Distributed database management techniques for wireless sensor networks

IEEE Transactions on Parallel and Distributed Systems

Volumn 26, Issue 2, 2015, Pages 604-620

  Diallo, Ousmane ^a,b   Rodrigues, Joel Jose P C ^a,c   Sene, Mbaye ^b   Lloret, Jaime ^d  

^a UNIVERSITY OF BEIRA INTERIOR   (Portugal)

^b UNIVERSITÉ CHEIKH ANTA DIOP   (Senegal)

^c ITMO UNIVERSITY   (Russian Federation)

^d UNIVERSITAT POLITÈCNICA DE VALÈNCIA   (Spain)

Author keywords

data reduction techniques; Distributed database management; distributed storage; query optimization; query techniques; wireless sensor networks

Indexed keywords

DATABASE SYSTEMS; DIGITAL STORAGE; DISTRIBUTED DATABASE SYSTEMS; ENERGY EFFICIENCY; INDUSTRIAL MANAGEMENT; INFORMATION MANAGEMENT; MANAGEMENT INFORMATION SYSTEMS; QUERY PROCESSING;

DISTRIBUTED DATABASE; DISTRIBUTED STORAGE; QUERY OPTIMIZATION; QUERY TECHNIQUES; REDUCTION TECHNIQUES;

WIRELESS SENSOR NETWORKS;

EID: 84921411628     PISSN: 10459219     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPDS.2013.207     Document Type: Article

References (106)

1. L. Shu,M. Hauswirth, L. Cheng, J. Ma, V. Reynolds, and L. Zhang, "SharingWorldwide Sensor Network," in Proc. IEEE Int. Symp. Appl. Internet, 2008, pp. 189-192.
2. K. Aberer, M. Hauswirth, and A. Salehi, "Global Sensor Networks, Tech. Rep. LSIR-REPORT-2006-001. [Online]. Available: http://lsir.epfl.ch/research/current/gsn/
3. K. Aberer, M. Hauswirth, and A. Salehi, "Infrastructure for Data Processing in Large-Scale Interconnected Sensor Networks," in Proc. 8th Int. Conf. Mobile Data Manage., Mannheim, Germany, May 7-11, 2007, pp. 198-205.
4. E.H. Callaway, Wireless Sensor Networks: Architectures and Protocols. Boca Raton, FL, USA: CRC Press, 2004.
5. P. Baronti, P. Pillai, C.V. Chook, S. Chessa, A. Gotta, and F.Y.Hu, "Wireless Sensor Networks: A Survey on the State of the Art and the 802.15.4 and ZigBee Standards," J. Comput. Commun., vol. 30, no. 7, pp. 1655-1695, May 2007.
6. L.M.L. Oliveira and J.J.P.C. Rodrigues, "Wireless Sensor Networks: A Survey on Environmental Monitoring," J. Commun., vol. 6, no. 2, pp. 143-151, Apr. 2011.
7. I.F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless Sensor Networks: A Survey," Comput. Netw., vol. 38, no. 4, pp. 393-422, Mar. 2002.
8. A. Nayak and I. Stojmenovic, Wireless Sensor and Actuator Networks: Algorithms and Protocols for Scalable Coordination and DataCommunication. Hoboken, NJ, USA:Wiley-Interscience, 2010.
9. K. Lin, M. Chen, S. Zeadally, and J.J.P.C. Rodrigues, "Balancing Energy Consumption with Mobile Agents in Wireless Sensor Networks," Future Gener. Comput. Syst., vol. 28, no. 2, pp. 446-456, Feb. 2012.
10. K. Lin, J.J.P.C. Rodrigues, H. Ge, N. Xiong, and X. Liang, "Energy Efficiency QoS Assurance Routing inWirelessMultimedia Sensor Networks," IEEE Syst. J., vol. 5, no. 4, pp. 495-505, Dec. 2011.
11. S. Sendra, J. Lloret, M. Garcia, and J.F. Toledo, "Power Saving and Energy Optimization Techniques for Wireless Sensor Networks," J. Commun., vol. 6, no. 6, pp. 439-459, Sept. 2011.
12. S. Matsumae, "Energy-Efficient Cell Partition of 3D Space for Sensor Networks with Location Information," Netw. Protocols Algorithms, vol. 1, no. 2, pp. 85-98, 2009.
13. P.A. Neves, J.J.P.C. Rodrigues, M. Chen, and A.V. Vasilakos, "A Multi-Channel Architecture for IPv6-Enabled Wireless Sensor and Actuator Networks Featuring PnP Support," J. Netw. Comput. Appl., vol. 37, pp. 12-24, Jan. 2014.
14. L.M.L. Oliveira, J.J.P.C. Rodrigues, A.F. de Sousa, and J. Lloret, "Network Access Control Framework for 6LoWPAN Networks," Sensors, vol. 13, no. 1, pp. 1210-1230, Jan. 2013.
15. J.M.L.P. Caldeira, J.J.P.C. Rodrigues, and P. Lorenz, "Towards Ubiquitous Mobility Solutions for Body Sensor Networks on HealthCare," IEEE Commun. Mag., vol. 50, no. 5, pp. 108-115, May 2012.
16. A. Campos, E. Souza, F. Nakamura, J.J.P.C. Rodrigues, and E. Nakamura, "On the Impact of Localization and Density Control Algorithms in Target Tracking Applications for Wireless Sensor Networks," Sensors, vol. 12, no. 6, pp. 6930-6952, May 2012.
17. L. Sacks,M. Britton, I.Wokoma, A.Marbini, T. Adebutu, I. Marshall, C. Roadknight, J. Tateson, D. Robinson, and A.G. Velazquez, "The Development of a Robust, Autonomous Sensor Network Platform for Environmental Monitoring," in Proc. 12th Conf. Sensors Appl., Limerick, Ireland, Sep. 2-4, 2003.
18. L. Shu, Y. Zhang, G. Min, Y. Wang, and M. Hauswirth, "Cross-Layer Optimization on Data Gathering in Wireless Multimedia Sensor Networks within Expected Network Lifetime J. Univ. Comput. Sci., vol. 16, no. 10, pp. 1343-1367, 2009.
19. C. Zhu, L. Shu, T. Hara, L. Wang, S. Nishio, and L.T. Yang, "A Survey on Communication and Data Management Issues in Mobile Sensor Networks," Wireless Commun. Mobile Comput., vol. 14, no. 1, pp. 19-36, Jan. 2014.
20. S.R. Madden, M.J. Franklin, J.M. Hellerstein, and W. Hong, "TinyDB: An Aquisitional Query Processing System for Sensor Networks," ACM Trans. Database Syst., vol. 30, no. 1, pp. 122-173, Mar. 2005.
21. Y. Yao and J. Gehrke, "Query Processing in Sensor Networks Proc. 1st Biennial Conf. Innovative Data Systems Research (CIDR) Asilomar, Pacific Grove, CA, USA, Jan.5-8, 2003.
22. M. Umer, L. Kulik, and E. Tanin, "Optimizing Query Processing Using Selectivity-Awareness in Wireless Sensor Networks," J. Comput., Environ. Urban Syst., vol. 33, no. 2, pp. 79-89, 2009.
23. L. Cheng, Y. Chen, C. Chen, J. Ma, L. Shu, A.V. Vasilakos, and N. Xiong, "Efficient Query-Based Data Collection for Mobile Wireless Monitoring Applications," Comput. J., vol. 53, no. 10, pp. 1643-1657, 2010.
24. J.G. Pottie and J.W. Kaiser, "Wireless Integrated Network Sensors," Commun. ACM, vol. 43, no. 5, pp. 51-58, May 2000.
25. R. Kacimi, "Techniques de Conservation d'énergie pour les réseaux de Capteurs Sans Fil," Ph.D. dissertation, Dept. Math., Info. and Telecom., INPT Univ., Toulouse, France, Sept. 2009.
26. C. Dini, "Les Réseaux Capteurs Sans Fil Avec Access Sporadique Au Noeud-puits," Ph.D. dissertation, Info. Eng., Haute Alsace Univ., Mulhouse Cedex, France, Dec. 2010.
27. S. Madden, M. Franklin, J. Hellerstein, and W. Hong, "TAG: A Tiny Aggregation Service for Ad-Hoc Sensor Networks," in Proc. ACM Symp. OSDI, Boston, MA, USA, 2002, pp. 131-146.
28. E. Fasolo, M. Rossi, J. Widmer, and M. Zorzi, "In-Network Aggregation Techniques for Wireless Sensor Networks: A Survey," IEEE Wireless Commun., vol. 14, no. 2, pp. 70-87, Apr. 2007.
29. C. Tang and C.S. Raghavendra, "Compression Techniques for Wireless Sensor Networks Wireless Sensor Networks. Norwell, MA, USA: Kluwer, 2004, pp. 207-231.
30. C. Dini and P. Lorenz, "Primitive Operations for Prioritized Data Reduction in Wireless Sensor Network Nodes," in Proc. 4th ICSNC, Porto, Portugal, 2009, pp. 274-280.
31. J. Xu, X. Tang, and W.C. Lee, "A New Storage Scheme for Approximate Location Queries in Object Tracking Sensor Networks," IEEE Trans. Parallel Distrib. Syst., vol. 19, no. 2, pp. 262-275, Feb. 2008.
32. C.J. Debono and N.P. Borg, "The Implementation of an Adaptive Data Reduction Technique for Wireless Sensor Networks," in Proc. IEEE ISSPIT, Sarajevo, Bosnia, Dec. 16-19, 2008, pp. 402-406.
33. L. Shu, J. Lloret, J.J.P.C. Rodrigues, and M. Chen, "Distributed Intelligence and Data Fusion for Sensor Systems," IET Commun., vol. 5, no. 12, pp. 1633-1636, Aug. 2011.
34. P. Bonnet, J. Gehrke, and P. Seshadri, "Towards Sensor Database Systems," in Proc. 2nd Int. Conf.Mobile Data Manage., Hong Kong, Jan. 8-10, 2001, pp. 3-14.
35. O. Diallo, J.J. Rodrigues, and M. Sene, "Real-Time Data Management on Wireless Sensor Networks: A Survey," J. Netw. Comput. Appl., vol. 35, no. 3, pp. 1013-1021, May 2012.
36. C. Li, H. Zhang, B. Hao, and J. Li, "A Survey on Routing Protocols for Large-Scale Wireless Sensor Networks," Sensors, vol. 11, no. 4, pp. 3498-3526, Mar. 2011.
37. J.N. Al-karaki and A.E. Kamal, "Routing Techniques in Wireless Sensor Networks: A Survey," IEEE Wireless Commun., vol. 11, no. 6, pp. 6-28, Dec. 2004.
38. M. Demirbas, X. Lu, and P. Singla, "An in-Network Querying Framework for Wireless Sensor Networks," IEEE Trans. Parallel Distrib. Syst., vol. 20, no. 8, pp. 1202-1215, Aug. 2009.
39. S. Chatterjea and P. Havinga, "A Taxonomy of Distributed Query Management Techniques for Wireless Sensor Networks," Int. J. Commun. Syst., vol. 20, no. 7, pp. 889-908, July 2007.
40. A. Girighar and P.R. Kumar, "Toward a Theory of in-Network Computation in Wireless Sensor Networks," IEEE Commun. Mag., vol. 44, no. 4, pp. 98-107, Apr. 2006.
41. P. Andreou, D. Zeinalipour-Yazti, P.K. Chrysanthis, and G. Samaras, "In-Network Data Acquisition and Replication in Mobile Sensor Networks," Distrib. Parallel Databases, vol. 29, no. 1/2, pp. 87-112, Feb. 2011.
42. B. Radunovic, "A Cross-Layer Design of Wireless Ad-Hoc Networks," M.S. thesis, Swiss Fed. Inst. Technol. (EPFL), Lausanne, Switzerland, 2005.
43. L.D. Mendes and J.J. Rodrigues, "A Survey on Cross-Layer Solutions for Wireless Sensor Networks," J. Netw. Comput. Appl., vol. 34, no. 2, pp. 523-534, Mar. 2011.
44. L.M.L. Oliveira, A.F. de Sousa, and J.J.P.C. Rodrigues, "Routing and Mobility Approaches in IPv6 Over LoWPAN Mesh Networks," Int. J. Commun. Syst., vol. 24, no. 11, pp. 1445-1466, Nov. 2011.
45. C. Intanagonwiwat, R. Govindan, D. Estrin, J. Heidemann, and F. Silva, "Directed Diffusion for Wireless Sensor Networking," IEEE/ACM Trans. Networking, vol. 11, no. 1, pp. 2-16, 2003.
46. S. Shenker, S. Ratnasamy, B. Karp, R. Govindan, and D. Estrin, "Data-Centric Storage in Sensornets," CM SIGCOMM Comput. Commun. Rev., vol. 33, no. 1, pp. 137-142, Jan. 2003.
47. Y. Diao, D. Ganesan, G. Mathur, and P. Shenoy, "Rethinking Data Management for Storage-Centric Sensor Networks," in Proc. 3rd Biennial CIDR, Asilomar, Pacific Grove, CA, USA, Jan. 2007, pp. 22-31.
48. M. Bin Ahmad, M. Hasan Islam, M. Asif, and S. Aziz, "A Short Survey on Distributed in-Network Query Processing in Wireless Sensor Networks," in Proc. IEEE NDT, 2009, pp. 541-543.
49. Y. Yao and J. Gehrke, "The Cougar Approach to in-Network Query Processing in Sensor Network," ACM SIGMOD Rec., vol. 31, no. 3, pp. 9-18, Sept. 2002.
50. S. Madden, W. Hong, J. Hellerstein, and K. Stanek, TinyDB: A Declarative Database for Sensor Networksaccessed 25/01/2013. [Online]. Available: http://telegraph.cs.berkeley.edu/tinydb/overview.html
51. BerkeleyTinyOS, 1999. [Online]. Available: http://www.tinyos.net/
52. P. Bonnet, J. Gehrke, and P. Seshadri, Cougar: The Sensor Network is the Database, 2001, accessed 25/01/2013. [Online]. Available: www.cs.cornelle.edu/database/cougar/
53. M.A. Sharaf, J. Beaver, A. Labrinidis, and P.K. Chrysanthis, "TiNA: A Scheme for Temporal Coherence-Aware in-Network Aggregation," in Proc. 3rdACM Int. WorkshopMobiDe, SanDiego, CA, USA, 2003, pp. 69-76.
54. A. Sharaf, J. Beaver, A. Labrinidis, and K. Chrysanthis, "Balancing Energy Efficient and Quality ofAggregateData in Sensor Networks," Int. J. Very Large DataBases, vol. 13, no. 4, pp. 384-403, Dec. 2004.
55. J. Beaver, M.A. Sharaf, A. Labrinidis, and P.K. Chrysanthis, "Power-Aware in-Network Query Processing for Sensor Data," in Proc. 2nd HDMS, Athens, Greece, 2003, pp. 1-17.
56. Y. Yu, B. Krishnamachari, and V. Prasanna, "Energy-Latency Tradeoffs for Data Gathering in Wireless Sensor Networks," in Proc. IEEE InfocomHong Kong, Mar. 2004, pp. 244-255.
57. A. Brayner, A. Lopes, D. Meira, R. Vasconcelos, and R. Menezes, "An Adaptive in-Network Aggregation Operator for Query Processing in Wireless Sensor Networks," J. Syst. Softw., vol. 81, no. 3, pp. 328-342, Mar. 2008.
58. A. Brayner, A. Lopes, D. Meira, R. Vasconcelos, and R. Menezes, "Toward Adaptive Query Processing in Wireless Sensor Networks," Signal Process., vol. 87, no. 12, pp. 2911-2933, Dec. 2007.
59. G. Amato, F. Furfari, S. Lenzi, and S. Chessa, "Enabling Context Awareness Through Distributed Query Processing in Wireless Sensor Networks," in Proc. 2nd Int. Workshop Require. Sol. Pervasive Softw. Infrastruct., Innsbruck, Austria, Sept. 16, 2007, pp. 104-110.
60. G. Amato, S. Chessa, A. Caruso, and P. Baronti, MaD-WiSe: Management of Data in Wireless Sensor Networks, 2005, accessed 25/01/2013. [Online]. Available: http://mad-wise.isti.cnr.it
61. C. Hung and W. Peng, "Optimizing in-Network Aggregation Queries in Wireless Sensor Networks for Energy Saving," Data Knowl. Eng., vol. 70, no. 7, pp. 617-641, July 2011.
62. J.P. Walters, Z. Liang, W. Shi, and V. Chaudhary, "Wireless Sensor Network Security: A Survey," in Security in Distributed, Grid, and Pervasive Computing. Boca Raton, FL, USA: CRC Press, 2006, pp. 1-50.
63. P. Mohanty, S. Panigrahi, N. Sarma, and S.S. Satapathy, "Security Issues in Wireless Sensor Network Data Gathering Protocols: A Survey," J. Theor. Appl. Inf. Technol., vol. 13, no. 1, pp. 14-27, 2010.
64. J. Sen, "A Survey on Wireless Sensor Network Security," Int. J. Commun. Netw. Inf. Secur., vol. 1, no. 2, pp. 59-82, Aug. 2009.
65. S.K. Singh, M.P. Singh, and D.K. Singh, "A Survey on Network Security and Attack Defense Mechanism for Wireless Sensor Networks," Int. J. Comput. Trends Technol., vol. 1, no. 2, pp. 1-9, May/June 2011.
66. J. Newsome, E. Shi, D. Song, and A. Perrig, "The Sybil Attack in Sensor Networks: Analysis & Defenses," in Proc. 3rd Int. Symp. Inf. Process. Sens. Netw., 2004, pp. 259-268.
67. J. Deng, R. Han, and S. Mishra, "Counter Measuers against Traffic Analysis in Wireless Sensor Networks," Univ. Colorado, Boulder, CO, USA, Tech. Rep. CU-CS-987-04, 2004.
68. B. Parno, A. Perrig, and V. Gligor, "Distributed Detection of Node Replication Attacks in Sensor Networks," in Proc. IEEE Symp. Secur. Privacy, May 2005, pp. 49-63.
69. D. Wagner, "Resilient Aggregation in Sensor Networks," in Proc. 2nd ACM Workshop SASN, 2004, pp. 78-87.
70. B. Przydatek, D. Song, and A. Perrig, Sia: Secure Information Aggregation in Sensor Network 2003.
71. H. Cam, D. Muthuavinashiappan, and P. Nair, "ESPDA: Energy-Efficient and Secure Pattern-Based Data Aggregation for Wireless Sensor Networks," in Proc. IEEE Sens., Toronto, ON, Canada, Oct. 2003, pp. 732-736.
72. H. Cam, D. Muthuavinashiappan, and P. Nair, "Energy-Efficient Security Protocol for Wireless Sensor Networks," in Proc. IEEE VTC Conf., Orlando, FL, USA, Oct. 2005, pp. 2981-2984.
73. A. Deshpande, C. Guestrin, S. Madden, J.M. Hellerstein, and W. Hong, "Model-Driven Acquisition in Sensor Networks," in Proc. VLDB, Toronto, ON, Canada, 2004, pp. 588-599.
74. S. Yulong, X.Ning, P. Qingqi,M. Jianfeng, X. Qijian, and W. Zuoshun, "Distributed Storage Schemes for Controlling Data Availability in Wireless Sensor Networks," in Proc. 7th Int. Conf. CIS, Sanya, Hainan, China, Dec. 3-4, 2011, pp. 545-549.
75. D. Zeinalipour-Yazti and Z. Vagena, "Distributed Top-K Query Processing in Wireless Sensor Networks," in Proc. 9th Int. Conf. MDM, Beijing, China, Apr. 27-30, 2008, p. 227.
76. M. Ye, X. Liu, W. Lee, and D.L. Lee, "Probabilistic Top-k Query Processing in Distributed Sensor Networks," in Proc. IEEE 26th ICDE, Long Beach, CA, USA, Mar. 1-6, 2010, pp. 585-588.
77. M. Ye, W. Lee, D.L. Lee, and X. Liu, "Distributed Processing of Probabilistic Top-k Queries in Wireless Sensor Networks," IEEE Trans. Knowl. Data Eng., vol. 25, no. 1, pp. 76-91, Jan. 2013.
78. C. Zhu, L.T. Yang, L. Shut, T. Hara, and S. Nishio, "Implementing Top-k Query in Duty-Cycled Wireless Sensor Networks," in Proc. 7th IWCMC, Istanbul, Turkey, July 4-8, 2011, pp. 553-558.
79. Y. Li, C. Ai, C. Vu, Y. Pan, and R. Beyah, "Delay Bounded and Energy Efficient Composite Event Monitoring in Heterogeneous Wireless Sensor Networks," IEEE Trans. Parallel Distrib. Syst., vol. 21, no. 9, pp. 1373-1385, Sept. 2010.
80. Y. Chen, H.V. Leong, M. Xu, J. Cao, K.C. Chan, and A.T. Chan, "In-Network Data Processing for Wireless Sensor Networks," in Proc. 7th Int. Conf. MDM, Nara, Japan, May 10-12, 2006, p. 26.
81. M. Panda, T. Panigrahi, P.M. Khilar, and G. Panda, "Learning With Distributed Data inWireless Sensor Networks," in Proc. 1st Int. Conf. PDGC, Solan, India, Oct. 2010, pp. 256-259.
82. Z. Shukui, C. Zhiming, G. Shengrong, and F. Jianxi, "An Efficient Approximation Algorithm for Data Aggregation in Wireless Sensor Networks," in Proc. ISIP, Huangshan, China, Aug. 2009, pp. 17-20.
83. C. Plattner and G. Alonso, "Ganymed: Scalable Replication for Transactional Web Application Proc. Middleware, 2004, vol. 3231, pp. 155-174.
84. O. Gardarin and G. Gardarin, Le Client-Server. Paris, France: Edition Eyrolles, 1997.
85. I. Sarr, H. Naacke, and S. Gançarski, "Failure-Tolerant Transaction Routing at Large Scale," in Proc. 2nd Int. Conf. Adv. DBKDA, Menuires, France, April 11-16, 2010, pp. 165-172.
86. O. Diallo, M. Sene, and I. Sarr, "Freshness-Aware Metadata Management: Performance Evaluation with SWN Models," in Proc. IEEE AICCSA, Hammamet, Tunisia, May 16-19, 2010, pp. 1-6.
87. P. Andreou, D. Zeinalipour-Yazti, M. Andreou, P.K. Chrysanthis, and G. Samaras, "Perimeter-Based Data Replication in Mobile Sensor Networks," in Proc. 10th Int. Conf. MDM, Syst., Serv. Middleware, Taipei, Taiwan, May 18-20, 2009, pp. 244-251.
88. D. Zeinalipour-Yazti, P. Andreou, P.K. Chrysanthis, andG. Samaras, "SenseSwarm: A Perimeter-Based Data Acquisition Framework for Mobile Sensor Networks," in Proc. 4th Workshop DMSN, Conjunction 33rd Int. Conf.Very Large Data Bases,Vienna,Austria, Apr. 2008, pp. 13-18.
89. A. Kulakov and D. Davcev, "Distributed Data Processing in Wireless Sensor Networks Based on Artificial Neural-Networks Algorithms," in Proc. 10th IEEE ISCC, Cartagena, Spain, June 27-30, 2005, pp. 353-358.
90. B. Scholz, M.M. Gaber, T.Dawborn, R.Khoury, and E. Tse, "Efficient Time Triggered Query Processing in Wireless Sensor Networks," in Proc. ICESS, Daegu, Korea, May 14-16, 2007, pp. 391-402.
91. R. Khoury, T. Dawborn, B. Gafurov, G. Pink, E. Tse, Q. Tse, K. Almi'Ani, M. Gaber, U. RuÑhm, and B. Scholz, "Corona: Energy-Efficient Multi-Query Processing in Wireless Sensor Networks," Proc. DASFAA, vol. LNCS 5982, pp. 416-419, 2010.
92. U. Roehm, M.M. Gaber, and Q. Tse, "Enabling Resource-Awareness for in-Network Data Processing in Wireless Sensor Networks," in Proc. 19th ADC, Wollongong, NSW, Australia, Jan. 22-25, 2008, pp. 107-114.
93. J. Sun and J. Zhou, "Power-Aware Data Reduction for Continuous Query in Wireless Sensor Networks," in Proc. IEEE ICIT, Chengdu, China, Apr. 21-24, 2008, pp. 1-6.
94. S. Chatterjea, T. Nieberg, M. Meratnia, and P. Havinga, "A Distributed and Self-Organizing Scheduling Algorithm for Energy-Efficient Data Aggregation in Wireless Sensor Networks," ACM Trans. Sens. Netw., vol. 4, no. 4, p. 20, Aug. 2008.
95. I. Galpin, C.Y. Brenninkmeijer, A.J. Gray, F. Jabeen, A.A. Fernandes, and N.W. Paton, "SNEE: A Query Processor for Wireless Sensor Networks," Distrib. Parallel Databases, vol. 29, no. 1/2, pp. 31-85, Feb. 2011.
96. I. Galpin, C.Y. Brenninkmeijer, A.J. Gray, F. Jabeen, A.A. Fernandes, and N.W. Paton, "An Architecture for Query Optimization in Sensor Networks," in Proc. IEEE 24th ICDE, Cancun, Mexico, Apr. 7-12, 2008, pp. 1439-1441.
97. I. Galpin, C.Y. Brenninkmeijer, F. Jabeen, A.A. Fernandes, and N.W. Paton, "Comprehensive Optimization of Declarative Sensor Network Queries," in Proc. 21st Int. Conf. SSDBM, vol. LNCS 5566, pp. 339-360.
98. C.Y. Brenninkmeijer, I. Galpin, A.A. Fernandes, and N.W. Paton, "A Semantics for a Query Language Over Sensors, Streams and Relations," in Proc. 25th BNCOD, Cardiff, U.K., July 7-10, 2008, vol. LNCS 5071, pp. 87-99.
99. C.Y. Brenninkmeijer, I. Galpin, A.A. Fernandes, and N.W. Paton, "Validated Cost Models for Sensor Network Queries," in Proc. 6th Int. Workshop DMSN, Lyon, France, Aug. 24, 2009, p. 8.
100. G.Valkanas,D.Gunopulos, I. Galpin,A.J.G.Gray, andA.A.A. Fernandes, "Extending Query Languages for in-Network Query Processing," in Proc. 10thACMInt. Workshop MobiDE, Athens, Greece, June 2011, pp. 34-41.
101. A. Awad, W. Xie, E. Rose, R. German, and F. Dressler, "Distributed Data Management in Sensor Networks using miniDB/miniSQL," in Proc. 4th IEEE/ACM Int. Conf. DCOSS, Santorini Island, Greece, June 2008, pp. 27-28.
102. C. Jardak, E. Osipov, and P. Mahonen, "Distributed Information Storage and Collection for WSNs," in Proc. 4th IEEE Int. Conf. MASS, Pisa, Italy, Oct. 2007, pp. 1-10.
103. C. Chang, J. Sheu, S. Chang, and Y. Chen, "A Frequency-Aware Data-Centric Mechanism for Wireless Sensor Networks," Wireless Commun. Mobile Comput., vol. 10, no. 8, pp. 1078-1101, Aug. 2010.
104. H. Shen, L. Zhao, and Z. Li, "A Distributed Spatial-Temporal Similarity Data Storage Scheme in Wireless Sensors Networks," IEEE Trans. Mobile Comput., vol. 10, no. 7, pp. 982-996, July 2011.
105. H.Wang, R. Liu, X. Zheng, Y. Chen, and H. Liu, "To Do or Not to Do: Metadata-Guided Query Evaluation in Content Caching Networks," in Proc. 28th IEEE Conf. Global Telecommun., Honolulu, HI, USA, Nov. 30-Dec. 4 2009, pp. 4524-4529.
106. R. Liu, X. Zheng, H. Liu, H. Wang, and Y. Chen, "Metadata-Guided Evaluation of Resource-Constrained Queries in Content Caching BasedWireless Networks," Wireless Netw., vol. 17, no. 8, pp. 1833-1850, Nov. 2011.