首页|An oceanographic data collection scheme using hybrid optimization for leakage detection during oil mining in mobility assisted UWSN

An oceanographic data collection scheme using hybrid optimization for leakage detection during oil mining in mobility assisted UWSN

扫码查看
原文链接
  • NETL
  • NSTL
Data acquisition is the process of collecting, measuring and analysing information using standardised, validated techniques for application-specifc tasks. In mobility-assisted underwater wireless sensor networks (UWSNs), where nodes are not fxed due to water current of 3 m/sec, data collection becomes an arduous task. There are few works that pro- vide a mobile sink with optimised data transmission path planning and scheduling. These systems do not transmit the data fast enough to provide real-time data transmission as these methods do not consider the bufer occupancy rate and latency in data acquisition. In this paper, a stimulating transmission path planning technique for mobile sinks using the hybrid Grey Wolf Optimizer Whale Optimization Algorithm (GWOWOA) is proposed. In contrast to other optimization techniques, this hybrid technique includes a number of update pro- cesses such as random position update, prey search by the Grey Wolf Optimizer (GWO) and prey search by the Whale Optimization Algorithm (WOA). In this paper, the ftness function is calculated in terms of distance to the mobile sink, bufer occupancy rate, energy level and data acquisition latency. The use of these variables makes the proposed technique innovative. To prove the efciency of the proposed system, GWOWOA is compared with existing systems. The simulation results show that the proposed system increases the resid- ual energy and accuracy of the collected data and minimises the delay.

Autonomous underwater vehicles (AUVs)Bubble net huntingGrey wolf optimizerWhale optimization algorithmLeakage detectionAnd oil mining

Monika Choudhary、Nitin Goyal、Deepali Gupta、Bhanu Sharma、Nonita Sharma

展开 >

Chitkara University Institute of Engineering and Technology,Chitkara University,Punjab,India||Seth Jai Parkash Mukandlal Institute of Engineering and Technology,Radaur,Haryana,India

Department of Computer Science and Engineering,School of Engineering and Technology, Central University of Haryana,Mahendragarh,Haryana,India

Chitkara University Institute of Engineering and Technology,Chitkara University,Punjab,India

Immersive and Interactive Technology Lab,Chitkara University Institute of Engineering and Technology,Chitkara University,Punjab,India

Department of Information Technology,Indira Gandhi Delhi Technical University for Women, Delhi,India

展开 >

2024

10.1007/s11042-024-19023-z

Multimedia tools and applications

Multimedia tools and applications

EISCI
ISSN：1380-7501
年,卷(期)：2024.83(42)