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A Deep Learning Approach for Landmines Detection Based on Airborne Magnetometry Imaging and Edge Computing
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作者 Ahmed Barnawi Krishan Kumar +2 位作者 Neeraj Kumar Bander Alzahrani Amal Almansour 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第5期2117-2137,共21页
Landmines continue to pose an ongoing threat in various regions around the world,with countless buried landmines affecting numerous human lives.The detonation of these landmines results in thousands of casualties repo... Landmines continue to pose an ongoing threat in various regions around the world,with countless buried landmines affecting numerous human lives.The detonation of these landmines results in thousands of casualties reported worldwide annually.Therefore,there is a pressing need to employ diverse landmine detection techniques for their removal.One effective approach for landmine detection is UAV(Unmanned Aerial Vehicle)based AirborneMagnetometry,which identifies magnetic anomalies in the local terrestrial magnetic field.It can generate a contour plot or heat map that visually represents the magnetic field strength.Despite the effectiveness of this approach,landmine removal remains a challenging and resource-intensive task,fraughtwith risks.Edge computing,on the other hand,can play a crucial role in critical drone monitoring applications like landmine detection.By processing data locally on a nearby edge server,edge computing can reduce communication latency and bandwidth requirements,allowing real-time analysis of magnetic field data.It enables faster decision-making and more efficient landmine detection,potentially saving lives and minimizing the risks involved in the process.Furthermore,edge computing can provide enhanced security and privacy by keeping sensitive data close to the source,reducing the chances of data exposure during transmission.This paper introduces the MAGnetometry Imaging based Classification System(MAGICS),a fully automated UAV-based system designed for landmine and buried object detection and localization.We have developed an efficient deep learning-based strategy for automatic image classification using magnetometry dataset traces.By simulating the proposal in various network scenarios,we have successfully detected landmine signatures present in themagnetometry images.The trained models exhibit significant performance improvements,achieving a maximum mean average precision value of 97.8%. 展开更多
关键词 CNN deep learning landmine detection MAGNETOMETER mean average precision UAV
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3D Characteristic Diagram of Acoustically Induced Surface Vibration with Different Landmines Buried 被引量:4
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作者 吴智强 张燕丽 +3 位作者 王驰 朱俊 徐文文 袁志文 《Transactions of Tianjin University》 EI CAS 2016年第4期367-373,共7页
The 3D characteristic diagram of acoustically induced surface vibration was employed to study the influence of different buried landmines on the acoustic detection signal. By using the vehicular experimental system fo... The 3D characteristic diagram of acoustically induced surface vibration was employed to study the influence of different buried landmines on the acoustic detection signal. By using the vehicular experimental system for acoustic landmine detection and the method of scanning detection, the 3D characteristic diagrams of surface vibration were measured when different objects were buried underground, including big plastic landmine, small plastic landmine, big metal landmine and bricks. The results show that, under the given conditions, the surface vibration amplitudes of big plastic landmine, big metal landmine, small plastic landmine and bricks decrease in turn. The 3D characteristic diagrams of surface vibration can be used to further identify the locations of buried landmines. 展开更多
关键词 acoustic-to-seismic(A/S) coupling acoustic landmine detection acoustic resonance surface vibration velocity
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Method for Detecting Multi-Modal Vibration Characteristics of Landmines 被引量:5
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作者 WANG Chi DUAN Naiyuan +2 位作者 WU Zhiqiang MA Hui ZHU Jun 《Instrumentation》 2018年第4期39-45,共7页
The acoustic vibration characteristics of landmines are investigated by means of modal analysis. According to the mechanical structure of landmines, a certain number of points are marked on the landmine shell to analy... The acoustic vibration characteristics of landmines are investigated by means of modal analysis. According to the mechanical structure of landmines, a certain number of points are marked on the landmine shell to analyze its multi-modal vibration characteristics, based on laser self-mixing interferometer and taking 69 plastic landmine as an example, the vibration detection experiment system is built to show the results of analytical method of multi-modal testing. The first and second order natural frequencies of the bricks are 38 HZ and 106 HZ, 112 HZ and 232 HZ for plastic landmines, and 74 HZ and 290 HZ for metal landmines. The first and second order natural frequencies of the bricks are far smaller than those of plastic landmines and metal landmines. This indicates that landmines show multi-modal vibration characteristics under external excitation, which are significantly different from those of bricks. The findings can be used for further research on acoustic landmines detection technology. 展开更多
关键词 MULTI-MODAL VIBRATION NATURAL FREQUENCY VIBRATION Mode ACOUSTIC landmineS Detection
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Mental health disorders in child and adolescent survivors of post-war landmine explosions
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作者 Mohammad Ali Hemmati Hamid Shokoohi +6 位作者 Mehdi Masoumi Shahriar Khateri Mohammadreza Soroush Ehsan Modirian Mahtab Poor Zamany Nejat Kermany Maryam Hosseini Batool Mousavi 《Military Medical Research》 SCIE CAS 2015年第4期201-206,共6页
Background: To describe the mental health status of 78 child and adolescent survivors of post-war landmine explosions.Methods: Child and adolescent survivors of landmine explosions who were younger than 18 years old a... Background: To describe the mental health status of 78 child and adolescent survivors of post-war landmine explosions.Methods: Child and adolescent survivors of landmine explosions who were younger than 18 years old at the time of the study were identified and enrolled in this study. The mental health status of the participants was assessed by general health assessment and psychiatric examinations. Psychiatric assessment and diagnosis were undertaken using the Diagnostic and Statistical Manual for mental disorders(DSM-IV) criteria. A psychiatrist visited and interviewed each survivor and identified psychiatric disorders.Results: Seventy-eight child and adolescent survivors with a mean age of 16.11±2 years old were identified and agreed to participate in the study. The mean age of the victims at the time of injury was 8.2±3.12 years old(range 2–15). Thirty-seven(47.4%) of the adolescent survivors suffered from at least one psychiatric disorder. Twenty-nine survivors(37.1%) were newly diagnosed and needed to start medication and psychiatric treatment. The most common findings were anxiety disorders(34.6%), including posttraumatic stress disorder(PTSD) in 20(25.6%), and generalized anxiety disorder(GAD) in 7(9%) subjects. Mild-Moderate depression was found in 5(6.4%) subjects. No personality disorders were observed, and two patients suffered from mental retardation. The study results revealed a significant association between age of casualty, duration of injury and limb amputation, and types of psychological disorders.Conclusion: Child and adolescent survivors of landmine explosions had a high prevalence of psychiatric disorders. 展开更多
关键词 landmine Child survivors DEPRESSION ANXIETY Iran
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Investigation the Effects of Neutron Source Number and Arrangement in Landmines Detection by Thermal Neutron Capture Gamma Ray Analysis
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作者 Leila Abdolahi Shiramin Seyed Farhad Masoudi 《World Journal of Nuclear Science and Technology》 2012年第2期54-57,共4页
Thermal neutron capture can be used as a successful technique for detection of non-metallic landmines via the detection of their constituent like nitrogen. Recently, it has been shown that the detection of 10.829 MeV ... Thermal neutron capture can be used as a successful technique for detection of non-metallic landmines via the detection of their constituent like nitrogen. Recently, it has been shown that the detection of 10.829 MeV photons from the 14N(n,γ)15N reaction can be used for finding the landmines. In this method a high-energy neutron source like 241Am-Be inside water as a moderator is used to have thermal neutron. In this paper we have investigated the effects of the number of neutron sources and their orientation on the gamma ray spectrum by using MCNP4C code. The best case for number of sources and their positions and orientations have been achieved corresponding to maximum flux of 10.829 MeV photons. 展开更多
关键词 Monte Carlo Simulation landmine DETECTION THERMAL NEUTRON Capture NEUTRON SOURCE SOURCE Arrangement
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Rats Train As Landmine Detectors
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作者 单献心 《当代外语研究》 2000年第2期14-15,共2页
鼠,也有“改邪归正”之日!比利时的研究人员正在训练老鼠当地雷侦察员。收效甚奇:Trained rats may be the best and cheapest form of landmine(地雷)detector. 不过,老鼠心甘情愿地去发现地雷,并非被灌输了什么“为民除害”的思想,... 鼠,也有“改邪归正”之日!比利时的研究人员正在训练老鼠当地雷侦察员。收效甚奇:Trained rats may be the best and cheapest form of landmine(地雷)detector. 不过,老鼠心甘情愿地去发现地雷,并非被灌输了什么“为民除害”的思想,而是为了食物,为了生存: Once the minefield has been mapped,the rats sniff out a landmine and sitbeside it waiting to be rewarded with food. 展开更多
关键词 Rats Train As landmine Detectors AS
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