, 2015.   DOI
5 Z.Wang, Y.Gao, Q.Liu, X.Miao, Q.Li, and C.Li, "Efficient group-by reverse skyline computation," World Wide Web, pp.1-27, November, 2015.
6 J.Xin, Z.Wang, M.Bai, and G.Wang, "Reverse Skyline Computation over Sliding Windows," Mathematical Problems in Engineering, vol.2015, 2015.
7 J.-K.Min, "Efficient reverse skyline processing over sliding windows in wireless sensor networks," International journal of distributed sensor networks, Vol.2015, January, 2015.
8 P.M.Deshpande, and P.Deepak, "Efficient Reverse skyline retrieval with arbitrary non-metric similarity measures," in Proc. of ACM SIGMOD International Conference on Management of Data, pp.319-330, June 12-16, 2011.
9 Y.Park, J.-K. Min, and K. Shim, "Parallel computation of skyline and reverse skyline queries using mapreduce," in Proc. of VLDB Endowment, vol.6, no.14, pp.2002-2013, 2013.   DOI
10 M.Bai, J.Xin, and G.Wang, "Probabilistic reverse skyline query processing over uncertain data stream," Database Systems for Advanced Applications, vol.7239, pp.17-32, 2012.
11 Y.Kwon, J.-H.Choi, Y.D.Chung, and S.Lee, "In-network processing for skyline queries in sensor networks," IEICE Transactions on Communications, Vol.E90-B, No.12, pp.3452-3459, 2007.   DOI
12 J.Lim, K.Bok, Y.Lee, and J.Yoo, "A continuous reverse skyline query processing for moving objects," in Proc. of International Conference on Big Data and Smart Computing, pp.66-71, January 15-17, 2014.
13 G.Wang, J.Xin, L.Chen, and Y.Liu, "Energy-efficient reverse skyline query processing over wireless sensor networks," IEEE Transactions on Knowledge and Data Engineering, vol.24, no.7, pp.1259-1275, March, 2012.   DOI
14 H.Chen, S.Zhou, and J.Guan, "Towards energy-efficient skyline monitoring in wireless sensor networks," in Proc. of 4th European Conference on Wireless Sensor Networks, pp.101-116, January 29-31, 2007.
15 J.Xin, G.Wang, L.Chen, X. Zhang, and Z.Wang, "Continuously maintaining sliding window skylines in a sensor network," in Proc. of 12th International Conference on Database Systems for Advanced Applications, pp.509-521, April 9-12, 2007.
16 W.Liang, B.Chen, and J.X.Yu, "Energy-Efficient Skyline Query Processing and Maintenance in Sensor Networks," in Proc. of 17th ACM Conference on Information and Knowledge Management, pp.1471-1472, October 26-30, 2008.
17 I.-F.Su, Y.-C.Chung, C.Lee, and Y.-Y.Lin, "Efficient Skyline Query Processing in Wireless Sensor Networks," Journal of Parallel and Distributed Computing, Vol.70, No.6, pp.680-698, June, 2010.   DOI
18 A.Silberstein, R.Braynard, C.Ellis, K.Munagala, and J.Yang, "A sampling-based approach to optimizing top-k queries in sensor networks," in Proc. of 22nd International Conference on Data Engineering, pp. 68-68, April 3-8, 2006.
19 O.Younis, and S.Fahmy, "HEED: a Hybrid, energy-Efficient, distributed clustering approach for ad hoc sensor networks," IEEE Transactions on mobile computing, vol.3, no.4, pp.366-379, October, 2004.   DOI
20 A.Vlachou, C.Doulkeridis, Y.Kotidis, and M.Vazirgiannis, "SKYPEER: Efficient subspace skyline computation over distributed data," in Proc. of 23rd International Conference on Data Engineering, pp. 416-425, April 15-20, 2007.
21 Y.Yao, X.Tang, and E.Lim, "Localized monitoring of kNN queries in wireless sensor networks," The VLDB Journal, vol. 18, no. 1, pp.99-117, January, 2009.   DOI
22 Y.Zhang, X.Sun, and B. Wang, "Efficient algorithm for k-barrier coverage based on integer linear programming," China Communications, vol.13, no.7, pp.16-23, September, 2016.   DOI
23 S.Borzsonyi, D.Kossmann, and K.Stocker, "The skyline operator," in Proc. of 17th International Conference on Data Engineering, pp.421-430, April 2-6, 2001.
24 D.Papadias, Y.Tao, G.Fu, and B.Seeger, "An optimal and progressive algorithm for skyline queries," in Proc. of ACM SIGMOD International Conference on Management of Data, pp.467-478, June 9-12, 2003.
25 X.Wu, Y.Tao, R.C.-W.Wong, L.Ding, and J.X.Yu, "Finding the influence set through skylines," in Proc. of 12th International Conference on Extending Database Technology: Advances in Databse Technology, pp.1030-1041, March 23-26, 2009.
26 E.Dellis and B.Seeger, "Efficient computation of reverse skyline queries," in Proc. of 33rd International Conference on Very Large Data Bases, pp.291-302, September 23-27, 2007.
27 Y.Gao, Q.Liu, B.Zheng, and G.Chen, "On efficient reverse skyline query processing," Expert Systems with Applications, vol.41, pp.3237-3249, June, 2014.   DOI
28 M.S.Islam, R. Zhou, and C. Liu, "On answering why-not questions in reverse skyline queries, " in Proc. of 29nd International Conference on Data Engineering, pp.973-984, April 8-11, 2013.