• Title/Summary/Keyword: acoustic sensor networks

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Learning-based Improvement of CFAR Algorithm for Increasing Node-level Event Detection Performance in Acoustic Sensor Networks (음향 센서 네트워크에서의 노드 레벨 이벤트 탐지 성능향상을 위한 학습 기반 CFAR 알고리즘 개선)

  • Kim, Youngsoo
    • IEMEK Journal of Embedded Systems and Applications
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    • v.15 no.5
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    • pp.243-249
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    • 2020
  • Event detection in wireless sensor networks is a key requirement in many applications. Acoustic sensors are one of the most frequently used sensors for event detection in sensor networks, but they are sensitive and difficult to handle because they vary greatly depending on the environment and target characteristics of the sensor field. In this paper, we propose a learning-based improvement of CFAR algorithm for increasing node-level event detection performance in acoustic sensor networks, and verify the effectiveness of the designed algorithm by comparing and evaluating the event detection performance with other algorithms. Our experimental results demonstrate the superiority of the proposed algorithm by increasing the detection accuracy by more than 45.16% by significantly reducing false positives by 7.97 times while slightly increasing the false negative compared to the existing algorithm.

Virtual Euc1idean Point based Multicast routing scheme in Underwater Acoustic sensor networks (수중 센서 네트워크에서 가상의 유클리디언 포인트를 이용한 멀티캐스트 전송기법)

  • Kim, Tae-Sung;Park, Kyung-Min;Kim, Young-Yong
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.7B
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    • pp.886-891
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    • 2011
  • Multicast has been a key routing service for efficient data dissemination in underwater acoustic sensor networks. In sensor networks, there are several multicast routing protocol which reflects sensor network nature. However, existing routing scheme was not targeted at underwater acoustic sensor networks which is hard to provide battery continually. Therefore, a specialized routing algorithm is essential for acoustic sensor networks. In this paper, we propose angle aided multicast routing algorithm for decreasing routing computation complexity, including virtual Euclidean Steiner point. Simulation results show better performance than exist routing Position Based Multicast, Geographic Multicast Routing. such as low computation capability and limited power consumption.

A MAC Protocol for Underwater Acoustic Sensor Networks (수중 음파 센서 네트워크를 위한 매체접근제어 프로토콜)

  • Jang, Kil-Woong
    • Journal of KIISE:Information Networking
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    • v.35 no.4
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    • pp.337-344
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    • 2008
  • Underwater acoustic sensor networks exhibit characteristics such as high propagation delay and low data rates, which are different from those of terrestrial wireless networks. Therefore, the conventional protocols used in wireless networks can be restrictive and inefficient when applied to underwater acoustic sensor networks. In this paper, we propose a medium access control protocol (MAC) to enhance the energy efficiency and throughput in underwater acoustic sensor networks. The proposed protocol employs a slot-based competition mechanism that reserves a time slot to send a data packet in advance. In the proposed protocol, collision between nodes can occur due to competition to obtain a slot. However, the proposed protocol minimizes the collisions between nodes because the nodes store the reservation information of the neighboring nodes, this reduces unnecessary energy consumption and increases throughput. We perform a simulation to evaluate the performance of the proposed protocol with regard to the energy consumption, the number of collision, channel utilization, throughput and transmission delay. We compare the proposed protocol with the conventional protocol, and the performance results show that the proposed protocol outperforms the conventional protocol.

Developing a new MAC Protocol for Multi-hop Underwater Acoustic Sensor Networks (다중 홉 수중 음향 센서네트워크를 위한 MAC 프로토콜 설계)

  • Lim, Chansook
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.8 no.6
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    • pp.97-103
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    • 2008
  • T-Lohi, a MAC protocol for underwater acoustic sensor networks, has been designed to support dense networks consisting of short-range acoustic modems. However when T-Lohi is applied to large networks in which multi-hop routing is necessary, it suffers a lot of packet collisions due to the hidden terminal problem. To combat this problem, we propose a new MAC protocol which employs RTS/CTS handshaking. To our knowledge, this protocol is the first to adopt both a tone-based approach and RTS/CTS handshaking for dense underwater acoustic sensor networks. Simulation results show that this new protocol drastically reduces packet collisions while achieving good network utilization.

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Energy-efficient intrusion detection system for secure acoustic communication in under water sensor networks

  • N. Nithiyanandam;C. Mahesh;S.P. Raja;S. Jeyapriyanga;T. Selva Banu Priya
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.6
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    • pp.1706-1727
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    • 2023
  • Under Water Sensor Networks (UWSN) has gained attraction among various communities for its potential applications like acoustic monitoring, 3D mapping, tsunami detection, oil spill monitoring, and target tracking. Unlike terrestrial sensor networks, it performs an acoustic mode of communication to carry out collaborative tasks. Typically, surface sink nodes are deployed for aggregating acoustic phenomena collected from the underwater sensors through the multi-hop path. In this context, UWSN is constrained by factors such as lower bandwidth, high propagation delay, and limited battery power. Also, the vulnerabilities to compromise the aquatic environment are in growing numbers. The paper proposes an Energy-Efficient standalone Intrusion Detection System (EEIDS) to entail the acoustic environment against malicious attacks and improve the network lifetime. In EEIDS, attributes such as node ID, residual energy, and depth value are verified for forwarding the data packets in a secured path and stabilizing the nodes' energy levels. Initially, for each node, three agents are modeled to perform the assigned responsibilities. For instance, ID agent verifies the node's authentication of the node, EN agent checks for the residual energy of the node, and D agent substantiates the depth value of each node. Next, the classification of normal and malevolent nodes is performed by determining the score for each node. Furthermore, the proposed system utilizes the sheep-flock heredity algorithm to validate the input attributes using the optimized probability values stored in the training dataset. This assists in finding out the best-fit motes in the UWSN. Significantly, the proposed system detects and isolates the malicious nodes with tampered credentials and nodes with lower residual energy in minimal time. The parameters such as the time taken for malicious node detection, network lifetime, energy consumption, and delivery ratio are investigated using simulation tools. Comparison results show that the proposed EEIDS outperforms the existing acoustic security systems.

Design of an Acoustic band Interpolator for Underwater Sensor Nodes (수중 센서 노드를 위한 음파 대역 인터폴레이터 설계)

  • Kim, Sunhee
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.16 no.1
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    • pp.93-98
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    • 2020
  • Research on underwater sensor networks is increasing due to such reasons as marine resource management, maritime disaster prediction and military protection. Many underwater sensor networks performs wireless communication using an acoustic sound wave band signal having a relatively low frequency. So the digital part of their modem can take charge of carrier band signal processing. To enable this, the sampling rate of the baseband band signal should be increased to a sampling rate at which carrier band signal processing is possible. In this paper, we designed a sampling rate increasing circuit based on a CIC interpolator for underwater sensor nodes. The CIC interpolator has a simple circuit structure. However, since the CIC interpolator has a large attenuation of the pass band and a wide transition band, an inverse sinc LPF is added to compensate for frequency response of the CIC interpolator. The proposed interpolator was verified in time domain and frequency domain using ModelSim and Matlab.

Noise Mitigation for Target Tracking in Wireless Acoustic Sensor Networks

  • Kim An, Youngwon;Yoo, Seong-Moo;An, Changhyuk;Wells, Earl
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.7 no.5
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    • pp.1166-1179
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    • 2013
  • In wireless sensor network (WSN) environments, environmental noises are generated by, for example, small passing animals, crickets chirping or foliage blowing and will interfere target detection if the noises are higher than the sensor threshold value. For accurate tracking by acoustic WSNs, these environmental noises should be filtered out before initiating track. This paper presents the effect of environmental noises on target tracking and proposes a new algorithm for the noise mitigation in acoustic WSNs. We find that our noise mitigation algorithm works well even for targets with sensing range shorter than the sensor separation as well as with longer sensing ranges. It is also found that noise duration at each sensor affects the performance of the algorithm. A detection algorithm is also presented to account for the Doppler effect which is an important consideration for tracking higher-speed ground targets. For tracking, we use the weighted sensor position centroid to represent the target position measurement and use the Kalman filter (KF) for tracking.

Implementation of Gateway using TMS in Underwater Acoustic Sensor Networks (Underwater Acoustic Sensor Networks에서 TMS 연동을 위한 Gateway 구현)

  • Kim, Jae-Sub;Nam, Heung-Woo;Kim, Young-Ho;An, Sun-Shin
    • Proceedings of the Korea Information Processing Society Conference
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    • 2012.11a
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    • pp.20-23
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    • 2012
  • 최근 해양자원의 중요성이 대두됨에 따라, 해양환경을 모니터링 하기 위해 Underwater Acoustic Sensor Networks(UW-ASN)가 활발히 연구되고 있다. UW-ASN 는 해양환경에 대한 데이터를 Sensing, gathering 하고 이를 Monitoring Center로 delivering 하는 Mission 을 수행한다. 이 논문에서는 해양에서 수집한 데이터를 수질 자동 측정망(TMS: Tele Monitoring System)에 전송하기 위해, 음파통신을 통해 수신된 해양 데이터를 수질 자동 측정망의 규격에 맞는 데이터로 변환시키고 CDMA 통신을 통해 가상의 TMS에 전송하는 Gateway 구현을 제안한다.

PR-MAC Protocol based on Priority in Underwater Acoustic Sensor Networks (수중 음파 센서 네트워크에서 우선순위 기반의 PR-MAC 포로토콜)

  • Cho, Hui-Jin;NamGung, Jung-Il;Yun, Nam-Yeol;Park, Soo-Hyun;Ryuh, Young-Sun
    • Journal of Korea Multimedia Society
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    • v.14 no.2
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    • pp.258-268
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    • 2011
  • Underwater acoustic sensor networks can be used disaster prevention and environmental monitoring systems in underwater environments. Because, the underwater environment is different from the ground, the long propagation delay, low transfer rates and limited bandwidth characteristics should be considered. In this, paper will propose the MAC protocol that allocates time slot into each node according to priority policy through the period of contention-free slot reservation in underwater acoustic sensor networks in order to avoid collision and minimize energy consumption waste. We perform mathematical analysis to evaluate the performance of the proposed protocol with regard to the collision probability, the energy consumption by collision, throughput and channel utilization. We compare the proposed protocol with the conventional protocol, and the performance results show that the proposed protocol outperforms the conventional protocol.

A Genetic Algorithm for Network Clustering in Underwater Acoustic Sensor Networks (해양 센서 네트워크에서 네트워크 클러스터링을 위한 유전 알고리즘)

  • Jang, Kil-Woong
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.15 no.12
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    • pp.2687-2696
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    • 2011
  • A Clustering problem is one of the organizational problems to improve network lifetime and scalability in underwater acoustic sensor networks. This paper propose an algorithm to obtain an optimal clustering solution to be able to minimize a total transmission power for all deployed nodes to transmit data to the sink node through its clusterhead. In general, as the number of nodes increases, the amount of calculation for finding the solution would be too much increased. To obtain the optimal solution within a reasonable computation time, we propose a genetic algorithm to obtain the optimal solution of the cluster configuration. In order to make a search more efficient, we propose some efficient neighborhood generating operations of the genetic algorithm. We evaluate those performances through some experiments in terms of the total transmission power of nodes and the execution time of the proposed algorithm. The evaluation results show that the proposed algorithm is efficient for the cluster configuration in underwater acoustic sensor networks.