Heterogeneous Wireless Sensor Networks for Continuously Tracking Mobile Targets

Σχετικά έγγραφα
ER-Tree (Extended R*-Tree)

Nov Journal of Zhengzhou University Engineering Science Vol. 36 No FCM. A doi /j. issn

Vol. 31,No JOURNAL OF CHINA UNIVERSITY OF SCIENCE AND TECHNOLOGY Feb

Quick algorithm f or computing core attribute

CorV CVAC. CorV TU317. 1

Μπιτζιόπουλος Αριστειδης. Διεύθυνση Θουκιδίδου 1α, Μυτιλήνη ΤΚ Τηλέφωνα Κινητό

Study on the Strengthen Method of Masonry Structure by Steel Truss for Collapse Prevention

An Automatic Modulation Classifier using a Frequency Discriminator for Intelligent Software Defined Radio

IPSJ SIG Technical Report Vol.2014-CE-127 No /12/6 CS Activity 1,a) CS Computer Science Activity Activity Actvity Activity Dining Eight-He

Zigbee. Zigbee. Zigbee Zigbee ZigBee. ZigBee. ZigBee

A Method for Creating Shortcut Links by Considering Popularity of Contents in Structured P2P Networks

Re-Pair n. Re-Pair. Re-Pair. Re-Pair. Re-Pair. (Re-Merge) Re-Merge. Sekine [4, 5, 8] (highly repetitive text) [2] Re-Pair. Blocked-Repair-VF [7]

A research on the influence of dummy activity on float in an AOA network and its amendments

Classification and Comparison of Energy-Efficient Routing Algorithms in Wireless Networks

Estimation of stability region for a class of switched linear systems with multiple equilibrium points

Analysis of energy consumption of telecommunications network and application of energy-saving techniques

ΠΕΡIEXOMENA. Περίληψη.σελ.2. Ασύρματα σωματικά δίκτυα σελ.3. Παρακολούθηση ασθενών...σελ.4. Τύποι συσκευών WBAN.σελ.5. Τύποι αισθητήρων...σελ.

Ηρϊκλειτοσ ΙΙ. Πανεπιζηήμιο Θεζζαλίας. Τμήμα Μηχανικών Η/Υ και Δικτύων

JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering. Cyclic MUSIC DOA TN (2012)

Area Location and Recognition of Video Text Based on Depth Learning Method

Μειέηε θαη αλάιπζε επίδνζεο πξσηνθόιισλ δξνκνιόγεζεο ζε θηλεηά ad hoc δίθηπα κε βάζε ελεξγεηαθά θξηηήξηα ΓΗΠΛΩΜΑΣΗΚΖ ΔΡΓΑΗΑ

GPU. CUDA GPU GeForce GTX 580 GPU 2.67GHz Intel Core 2 Duo CPU E7300 CUDA. Parallelizing the Number Partitioning Problem for GPUs

Gro wth Properties of Typical Water Bloom Algae in Reclaimed Water

Schedulability Analysis Algorithm for Timing Constraint Workflow Models

Load Balancing Energy Efficient Clustering for Wireless Sensor Networks

n 1 n 3 choice node (shelf) choice node (rough group) choice node (representative candidate)

VSC STEADY2STATE MOD EL AND ITS NONL INEAR CONTROL OF VSC2HVDC SYSTEM VSC (1. , ; 2. , )

( ) , ) , ; kg 1) 80 % kg. Vol. 28,No. 1 Jan.,2006 RESOURCES SCIENCE : (2006) ,2 ,,,, ; ;

3: A convolution-pooling layer in PS-CNN 1: Partially Shared Deep Neural Network 2.2 Partially Shared Convolutional Neural Network 2: A hidden layer o

Localization of Collaboration Ripples in Wireless Sensor Network

2 ~ 8 Hz Hz. Blondet 1 Trombetti 2-4 Symans 5. = - M p. M p. s 2 x p. s 2 x t x t. + C p. sx p. + K p. x p. C p. s 2. x tp x t.

ΕΥΡΕΣΗ ΤΟΥ ΔΙΑΝΥΣΜΑΤΟΣ ΘΕΣΗΣ ΚΙΝΟΥΜΕΝΟΥ ΡΟΜΠΟΤ ΜΕ ΜΟΝΟΦΘΑΛΜΟ ΣΥΣΤΗΜΑ ΟΡΑΣΗΣ

Yoshifumi Moriyama 1,a) Ichiro Iimura 2,b) Tomotsugu Ohno 1,c) Shigeru Nakayama 3,d)

ΕΘΝΙΚΟ ΜΕΤΣΟΒΙΟ ΠΟΛΥΤΕΧΝΕΙΟ ΣΧΟΛΗ ΗΛΕΚΤΡΟΛΟΓΩΝ ΜΗΧΑΝΙΚΩΝ ΚΑΙ ΜΗΧΑΝΙΚΩΝ ΥΠΟΛΟΓΙΣΤΩΝ ΤΟΜΕΑΣ ΗΛΕΚΤΡΙΚΗΣ ΙΣΧΥΟΣ

ΓΙΑΝΤΣΗΣ ΧΡΗΣΤΟΣ. Θέμα εργασίας: Υποθαλάσσια & υπόγεια δίκτυα αισθητήρων. Work title: Underwater & underground sensor networks

Motion analysis and simulation of a stratospheric airship

Correction of chromatic aberration for human eyes with diffractive-refractive hybrid elements

2016 IEEE/ACM International Conference on Mobile Software Engineering and Systems

SCITECH Volume 13, Issue 2 RESEARCH ORGANISATION Published online: March 29, 2018

Study on Re-adhesion control by monitoring excessive angular momentum in electric railway traction

[4] 1.2 [5] Bayesian Approach min-max min-max [6] UCB(Upper Confidence Bound ) UCT [7] [1] ( ) Amazons[8] Lines of Action(LOA)[4] Winands [4] 1

Adaptive grouping difference variation wolf pack algorithm

Homomorphism in Intuitionistic Fuzzy Automata

Detection and Recognition of Traffic Signal Using Machine Learning

ΤΕΧΝΟΛΟΓΙΚΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΥΠΡΟΥ ΣΧΟΛΗ ΜΗΧΑΝΙΚΗΣ ΚΑΙ ΤΕΧΝΟΛΟΓΙΑΣ. Πτυχιακή εργασία

Assalamu `alaikum wr. wb.

!"#$%&' !"#$% = = = ! == == !"#$% !"#$%&'#()*+,-./012!"#$%&'()*+,-./0123!"#$%& ====!"#$%&'()*+,-./01

Research of Han Character Internal Codes Recognition Algorithm in the Multi2lingual Environment


ΔΙΠΛΩΜΑΤΙΚΕΣ ΕΡΓΑΣΙΕΣ

An Algorithm of Data Aggregation Based on Data Compression for Sensor Networks

ΠΕΡΙΕΧΟΜΕΝΑ. Μάρκετινγκ Αθλητικών Τουριστικών Προορισμών 1

Ερευνητική Ομάδα Διαχείρισης Βιοϊατρικών Δεδομένων και Τηλεϊατρικής

2002 Journal of Software

Research on Economics and Management

Study of In-vehicle Sound Field Creation by Simultaneous Equation Method

Reading Order Detection for Text Layout Excluded by Image

Research on vehicle routing problem with stochastic demand and PSO2DP algorithm with Inver2over operator

A summation formula ramified with hypergeometric function and involving recurrence relation

High order interpolation function for surface contact problem

Buried Markov Model Pairwise

Wiki. Wiki. Analysis of user activity of closed Wiki used by small groups

Dong Liu State Key Laboratory of Particle Detection and Electronics University of Science and Technology of China

Vol. 30 No Journal of Jilin University Information Science Edition Sept. 2012

Approximation Expressions for the Temperature Integral

Applying Markov Decision Processes to Role-playing Game

Other Test Constructions: Likelihood Ratio & Bayes Tests

MAC. MAC Protocol for Hidden Terminal Problem Alleviation using Transmission Pause Control in Wireless Multi Hop Networks

Kenta OKU and Fumio HATTORI

No. 7 Modular Machine Tool & Automatic Manufacturing Technique. Jul TH166 TG659 A

2002 Journal of Software

A multipath QoS routing algorithm based on Ant Net

Arbitrage Analysis of Futures Market with Frictions

MOTROL. COMMISSION OF MOTORIZATION AND ENERGETICS IN AGRICULTURE 2014, Vol. 16, No. 5,

Quantum dot sensitized solar cells with efficiency over 12% based on tetraethyl orthosilicate additive in polysulfide electrolyte

Price-Based Congestion Control Algorithm for Wireless Multi-hop Networks

Resurvey of Possible Seismic Fissures in the Old-Edo River in Tokyo

Ad-hoc Networks. Επίκ. Καθηγητής Συμεών Παπαβασιλείου

Experimental Study of Dielectric Properties on Human Lung Tissue

: Monte Carlo EM 313, Louis (1982) EM, EM Newton-Raphson, /. EM, 2 Monte Carlo EM Newton-Raphson, Monte Carlo EM, Monte Carlo EM, /. 3, Monte Carlo EM

The optimization of EV powertrain s efficiency control strategy under dynamic operation condition

ΤΕΧΝΟΛΟΓΙΚΟ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΥΠΡΟΥ ΤΜΗΜΑ ΝΟΣΗΛΕΥΤΙΚΗΣ

Supplementary Materials for Evolutionary Multiobjective Optimization Based Multimodal Optimization: Fitness Landscape Approximation and Peak Detection

ΜΕΛΕΤΗ ΤΗΣ ΗΛΕΚΤΡΟΝΙΚΗΣ ΣΥΝΤΑΓΟΓΡΑΦΗΣΗΣ ΚΑΙ Η ΔΙΕΡΕΥΝΗΣΗ ΤΗΣ ΕΦΑΡΜΟΓΗΣ ΤΗΣ ΣΤΗΝ ΕΛΛΑΔΑ: Ο.Α.Ε.Ε. ΠΕΡΙΦΕΡΕΙΑ ΠΕΛΟΠΟΝΝΗΣΟΥ ΚΑΣΚΑΦΕΤΟΥ ΣΩΤΗΡΙΑ

Optimization, PSO) DE [1, 2, 3, 4] PSO [5, 6, 7, 8, 9, 10, 11] (P)

Everything can be hacked in the Internet-of-Things. Dimitris Gritzalis March 2017

Διπλωματική Εργασία του φοιτητή του Τμήματος Ηλεκτρολόγων Μηχανικών και Τεχνολογίας Υπολογιστών της Πολυτεχνικής Σχολής του Πανεπιστημίου Πατρών

Calculating the propagation delay of coaxial cable


Test Data Management in Practice

Error ana lysis of P2wave non2hyperbolic m oveout veloc ity in layered media

Accumulation of Soil Arsenic by Panax notoginseng and Its Associated Health Risk

Research on real-time inverse kinematics algorithms for 6R robots

ΔΙΠΛΩΜΑΤΙΚΗ ΕΡΓΑΣΙΑ. «Προστασία ηλεκτροδίων γείωσης από τη διάβρωση»

Comparison of Evapotranspiration between Indigenous Vegetation and Invading Vegetation in a Bog

FENXI HUAXUE Chinese Journal of Analytical Chemistry. Savitzky-Golay. n = SG SG. Savitzky-Golay mmol /L 5700.

UAV. UAV Unmanned Aerial Vehicle LED Light Emitting Diodes LQR Linear Quadratic Regulator

1530 ( ) 2014,54(12),, E (, 1, X ) [4],,, α, T α, β,, T β, c, P(T β 1 T α,α, β,c) 1 1,,X X F, X E F X E X F X F E X E 1 [1-2] , 2 : X X 1 X 2 ;

Mean-Variance Analysis

Legal use of personal data to fight telecom fraud

Transcript:

Journal of Chinese Computer Systems 2015 3 3 Vol 36 No 3 2015 1 2 1 1 1 1 1 361021 2 E-mailwsnman@ gmail com 0 /1 NS2 TP393 A 1000-1220201503-0503-05 Heterogeneous Wireless Sensor Networks for Continuously Tracking Mobile Targets WANG Tian 1 2 PENG Zhen 1 CHEN Yong-hong 1 TIAN Hui 1 CAI Yi-qiao 1 1 College of Computer Science & Technology Huaqiao University Xiamen 361021 China 2 Department of Computing Hong Kong Polytechnic University Hong Kong AbstractTraditional wireless sensor networks consist of fixed sensor nodes so there are high energy consumption and coverage holes problems while tracking targets To this end this paper introduces a few of mobile sensors into traditional sensor networks for tracking targets continuously Based on this heterogeneous networks and a realistic detection model atrackingalgorithm is designed to cooperatively scheduling mobile sensors and fixed sensors Mobile sensors take advantage of their mobility to follow targets and detect them in short distances As a result the number of active fixed sensors is decreased and the energy can be saved Moreover mobilesensors can move into coverage holes which exist in traditional fixed networks to track targets Simulation results conducted on NS2 validate the effectiveness of the proposed tracking solution which can reduce the energy consumption of fixed sensors and improve the tracking quality Key wordstarget trackingheterogeneous wireless sensor networksmobile trackingeffective detectionenergy efficiency 1 WSN 1 2 1 3 2014-08-18 2014-10-16 61202468 61370007 61302094 61305085 2014J01240 12BS218 1982 1990 CCF 1974 1982 1984

504 2015 2 6 7 7 i e i e s d i e n e i = e s d i + e n 1 e 4 s d i d i i e 1 s d i d i s 5 0 if d e s d i = d i /d 0 k i > d 0 2 { s 0 if d i d0 d 0 s 0 d 0 k 2 5 e n μ σ 2 i e i 8-10 Kumar 8 e i ~ Nμ + e s d i σ 2 3 4 2 10 WSN Tan 9 GPS 11 12 4 1 λ λ 13 4 3 2 3 i e i ( ) 3 1 pe i = 槡 2πσ exp - e 2 i - μ - e s d i 2 4 2σ L L s i λ m sm λ 1 0 v m v t v m < v t i P i D P D α P D α P i + D = pe i de i 5 n 4 P D P 4 1 D = 1 - n 1 - P i D 6 i = 1 9 6 λ

3 505 2 d 0 4 5 r j L 0 L 0 P D < α 5 m Omn 5 1 Omn 1 1 1 2 L 2 0 3 L 0 m m < n S P D > α L 0 1 ~ 2 L 0 4 L 0 S m m < n S 5 FOR i SDO P D P D > α 6 IF 2 μ + 3σ L 0 L 0 L 0 2d 0 THEN 3 ~ 4 7 i S S L 0 2d 0 8 END IF 2 μ + 3σ 9 END FOR 5 ~ 9 10 IF L 0 > 2d 0 THEN L 0 11 L 0 L 0 2d 0 12 END IF L 0 L 0 13 L 0 d 1 d 1 > d 0 L 0 10 ~ 12 r k r k α P D Om 14 WHILE DO 15 IF r j P D > αthen 16 r j S 17 IF r j L 0 THEN 18 L 0 19 END IF 20 END IF 1 L 0 P 21 D IF P D < αthen Fig 1 L 0 predicts the location of mobile nodes and calculates P D 22 S r k S 23 END IF L 0 d 1 d 1 > d 0 24 END WHILE 13 1 2 L 0 5 2 i L 0 L 0 2d 0 3 T 1 T 2 i T i i = d 2 i T 2 4d 0 T 2 i T 1 i + 4d 0 T 1 T 2 T 1 T 2 > 4d 0 L 0 T 1 + L 0 T 2 > T 1 T 2 L 0 T 2 > T 1 T 2 - L 0 T 1 L 0 T 1 < 2d 0 L 0 2 T 2 L 0 T 2 > 2d 0 Fig 2 Some fixed node switches to sleeping state 6 1 P D 14 ~ 6 1 24 P D > α r j αr j r j NS - 2 35

506 2015 1 100 10 1 5 3 i L 0 2d 0 Fig 3 Node i determine whether the distance between L 0 and the target is greater than 2d 0 Mobile Tracking MT Fixed Tracking FT Cluster Tracking 7 CT CT m m 100 100 s 100 m 10 v m m /s 1 v t m /s 3 α% 80% 100 4 MT FT CT MT FT CT 50% FT 5 1 Fig 5 Number of holes vs energy consumption Table 1 Experiment parameters and their values 5 MT FT CT CT FT MT FT 60% 6 7 8 100 0 20 100 Fig 4 4 6 Number of holes vs effective monitoring ratio α 0 α 80% MT FT 50% MT 5 10 20 MT FT 35% 52% 73% CT 1mJ /s 0mJ /s 6 2 Fig 6 Number of mobile nodes vs effective monitoring ratio 4 5 6 MT FT CT 47% 65% 89% MT

3 507 7 MT FT CT 2Katenka N Levina EMichailidis G Local vote decision fusion for MT target detection in wireless sensor networksj IEEE Transactions 20 MT FT CT on Signal Processing 2008 561 329-338 3Nordio A Chiasserini C Field reconstruction in sensor networks with coverage holes and packet lossesj IEEE Transactions on Signal Processing 2011 598 3943-3953 4Demigha O Hidouci W Ahmed T On energy efficiency in collaborative target tracking in wireless sensor networka reviewj IEEE Communications Surveys & Tutorials 2012 153 1210-1222 5Tsai Hua-wen Chu Chih-ping Chen Tzung-shi Mobile object tracking in wireless sensor networksj Computer Communications 7 2007 308 1811-1825 6Ren Qian-qianLi Jian-zhongWang Yu Tracking quality aware Fig 7 Number of mobile nodes vs energy consumption nodes selection algorithms in wireless sensor networksj Chinese FT Journal of Computers 2012 35102007-2015 7Tong Liang Chen Bing Lei Lei A EKF-based two-node collaborative MT target tracking protocolj Journal of Chinese Computer Systems 8Kumar A S Parvin R Energy conserving hybrid sensor network for target tracking wireless sensor networksc 2013 International Conference on Communications and Signal Processing Noida India IEEE 201355-59 9Tan RuiXing Guo-liangWang Jian-ping et al Exploiting reactive mobirity for collaborative target detection in wireless sensor networks J IEEE Transactions on Mobile Computing 2010 9 3 317-332 10Kong Ling-fu Jing Rong Zhao Feng-da et al Research on the method of data collection of wireless sensor network with multiple mobile 8 Fig 8 Number of mobile nodes vs energy efficiency robots under dynamic clusteringj Journal of Chinese Computer 8 Systems 2014 354 845-849 11Chu Hung-chi Jan Rong-hong A GPS-less self-positioning method MT FT CT 20 for sensor networksc Proceedings 11th International Conference MT FT 6 2013 343 572-575 onparallel and Distributed Systems Fukuoka Japan IEEE 2005 2 629-633 7 12Lembke K Kietlinski L Golanski M et al RoboMotemobile autonomous hardware platform for wireless Ad-hoc sensor networksc 2011 IEEE International Symposium on Industrial Electronics ISIE Gdansk Poland IEEE 2011940-944 13Varshney P K Distributed detection and data fusionm Springer- Verlag New York Inc 1996 6 References 1Akyildiz I F Su W Sankarasubramaniam Y et al Wireless sensor networksa survey J Computer Networks 2002 384393-422 J 2012 35102007-2015 7 EKF J 2013 343 572-575 10 WSN J 2014 354 845-849