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Spatio-Temporal Dynamics of Nitrogen Dioxide (NO2) Concentration & its Impacts on Human Health (2010-2022) 2010-2022年中国二氧化氮(NO2)浓度时空动态及其对人体健康的影响
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040317
Faiza Sarwar, S. A. Shirazi, Q. Ain, Farheen Khanum, Qammar Shabbir Rana, Farah Khan
Nitrogen is one of chemical gases which has drastic impact on human health. It is also renowned globally as a major component of climate change. Lahore city has been selected as the study area to conduct this research. The basic objective of this study is to assess the temporal and seasonal change of Nitrogen Dioxide (NO2) concentration in the study area and its effects on human health. For this purpose, the two-phase methodology has been adopted. In the first phase, primary and secondary datasets were collected through an online questionnaire and Environmental Protection Agency (EPA), respectively, while in the second phase, satellite imageries were acquired from NASA Earth Observatory (NEO). An online questionnaire survey was conducted for a better understanding and assessment of NO2 effects on inhabitants. The interpolation technique was applied to show a temporal change in Concentration of NO2 from 2010-2022 and for seasonal change in 2022. Findings of this research showed that NO2 levels are high during winters as compared to summers. Whereas, temporal analysis from 2010-2019 revealed that high dense columns of NO2 were found in 2019 & 2020 and less dense columns were found in 2019, whereas this concentration declined due to the arrival of COVID from 2020 to the end of 2021. The main reason of this decline is the lack of transport or industrial exhaust due to lockdown by COVID. The results of the questionnaire indicate that people encountered diverse health problems due to long- and short-term exposure to NO2. Moreover, this study helps to display the drastic impacts of NO2 concentration on human health and the natural environment.
氮是对人体健康影响巨大的化学气体之一。它也是全球公认的气候变化的主要组成部分。选择拉合尔市作为研究区域进行本研究。本研究的基本目的是评估研究区二氧化氮浓度的时间和季节变化及其对人体健康的影响。为此目的,采用了两阶段方法。在第一阶段,分别通过在线问卷和美国环境保护署(EPA)收集主要和次要数据集,而在第二阶段,获取来自美国宇航局地球观测站(NEO)的卫星图像。为了更好地了解和评估二氧化氮对居民的影响,进行了在线问卷调查。利用插值技术分析了2010-2022年NO2浓度的时间变化和2022年的季节变化。这项研究的结果表明,与夏季相比,冬季的二氧化氮水平较高。2010-2019年的时间分析显示,2019年和2020年NO2浓度较高,2019年NO2浓度较低,但由于2020年至2021年底COVID的到来,NO2浓度有所下降。这种下降的主要原因是由于新冠肺炎封锁导致运输或工业废气的缺乏。问卷调查结果表明,由于长期和短期接触二氧化氮,人们遇到了各种健康问题。此外,本研究有助于揭示NO2浓度对人类健康和自然环境的巨大影响。
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引用次数: 1
Molecular characterization of Deciphering Fungal Community structure in Zea mays L. and Triticum Aestivum L 玉米和小麦真菌群落结构的分子分析
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040313
Kainat Hussain, M. Waseem, Iqra Mumtaz, S. Riaz
Rhizosphere fungi are strongly associated with plant growth and health by providing nutrients and antagonizing pathogens. Commercially, fungus has multipurpose applications in several sectors including beverages, food items and in medicines. Current study aimed to reveal the core fungal community structure of the two leading cereal crops that are Zea mays L. and Triticum aestivum L. The rhizosphere fungal community was explored via morphology, biochemistry and internal transcribe spacer (ITS) metagenomics. On the basis of morphology, the retrieved fungal strains were imprecisely classified into Ascomycota and Zygomycota. The species including Yeast, Botyritis californica, Rhizopus stolonifer, Alternaria tenuissima, Aspergillus terreus, Aspergillus flavus, Aspergillus nidulans, Aspergillus niger and Microsporum canis were identified on the basis of macroscopy and microscope. Moreover, the biochemical characterization depicted the role of fungi in promotion of plant growth. Majority of the isolates depicted catalase activity, indole production, phosphate solubilization, ammonia production, nitrogenase activity and urease activity. Metagenomics using amplicon sequencing of ITS region revealed the presence of 805 Operational Taxonomic Units (OTUs) with 647 OTUs in Zea mays and 620 OTUs in Triticum aestivum. The fungal phyla found in the rhizosphere of Zea mays L. and Triticum aestivum L. were Ascomycota, Basidiomycota, Zygomycota, Chytridiomycota, Incertae sedis fungi. Ascomycota accounted for 93% and 95% of classified fungi in rhizosphere of Zea mays L. and Triticum aestivum L. respectively. The dominant species found in the rhizosphere soil of Zea mays were Gibberella intricans, Curvularia lunata, Lepidosphaeria nicotiae, Edenia gomezpompae and Myrothecium verrucaria.
根际真菌通过提供营养和拮抗病原体与植物生长和健康密切相关。在商业上,真菌在饮料、食品和药品等多个领域有多种用途。本研究旨在揭示两种主要谷类作物玉米(Zea mays L.)和小麦(Triticum aestivum L.)的核心真菌群落结构,通过形态学、生物化学和内部转录间隔(ITS)宏基因组学对根际真菌群落进行了探索。根据菌种形态,将检索到的真菌不精确地分为子囊菌门和颧菌门。通过宏观和显微镜鉴定出酵母菌、加利福尼亚植物炎、匍匐茎霉、柔嫩互花霉、地曲霉、黄曲霉、灰曲霉、黑曲霉和犬小孢子菌等菌种。此外,生物化学表征描述了真菌在促进植物生长中的作用。大多数菌株具有过氧化氢酶活性、吲哚生成、磷酸盐增溶、氨生成、氮酶活性和脲酶活性。利用ITS区扩增子测序进行宏基因组学分析,发现805个操作分类单元(otu),其中玉米647个,小麦620个。玉米和小麦根际真菌门类为子囊菌门、担子菌门、合菌门、壶菌门、英氏菌门。玉米(Zea mays L.)和小麦(Triticum aestivum L.)根际分类真菌中,子囊菌分别占93%和95%。玉米根际土壤的优势种为复杂赤霉素、月曲霉、烟灰鳞片菌、玉米叶线虫和疣密菌。
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引用次数: 0
Diastolic Dysfunction Prediction with Symptoms Using Machine Learning Approach 用机器学习方法预测舒张功能不全症状
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040312
Muhammad Shoaib Anjum, Omer Riaz, Muhammad Salman Latif
Cardiac disease is the major cause of deaths all over the world, with 17.9 million deaths annually, as per World Health Organization reports. The purpose of this study is to enable a cardiologist to early predict the patient’s condition before performing the echocardiography test. This study aims to find out whether diastolic function or diastolic dysfunction using symptoms through machine learning. We used the unexplored dataset of diastolic dysfunction disease in this study and checked the symptoms with cardiologist to be enough to predict the disease. For this study, the records of 1285 patients were used, out of which 524 patients had diastolic function and the other 761 patients had diastolic dysfunction. The input parameters considered in this detection include patient age, gender, BP systolic, BP diastolic, BSA, BMI, hypertension, obesity, and Shortness of Breath (SOB). Various machine learning algorithms were used for this detection including Random Forest, J.48, Logistic Regression, and Support Vector Machine algorithms. As a result, with an accuracy of 85.45%, Logistic Regression provided promising results and proved efficient for early prediction of cardiac disease. Other algorithms had an accuracy as follow, J.48 (85.21%), Random Forest (84.94%), and SVM (84.94%). Using a machine learning tool and a patient’s dataset of diastolic dysfunction, we can declare either a patient has cardiac disease or not.
根据世界卫生组织的报告,心脏病是全世界死亡的主要原因,每年有1790万人死亡。本研究的目的是使心脏病专家能够在进行超声心动图检查之前早期预测患者的病情。本研究旨在通过机器学习找出是舒张功能还是舒张功能不全。在本研究中,我们使用了未开发的舒张功能障碍疾病数据集,并与心脏病专家检查症状以足以预测疾病。本研究使用了1285例患者的记录,其中524例患者有舒张功能,761例患者有舒张功能不全。该检测中考虑的输入参数包括患者年龄、性别、收缩压、舒张压、BSA、BMI、高血压、肥胖和呼吸急促(SOB)。各种机器学习算法用于此检测,包括随机森林,J.48,逻辑回归和支持向量机算法。结果表明,Logistic回归的准确率为85.45%,对心脏疾病的早期预测是有效的。其他算法的准确率分别为J.48(85.21%)、Random Forest(84.94%)和SVM(84.94%)。使用机器学习工具和患者的舒张功能障碍数据集,我们可以宣布患者是否患有心脏病。
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引用次数: 0
How to Combat Against Upcoming Varients of Covid-19 如何对抗即将到来的Covid-19变种
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040304
Mahnoor Zamir, Shakir Mahmood, Z. Ahmad
New variant of Covid 19 poses a threat to re-imagine and re-design our cities, which will result in to reduced transportation and a brighter sky. The key objective of the study intends to enlighten how the new variant of COVID-19 may effect cities and their residents socially, economically, psychologically and to suggest measures to combat the effects of a pandemic. Cities are growth engines, and policymakers can help them become more sustainable by creating jobs, reducing poverty, and assisting in the resilience of cities. This is especially relevant for developing countries, which, in comparison to developed ones, are rapidly urbanizing. The researcher carried out a detailed survey in the case study area (Lahore) to gather the facts regarding the impacts of COVID-19. The reliability analysis technique was used to analyze the results. The variables/factors were reliable at the value of 0.8, and 0.7. The analysis shows that residents faced problems in mobility, daily commute, and unavailability of hospitals and health care units. Residents were affected psychologically as well. The most significant impact of the lockdown which proved itself a blessing was the improvement in air quality and the environment of Lahore. The researcher concluded that the epidemic will have a significant impact on Pakistani city administration and governance. Future decisions will determine if post-COVID cities are more environmentally friendly to construct and manage. However, in addition to economic growth, it is vital to address the social and environmental aspects of long-term sustainability.
Covid - 19的新变种对我们的城市构成了重新想象和重新设计的威胁,这将导致交通减少和天空更加明亮。该研究的主要目的是揭示新型COVID-19如何在社会、经济和心理上影响城市及其居民,并提出应对大流行影响的措施。城市是增长引擎,政策制定者可以通过创造就业、减少贫困和帮助城市增强韧性来帮助城市变得更具可持续性。这对发展中国家尤其重要,因为与发达国家相比,发展中国家正在迅速城市化。研究人员在案例研究地区(拉合尔)进行了详细的调查,以收集有关COVID-19影响的事实。采用可靠性分析技术对结果进行分析。变量/因子在0.8和0.7值时是可靠的。分析表明,居民面临着流动性、日常通勤、医院和医疗机构缺位等问题。居民的心理也受到了影响。封锁最重要的影响是拉合尔的空气质量和环境得到改善,事实证明这是一件好事。这名研究人员得出的结论是,疫情将对巴基斯坦的城市行政和治理产生重大影响。未来的决策将决定后冠状病毒疫情城市的建设和管理是否更加环保。然而,除了经济增长之外,解决长期可持续性的社会和环境问题也至关重要。
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引用次数: 0
Floristic Composition, Biological Spectrum and Distribution Pattern of Floral Biodiversity in Jalalabad Taisot Valley, Gilgit Baltistan 吉尔吉特-巴尔蒂斯坦贾拉拉巴德-泰索特河谷植物区系组成、生物光谱及生物多样性分布格局
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040311
Sobia Arif, S. Haider
Jalalabad is a small village in Gilgit District in Pakistan, located around 20 km east of Gilgit city. Jalalabad village is one of the beautiful valleys located at 35°53.921 N latitude, 074°29.382 E longitude at an altitude of 1500. The present study was carried out from July-August 2021-2022 and was comprised of two main parts. The first part was floristic diversity, the second part was phytosociological studies. The collected specimens consist of (156) plant species that belonged to 119 genera and 49 families. The life forms of the collected species were 62 (72%) where Hemicryptophyte were dominant, 33 (22%) Therophytes, 14 (9%) Chaemophyte, 42 (27%) Phanerophyte and Geophytes were 4 (2%). The breakup of the habit categories shows that the herbs with 103 (66%) species were dominant to show the flora of the study area, followed by shrubs with 17 (10%) species which shows the flora of the study area. Subshrubs by 9 (6%) and trees 27 (22%) contained the flora of the study area. We studied three stands and in each stand, we placed twenty quadrate to recognize the dominant flora based on IVI. We recognized the dominant lifeform Hemicryptophytes and dominant taxa Thaymus linearis held at the highest value (64.259) based on IVI. The phytosociological studies provided all required information from each stand like dominant habit categories, dominant life forms, and dominant taxa in the study area.
贾拉拉巴德是巴基斯坦吉尔吉特地区的一个小村庄,位于吉尔吉特市以东约20公里处。贾拉拉巴德村是美丽的山谷之一,位于北纬35°53.921,东经074°29.382,海拔1500。本研究于2021年7月至2022年8月进行,主要由两个部分组成。第一部分是植物区系多样性,第二部分是植物社会学研究。共收集植物156种,隶属于49科119属。收集到的物种有62种(72%),其中半隐生植物占优势,热生植物33种(22%),潜生植物14种(9%),显生植物42种(27%),地生植物4种(2%)。习性分类表明,草本植物以103种(66%)的优势表现研究区系,灌木以17种(10%)的优势表现研究区系。亚灌木9种(6%),乔木27种(22%)。以3个林分为研究对象,在每个林分上放置20个方形,利用IVI识别优势区系。在IVI基础上,优势生命体半隐体和优势类群Thaymus的线性值最高(64.259)。植物社会学研究提供了研究区各林分的优势习性分类、优势生活型和优势类群等信息。
{"title":"Floristic Composition, Biological Spectrum and Distribution Pattern of Floral Biodiversity in Jalalabad Taisot Valley, Gilgit Baltistan","authors":"Sobia Arif, S. Haider","doi":"10.33411/ijist/2022040311","DOIUrl":"https://doi.org/10.33411/ijist/2022040311","url":null,"abstract":"Jalalabad is a small village in Gilgit District in Pakistan, located around 20 km east of Gilgit city. Jalalabad village is one of the beautiful valleys located at 35°53.921 N latitude, 074°29.382 E longitude at an altitude of 1500. The present study was carried out from July-August 2021-2022 and was comprised of two main parts. The first part was floristic diversity, the second part was phytosociological studies. The collected specimens consist of (156) plant species that belonged to 119 genera and 49 families. The life forms of the collected species were 62 (72%) where Hemicryptophyte were dominant, 33 (22%) Therophytes, 14 (9%) Chaemophyte, 42 (27%) Phanerophyte and Geophytes were 4 (2%). The breakup of the habit categories shows that the herbs with 103 (66%) species were dominant to show the flora of the study area, followed by shrubs with 17 (10%) species which shows the flora of the study area. Subshrubs by 9 (6%) and trees 27 (22%) contained the flora of the study area. We studied three stands and in each stand, we placed twenty quadrate to recognize the dominant flora based on IVI. We recognized the dominant lifeform Hemicryptophytes and dominant taxa Thaymus linearis held at the highest value (64.259) based on IVI. The phytosociological studies provided all required information from each stand like dominant habit categories, dominant life forms, and dominant taxa in the study area.","PeriodicalId":326014,"journal":{"name":"Vol 4 Issue 3","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133751746","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Environmental Monitoring of Smog in Lahore Metropolitan Using GIS Technology 基于GIS技术的拉合尔市区雾霾环境监测
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040301
A. I. Mirza
Smog, a combination of polluted gasses or smoke with fog, brings a harmful breathing environment that mostly exists during the pre-winter season in Lahore. The smog episodes are prevailing over the city which are getting aggregated by smoky fumes, impurities, and dust particles. Severe smog episodes were observed over Lahore mainly during November and December 2019, resulting in adverse environmental conditions e.g., eye irritation, breathing difficulty, and creating very low visibility in and around Lahore. This study is based on eighty-five sample sites from all over Lahore city, to measure the Particulate Matter during smog season. In this study, the risk zones are demarcated based on land use and land covers during pre-winter seasons. It has been revealed through geospatial technology and the evaluation of weather data that local pollution has a greater contribution towards deteriorating the quality of air as compared to the contributions which are regionally active during the smog season. Spatial dispersion of smog has shown the local industrial and vehicular emissions as the major contributor of smog rather regional diffusion of pollutants.
烟雾是受污染的气体或烟雾与雾的结合,在拉合尔的冬季前主要存在有害的呼吸环境。烟雾笼罩着整个城市,烟雾、杂质和尘埃颗粒聚集在一起。拉合尔主要在2019年11月和12月观测到严重的雾霾事件,造成了不利的环境条件,如眼睛刺激、呼吸困难,以及拉合尔及其周边地区能见度极低。本研究基于拉合尔市85个采样点,测量雾霾季节的颗粒物。在本研究中,风险区域是根据土地利用和土地覆盖在冬季前划分的。地理空间技术和对天气资料的评估表明,与雾霾季节的区域性影响相比,局部污染对空气质量恶化的影响更大。雾霾的空间扩散表明,当地的工业和汽车排放是雾霾的主要贡献者,而不是污染物的区域扩散。
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引用次数: 0
Adaptive clustering in energy efficient routing protocol for mobile nodes in WSNs 无线传感器网络中移动节点节能路由协议的自适应聚类
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040322
Zawar Khan Khattak, M. Ashraf
Introduction: Wireless Sensor Networks (WSN) is a collection of large number of small sensor nodes which communicate sensed data over a radio channel covering wide geographical region.Problem statement: A number of algorithms have been developed to enhance the network lifetime of WSN by efficiently utilizing the sources of energy. The most commonly used approach is clustering that is prone to uneven load balancing and instability issues. Furthermore, topological changes in WSN structure especially with mobile nodes significantly effect network lifetime.Methodology: In this study, we have proposed an Adaptive-Cluster-based Energy Efficient Routing Protocol (A-EECBRP), which employs a novel geometrical Voronoi-based configuration to solve load balancing and mobility issues while maintaining network stability and coverage. Furthermore, energy cost function and Energy Harvesters (EH) devices were implemented to reduce energy consumption and increase network life. Moreover, the concept of handshaking and random waypoint model for nodes movement between cluster groups was examined to define mobile nodes.Results: Simulation results obtained from network analysis performed on MATLAB® showed that A-EECBRP reduced energy consumption by almost 1500 rounds as compared to LEACH-M. This significantly improved the network lifetime of WSN as compared to the LEACH-M routing protocol. Therefore, our proposed scheme provides a huge potential for implementing energy-efficient routing protocols in mobile wireless sensor networks.
简介:无线传感器网络(WSN)是大量小型传感器节点的集合,这些节点通过覆盖广泛地理区域的无线电信道传输感知数据。问题陈述:为了有效地利用能源,提高无线传感器网络的网络寿命,已经开发了许多算法。最常用的方法是集群,这种方法容易出现负载平衡不均和不稳定问题。此外,无线传感器网络结构的拓扑变化会显著影响网络的生存时间,尤其是移动节点。方法:在本研究中,我们提出了一种基于自适应簇的节能路由协议(a - eecbrp),该协议采用了一种新的基于voronoi的几何配置来解决负载平衡和移动性问题,同时保持网络稳定性和覆盖范围。此外,还实现了能量成本函数和能量采集器(EH)设备,以降低能源消耗并延长网络寿命。在此基础上,研究了节点在聚类组间移动的握手概念和随机路径点模型来定义移动节点。结果:在MATLAB®上进行的网络分析的仿真结果表明,与LEACH-M相比,A-EECBRP减少了近1500轮的能耗。与LEACH-M路由协议相比,这显著提高了WSN的网络生存时间。因此,我们提出的方案为在移动无线传感器网络中实现节能路由协议提供了巨大的潜力。
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引用次数: 0
Role of Geospatial Technology in Crime Mapping & Analysis: A Case Study of District Kasur, Punjab, Pakistan 地理空间技术在犯罪测绘与分析中的作用:以巴基斯坦旁遮普省卡苏尔地区为例
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040315
Mudassar Khushi, S. Ahmad, Adeel Ahmad, I. Butt, W. Akram, Azeem Akhtar
Crime is a social stigma that needs to be addressed beyond talks. The use of geospatial information technology has become well recognized within the fields of forensic sciences and criminology, especially in the developed world. The current study is an attempt to analyze the distribution and trends of various crime types, including rape, murder, baby kidnapping, vehicle theft, and dacoity in district of Kasur Punjab, Pakistan during the year 2021. (Police station wise crime data) was collected from the District Police Office (DPO), Kasur and interpolation technique was applied and several maps were generated, including crime type, crime rate, and crime density with in study area and statistical illustrations were down users Microsoft Excel software suite. Murder crimes were found highest in the vicinity of Sadar Kasur police station whereas lowest in the vicinity of City Pattoki police station. Alla abad police station reported the highest rape crimes, whereas the lowest crime rate was found in the jurisdiction of Theh Sheikham. Kidnapping were highest in Sadar Kasur and Kot Radhakishen police stations’ vicinity, while it was found to be the lowest in the The Sheikham police station’s jurisdiction. Ganda Singh Wala, Kangan Pur, and Sadar Chunian had the lowest number of vehicle theft, whereas the city Pattoki and Sadar Kasur police stations recorded the highest dacoity crime. The present study suggests that the use of geospatial technology within the study area and beyond by the law enforcement departments can effectively enhance crime control and can help to maintain law and order situations.
犯罪是一种社会耻辱,需要通过对话来解决。地理空间信息技术的使用已在法医科学和犯罪学领域得到广泛认可,特别是在发达国家。目前的研究试图分析2021年巴基斯坦旁遮普Kasur地区各种犯罪类型的分布和趋势,包括强奸、谋杀、绑架婴儿、车辆盗窃和暴力。(警察局的犯罪数据)从地区警察局(DPO)收集,应用Kasur和插值技术,生成了几张地图,包括犯罪类型、犯罪率和犯罪密度,并在研究区域和统计插图中使用Microsoft Excel软件。谋杀犯罪在Sadar Kasur警察局附近最高,而在City Pattoki警察局附近最低。真主安拉abad警察局报告的强奸犯罪最高,而Theh Sheikham辖区的犯罪率最低。在Sadar Kasur和Kot Radhakishen警察局附近,绑架率最高,而在Sheikham警察局管辖范围内,绑架率最低。干达辛格瓦拉、坎干普尔和萨达尔丘尼安的车辆盗窃案数量最少,而帕托基和萨达尔卡苏尔警察局的城市犯罪率最高。本研究显示,执法部门在研究范围内外使用地理空间技术,可有效地加强罪案控制,并有助维持治安。
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引用次数: 0
Analyzing ML-Based IDS over Real-Traffic 基于ml的IDS实时流量分析
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022040306
Shafqat Ali Siyyal, Faheem Yar Khuawar, E. Saba, A. L. Memon, Muhammad Raza Shaikh
The rapid growth of computer networks has caused a significant increase in malicious traffic, promoting the use of Intrusion Detection Systems (IDSs) to protect against this ever-growing attack traffic. A great number of IDS have been developed with some sort of weaknesses and strengths. Most of the development and research of IDS is purely based on simulated and non-updated datasets due to the unavailability of real datasets, for instance, KDD '99, and CIC-IDS-18 which are widely used datasets by researchers are not sufficient to represent real-traffic scenarios. Moreover, these one-time generated static datasets cannot survive the rapid changes in network patterns. To overcome these problems, we have proposed a framework to generate a full feature, unbiased, real-traffic-based, updated custom dataset to deal with the limitations of existing datasets. In this paper, the complete methodology of network testbed, data acquisition and attack scenarios are discussed. The generated dataset contains more than 70 features and covers different types of attacks, namely DoS, DDoS, Portscan, Brute-Force and Web attacks. Later, the custom-generated dataset is compared to various available datasets based on seven different factors, such as updates, practical-to-generate, realness, attack diversity, flexibility, availability, and interoperability. Additionally, we have trained different ML-based classifiers on our custom-generated dataset and then tested/analyzed it based on performance metrics. The generated dataset is publicly available and accessible by all users. Moreover, the following research is anticipated to allow researchers to develop effective IDSs and real traffic-based updated datasets.
计算机网络的快速发展导致恶意流量的显著增加,促使入侵检测系统(ids)的使用来防止这种不断增长的攻击流量。已经开发的大量IDS具有某种优缺点。由于缺乏真实的数据集,大多数IDS的开发和研究都是纯粹基于模拟和未更新的数据集,例如研究者广泛使用的KDD '99和CIC-IDS-18数据集不足以代表真实的流量场景。此外,这些一次性生成的静态数据集无法适应网络模式的快速变化。为了克服这些问题,我们提出了一个框架来生成一个完整的、无偏的、基于真实流量的、更新的自定义数据集,以处理现有数据集的局限性。本文讨论了网络测试平台的完整方法、数据采集和攻击场景。生成的数据集包含70多个特征,涵盖了不同类型的攻击,即DoS、DDoS、端口扫描、暴力破解和Web攻击。然后,将自定义生成的数据集与基于七个不同因素的各种可用数据集进行比较,例如更新、实际生成、真实性、攻击多样性、灵活性、可用性和互操作性。此外,我们在自定义生成的数据集上训练了不同的基于ml的分类器,然后根据性能指标对其进行测试/分析。生成的数据集是公开可用的,所有用户都可以访问。此外,预计以下研究将使研究人员能够开发有效的ids和基于真实流量的更新数据集。
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引用次数: 2
Design and Implementation of Autonomous Trolley with E Billing 电子计费自动小车的设计与实现
Pub Date : 2022-06-30 DOI: 10.33411/ijist/2022020309
Hira Beenish, Saman Khan, Wasif Mairaj, Muhammad Fahad
Shopping became one of the most important tasks that people conduct on a daily basis. A mart is a place where various things can be purchased within a roof. Customers must patiently wait in lengthy lines, especially on weekends, until it is their turn. Due to people's busy schedules, this is a time-consuming process that leaves them exhausted and dissatisfied with the services provided at the checkout counters. We proposed and implemented an autonomous trolley with an electronic billing system. The proposed and developed system is separated into two sections, the first section consists of RFID tags and camera-based product scanning and detection, while the second section consists of bill generation and e-payment. The second output is of a shopping receipt, which was printed using a thermal printer effectively, and smart trolley-based bill detection will be accomplished. This self-billing is a new technology that can present us with numerous advantages. Currently, everyone is familiar with e-payments, and because our system is also based on direct bank transactions. This smart trolley-based bill detection will ultimately be accomplished through the user's bank and Jazz Cash. Automated trolley systems are designed to provide customers with knowledge about their collected items and decision-making abilities based on prior purchase patterns in order to ensure a hassle-free shopping experience.
购物成为人们日常生活中最重要的任务之一。集市是在屋顶上可以买到各种东西的地方。顾客们必须耐心地排长队等候,尤其是在周末,直到轮到他们。由于人们繁忙的日程安排,这是一个耗时的过程,使他们筋疲力尽,并对结账柜台提供的服务不满意。我们提出并实现了一个带有电子计费系统的自动手推车。提出并开发的系统分为两部分,第一部分包括RFID标签和基于摄像头的产品扫描和检测,第二部分包括账单生成和电子支付。第二个输出是使用热敏打印机有效打印的购物收据,并且将完成基于智能手推车的账单检测。这种自动计费是一种新技术,可以为我们提供许多优势。目前,每个人都熟悉电子支付,因为我们的系统也是基于银行直接交易。这种基于智能电车的账单检测最终将通过用户的银行和Jazz Cash来完成。自动购物车系统的设计是为了让顾客了解他们所收集的物品,并根据之前的购买模式做出决策,以确保无忧的购物体验。
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引用次数: 0
期刊
Vol 4 Issue 3
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