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Crime Analytics using Machine Learning 使用机器学习的犯罪分析
Pub Date : 2023-03-30 DOI: 10.35940/ijies.f7444.0310323
Prof. Suman Acharya
Crime is one of the most significant and pervasive problems in our society, and preventing it is a crucial duty. A large number of crimes are perpetrated each day. Maintaining and analyzing crime data to forecast and solve crimes is the current issue. This project analyzes a large dataset of crimes and predicts future crimes based on conditions. This project uses data science and machine learning for India's crime data prediction. Thus, Decision Tree, Logistic Regression, Multi-Regression, k-NN, Lasso & Ridge, and Random Forest are all involved in the supervised classification problem. Predicting crimes and classifying effective pattern detection and visualization equipment Utilizing crime data trends from the past allows us to correlate aspects that may help us comprehend the breadth of crimes in the future. This study uses visualization and machine learning methods to estimate future crime rates. First, raw datasets were processed and displayed.
犯罪是我们社会中最严重和最普遍的问题之一,预防犯罪是一项至关重要的责任。每天都有大量的犯罪发生。维护和分析犯罪数据以预测和解决犯罪是当前的问题。该项目分析了大量的犯罪数据集,并根据情况预测未来的犯罪。这个项目使用数据科学和机器学习来预测印度的犯罪数据。因此,决策树、逻辑回归、多元回归、k-NN、Lasso & Ridge和随机森林都涉及到监督分类问题。预测犯罪和分类有效的模式检测和可视化设备利用过去的犯罪数据趋势使我们能够将各个方面联系起来,从而帮助我们了解未来犯罪的广度。这项研究使用可视化和机器学习方法来估计未来的犯罪率。首先,对原始数据集进行处理和显示。
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引用次数: 0
A Simple and Effective Intrusion Detection System for Manets 一种简单有效的马奈入侵检测系统
Pub Date : 2023-02-28 DOI: 10.35940/ijies.b1077.0210223
M. V. D. S. K. Murty, Dr. Lakshmi Rajamani
This work proposes a simple and effective Intrusion Detection System (IDS) to classify different attacks in MANETs. IDS extracts four features for every traffic pattern and applies Support Vector Machine algorithm over them for the classification. Before applying the feature extraction, the input traffic pattern is subjected to pre-processing as it is composed of non-uniform features. IDS classifies the input traffic pattern into three classes; they are normal, blackhole and wormhole. Finally, this work analyses the feasibility of machine learning algorithms for the detection of security attacks in MANETs. For experimental validation, we have referred a self-created dataset which was acquired from the observations of blackhole and wormhole attacked node’s traffic patterns. Moreover, we have also validated the proposed method through NSL-KDD dataset.
本文提出了一种简单有效的入侵检测系统(IDS)来对manet中的不同攻击进行分类。IDS为每种流量模式提取4个特征,并对其应用支持向量机算法进行分类。在应用特征提取之前,由于输入的流量模式是由非均匀特征组成的,因此需要对其进行预处理。IDS将输入流量模式分为三类;它们是普通黑洞和虫洞。最后,本工作分析了机器学习算法在manet中检测安全攻击的可行性。为了实验验证,我们参考了一个自创建的数据集,该数据集是通过观察黑洞和虫洞攻击节点的流量模式获得的。此外,我们还通过NSL-KDD数据集验证了所提出的方法。
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引用次数: 0
Cloud Solutions in Global Health Solutions 全球健康解决方案中的云解决方案
Pub Date : 2023-01-30 DOI: 10.35940/ijies.a1074.0110123
A. Raut, Anwesha Pattnaik, Rupsa Rani Sahu, Avni Rana
Digital innovations and their applications in healthcare have changed the current scenario of delivering healthcare services and storing data. Cloud computing is one such technological adjunct that has the capability of storing volumes of medical data that can be accessed anytime through internet from anywhere. Today all smart devices and health related apps designed for lifestyle changes and monitoring of medical problems use cloud-based programs. These applications result in positive reinforcement for inculcating regular monitoring and counselling. The paper critically discusses and summarizes the cloud-aided performance and applications in health and research. Moreover, it outlines the integration of cloud technology in handling drug theft and counterfeiting. The paper explores misconfigurations and associated risk of current technology to comprehend future scope and applications.
数字创新及其在医疗保健中的应用已经改变了目前提供医疗保健服务和存储数据的情况。云计算就是这样一种技术辅助,它具有存储大量医疗数据的能力,可以随时随地通过互联网访问这些数据。如今,所有为改变生活方式和监测医疗问题而设计的智能设备和健康相关应用程序都使用基于云的程序。这些应用对灌输定期监测和咨询起到了积极的强化作用。本文批判性地讨论和总结了云辅助性能及其在卫生和研究中的应用。此外,它还概述了云技术在处理毒品盗窃和假冒方面的整合。本文探讨了当前技术的错误配置和相关风险,以了解未来的范围和应用。
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引用次数: 0
Experimentation Analysis of Noise Reduction in Motorbike Silencer 摩托车消声器降噪实验分析
Pub Date : 2022-06-30 DOI: 10.35940/ijies.f1056.069622
Gourab Biswas, Dr.Mangesh R. Phate
In this new era, noise pollution is very high. The one reason for this noise pollution is noise or sound which is generated by the exhaust system of the motorbike. So, it is necessary to reduce the noise from the exhaust of the motorbike. In this, original silencer reverse engineering has done and analyse it then three modification model of the silencer with it analysis are done and from that results one modified silencer are selected and forward for the manufacturing. After fabrication of the silencer, two tests are conducted. First, the test is conducted with original silencer then it is conducted with modified silencer. From that data, transmission loss of original and modified silencer are calculated and compare it. From that, noise reduced to 5DB.
在这个新时代,噪音污染非常严重。造成这种噪音污染的一个原因是摩托车排气系统产生的噪音或声音。因此,有必要降低摩托车排气的噪音。在此基础上,对原消声器进行了逆向工程分析,并对其进行了三种改型模型分析,从中选择了一种改型消声器进行制造。消声器制作完成后,进行了两次试验。首先用原消声器进行试验,然后用改进型消声器进行试验。在此基础上,对原消声器和改进型消声器的传输损耗进行了计算和比较。由此,噪声降低到5DB。
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引用次数: 0
Future Manifestation of Lighting in Sacred Landscapes Through Analyzing the Existing Sacred Structures 从现存神圣建筑看神圣景观的未来表现
Pub Date : 2022-03-30 DOI: 10.35940/ijies.c1050.039322
Ar. Uma Mouthiga E, A. Vignesh
Lighting in sacred structures is an important part of architecture as it has physical and psychological impact on visitors and also influences how well a space is perceived. This research study intends to demonstrate that how expressions of light and daylight factor have a significant impact in the structure's design. The study utilizes a mixed method approach, with qualitative and quantitative analysis of lighting levels and visual integration of numerous sacred spaces, studied and compared through case studies. The findings aided in the development of guidelines for individual, collective and sacred lighting of landscapes in order to heighten the sense of sanctity inside the area. Since this study mainly focuses on natural illumination in the horizontal plane, more research can be conducted focused on the use of artificial lighting levels. The vertical plane, which incorporates walls and openings, can also be considered to see how it alters interior illumination.
神圣建筑中的照明是建筑的重要组成部分,因为它对游客产生生理和心理上的影响,也影响到空间的感知程度。本研究旨在证明光和日光因素的表达如何对结构设计产生重大影响。该研究采用混合方法,对众多神圣空间的照明水平和视觉整合进行定性和定量分析,并通过案例研究进行研究和比较。这些发现有助于制定个人、集体和神圣景观照明的指导方针,以提高该地区内部的神圣感。由于本研究主要关注的是水平面的自然照明,因此可以针对人工照明水平的使用进行更多的研究。垂直平面结合了墙壁和开口,也可以考虑它如何改变室内照明。
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引用次数: 0
Optical BPSK Modulation and Demodulation using Opti System Simulator 光学BPSK调制解调的Opti系统模拟器
Pub Date : 2021-12-30 DOI: 10.35940/ijies.c1045.129121
R. Mishra, K. Soren
Fibre optics deals with study of propagation of light through transparent dielectric waveguides. The fibre optics is used for transmission of data from point to point location. Fibre optic systems currently used are most extensively as the transmission line between terrestrial hardwired systems. The carrier frequencies used in conventional systems had the limitations in handling the volume and rate of the data transmission. Greater the carrier frequency larger is the available bandwidth and information carrying capacity. This paper explains about Optical BPSK, where input data is converted to BPSK data which is optically modulated by optical modulator and transmitted through an optical fibre cable. The transmitted data and received data are compared in the end.
光纤研究光通过透明介质波导的传播。光纤用于点对点位置的数据传输。目前使用最广泛的光纤系统是作为地面硬线系统之间的传输线。传统系统中使用的载波频率在处理数据传输的体积和速率方面存在局限性。载波频率越大,可用带宽和信息承载能力越大。本文介绍了光BPSK,将输入数据转换成BPSK数据,经光调制器光调制,通过光纤电缆传输。最后对发送数据和接收数据进行了比较。
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引用次数: 0
Design and Implementation of Navi-guide Device 导航装置的设计与实现
Pub Date : 2021-07-30 DOI: 10.35940/ijies.b1030.076221
K. SampadaH, M. S. Lathashree*, Likitha, Arya L Gowda, R. PramathH
The device designed is a navigation guide which will help the user with turn by turn directions. At the present time, use of smartphones for the navigation support has been increased and this in turn leads to risk of accident. The navi-guide device displays step by step direction on the OLED screen. This reduces the chances of mishaps and the increases the user focus. The navi-guide app has been developed for better user interface. The rider will have to just connect his phone to the device via bluetooth can safely reach his destination without any distractions with the aid of this device.
所设计的装置是一个导航指南,可以帮助用户进行转弯方向。目前,使用智能手机进行导航支持已经增加,这反过来又导致了事故的风险。导航装置在OLED屏幕上显示逐步的方向。这减少了出错的机会,增加了用户的注意力。这款导航应用的开发是为了更好的用户界面。乘客只需将手机通过蓝牙连接到该设备上,就可以在不受任何干扰的情况下安全到达目的地。
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引用次数: 0
Integrated Hand Cleaner and Dryer Product Design using QFD as a Solution for New Normal Era 新常态下以QFD为解决方案的整体干手器产品设计
Pub Date : 2020-12-20 DOI: 10.35940/IJIES.A1006.126120
P. Amalia, S. Wahyu, Diyas Aledya Yahya, Ari Adrianto
At this time the coronavirus pandemic has resulted in new adaptations in daily life through new normal rules that have many rules against public activities such as using masks, keeping distance, and maintaining cleanliness by washing hands using water or hand sanitizer after interacting with objects or people in public areas. This resulted in increased use and demand for hand sanitizers and public facilities for handwashing. This study aims to obtain the design of cleaning tools and hand dryers that suit the wishes of the community. The method used in this application of Quality Function Development (QFD) by using matrix House of Quality (HOQ) to obtain the criteria of cleaning tools and hand dryers according to the wishes of the community. The results of this study obtained the design of automatic and integrated cleaning tools and hand dryers in one tool that uses a hand sanitizer made of natural antiseptic so that it does not require water and soap and with a price range of Rp.700.000.
此时,冠状病毒大流行导致了日常生活的新适应,通过新的正常规则,有许多禁止公共活动的规则,例如戴口罩,保持距离,在公共场所与物体或人接触后用水或洗手液洗手。这导致对洗手液和公共洗手设施的使用和需求增加。本研究旨在获得符合社区意愿的清洁工具和烘手器的设计。本研究应用质素功能发展(QFD)的方法,是利用矩阵质素屋(HOQ),根据市民的意愿,获得清洁工具及烘手器的标准。本研究的结果获得了一个工具的自动和集成的清洁工具和烘手器的设计,使用天然防腐剂制成的洗手液,不需要水和肥皂,价格范围为70万卢比。
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引用次数: 1
Comparative Study of the Natural Fiber and Artificial Fibre as an Admixture in M30 Grade Concrete M30级混凝土中天然纤维与人造纤维掺合料的比较研究
Pub Date : 2020-10-20 DOI: 10.35940/ijies.k0998.1051220
Ch. Mallika Chowdary, I. Kishore
The Sugarcane Bagasse which is produced in tones every year which can cause inconvenience to environment, we use this material as one of the admixtures in the concrete mix to reduce its effect on surroundings. As we add the material, we can economize the total expenditure on the construction. By using this we are able to improve the ordinary Portland cement through means of strength which can rise the durability of the structure. By using these materials in proportions, we produce various nominal conventional concrete mixes which are very economical and suitable for any environmental conditions. We want to use the sugarcane bagasse as the main source is an eco-friendly material, but only with this material we can’t get good strength hence it imparts strength to the concrete we are using the combination of the sugar cane bagasse and the optical fiber as an admixture. Here the test results give good improvement. Hence low-cost materials with good strength is obtained.
每年大量生产的甘蔗渣会对环境造成不便,我们使用这种材料作为混凝土混合物中的外加剂之一,以减少其对环境的影响。当我们添加材料时,我们可以节省施工的总开支。通过这种方法可以提高普通硅酸盐水泥的强度,从而提高结构的耐久性。通过按比例使用这些材料,我们生产各种标称的常规混凝土混合料,这些混合料非常经济,适合任何环境条件。我们希望使用蔗渣作为主要来源,因为它是一种环保材料,但仅使用这种材料我们无法获得良好的强度,因此它赋予混凝土强度,我们使用蔗渣和光纤作为混合物的组合。在这方面,试验结果得到了很好的改进。因此获得了低成本、高强度的材料。
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引用次数: 0
A Review on Recent Advancements in Roller Compacted Concrete 碾压混凝土研究进展综述
Pub Date : 2020-10-20 DOI: 10.35940/ijies.k0997.1051220
Veerendrakumar C. Khed, Gokulanadh, M. Hemalatha
Roller Compacted Concrete (RCC) is a durable material highly used for Pavements and Dams construction. In this regard being a high qualified material for its many advantages like Faster paving, Labor savings, Tax savings etc., researchers have produced many significant studies and derived the best results by various approaches. Some research includes the study of roller compacted concrete by partial replacement of cementitious minerals such as GGBS, admixtures like Glass fibres, Synthetic Fibres etc. With the help of locally available materials many tests have been conducted and results were shared to the world for further scope of study. Roller compacted concrete (RCC) has many advantages and the main attraction is its low water requirement with high workability and high compaction. This automatically results the outstanding compression strength. Current research has been focused on the improvement of mechanical properties and durability of the roller Compacted concrete incorporating different minerals and materials. In this paper, the Review of the papers have been presented in order to come to an overall understanding of the current progress for the Roller Compacted Concrete which is mainly being used for Roads, pavements, Parking lots and Dams.
碾压混凝土(RCC)是一种耐用的材料,广泛用于道路和水坝建设。在这方面,作为一种高质量的材料,它具有许多优点,如更快的铺装,节省劳动力,节省税收等,研究人员已经进行了许多重要的研究,并通过各种方法获得了最佳结果。一些研究包括通过部分替代胶凝矿物(如GGBS)、外加剂(如玻璃纤维、合成纤维等)来研究碾压混凝土。在当地可用材料的帮助下,进行了许多试验,并向全世界分享了结果,以进一步扩大研究范围。碾压混凝土(RCC)具有许多优点,其主要优点是需水量少、和易性高、压实性好。这自动导致突出的抗压强度。目前的研究主要集中在加入不同的矿物和材料来改善碾压混凝土的力学性能和耐久性。在本文中,对论文的回顾已经提出,以便全面了解碾压混凝土的当前进展,碾压混凝土主要用于道路,人行道,停车场和水坝。
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引用次数: 1
期刊
International Journal of Inventive Engineering and Sciences
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