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Comparison Using Intelligent Systems for Data Prediction and Near Miss Detection Techniques 使用智能系统进行数据预测和近失误检测技术的比较
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-12-21 DOI: 10.47836/pjst.32.1.20
Lek Ming Lim, S. Sathasivam, Mohd. Tahir Ismail, Ahmad Sufril Azlan Mohamed, Olayemi Joshua Ibidoja, Majid Khan Majahar Ali
Malaysia ranks third among ASEAN countries in terms of deaths due to accidents, with an alarming increase in the number of fatalities each year. Road conditions contribute significantly to near-miss incidents, while the inefficiency of installed CCTVs and the lack of monitoring system algorithms worsen the situation. The objective of this research is to address the issue of increasing accidents and fatalities on Malaysian roads. Specifically, the study aims to investigate the use of video technology and machine learning algorithms for the car detection and analysis of near-miss accidents. To achieve this goal, the researchers focused on Penang, where the MBPP has deployed 1841 CCTV cameras to monitor traffic and document near-miss accidents. The study utilised the YOLOv3, YOLOv4, and Faster RCNN algorithms for vehicle detection. Additionally, the study employed image processing techniques such as Bird’s Eye View and Social Distancing Monitoring to detect and analyse how near misses occur. Various video lengths (20s, 40s, 60s and 80s) were tested to compare the algorithms’ error detection percentage and test duration. The results indicate that Faster RCNN beats YOLOv3 and YOLOV4 in car detection with low error detection, whereas YOLOv3 and YOLOv4 outperform near-miss detection, while Faster RCNN does not perform it. Overall, this study demonstrates the potential of video technology and machine learning algorithms in near-miss accident detection and analysis. Transportation authorities can better understand the causes of accidents and take appropriate measures to improve road safety using these models. This research can be a foundation for further traffic safety and accident prevention studies.
马来西亚的事故死亡人数在东盟国家中排名第三,每年的死亡人数都在惊人地增长。道路状况在很大程度上导致了近乎失误的事故,而安装的闭路电视效率低下和缺乏监控系统算法则使情况更加恶化。本研究旨在解决马来西亚道路上事故和死亡人数不断增加的问题。具体来说,本研究旨在调查视频技术和机器学习算法在汽车检测和近乎失误事故分析中的应用。为了实现这一目标,研究人员将重点放在了槟城,因为槟城交通管理局已在那里部署了 1841 个闭路电视摄像头,以监控交通并记录差点发生的事故。研究利用 YOLOv3、YOLOv4 和 Faster RCNN 算法进行车辆检测。此外,该研究还采用了图像处理技术,如鸟瞰图和社交距离监控,来检测和分析近距离失误是如何发生的。测试了各种视频长度(20 秒、40 秒、60 秒和 80 秒),以比较算法的错误检测率和测试持续时间。结果表明,Faster RCNN 在低错误检测的汽车检测方面优于 YOLOv3 和 YOLOV4,而 YOLOv3 和 YOLOv4 在近失误检测方面表现出色,而 Faster RCNN 则没有。总之,本研究展示了视频技术和机器学习算法在近失误事故检测和分析方面的潜力。交通管理部门可以利用这些模型更好地了解事故原因,并采取适当措施改善道路安全。这项研究可以为进一步的交通安全和事故预防研究奠定基础。
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引用次数: 0
Estimation of Leachate Volume and Treatment Cost Avoidance Through Waste Segregation Programme in Malaysia 马来西亚通过垃圾分类计划估算沥滤液量和避免的处理成本
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-12-21 DOI: 10.47836/pjst.32.1.19
Josfirin Uding Rangga, Sharifah Norkhadijah Syed Ismail, I. Rasdi, K. Karuppiah
This study aims to calculate the avoided leachate volume and treatment cost from waste segregation practices compared to the existing waste disposal methods of landfilling. The mathematical equations were used to analyse the waste segregation rate, leachate volume and treatment cost. The study findings reveal that 99.4% of mixed waste was disposed of in landfills, resulting in an annual generation of 565 thousand cubic meters (m3) of leachate with an estimated treatment cost of MYR 19.82 million (USD 4.36 million). The segregated waste, which accounts for only 0.06%, reduces 354 m3 in leachate volume and a cost-saving of MYR 12.42 thousand (USD 2.73 thousand) in the treatment expenses per year. The findings concluded that waste segregation practice could reduce waste management costs by reducing leachate production and treatment costs and environmental impacts.
本研究旨在计算与现有的垃圾填埋处理方法相比,垃圾分类做法可避免的沥滤液量和处理成本。数学公式用于分析废物分类率、沥滤液量和处理成本。研究结果显示,99.4% 的混合垃圾被填埋处理,每年产生 56.5 万立方米的沥滤液,估计处理成本为 1982 万马来西亚令吉(436 万美元)。垃圾分类仅占 0.06%,却减少了 354 立方米的沥滤液,每年节省处理费用 1.242 万马来西亚令吉(273 万美元)。研究结果认为,垃圾分类做法可以减少沥滤液的产生和处理成本以及对环境的影响,从而降低垃圾管理成本。
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引用次数: 0
Understanding the Degradation of Carbofuran in Agricultural Area: A Review of Fate, Metabolites, and Toxicity 了解克百威在农业区的降解:命运、代谢物和毒性综述
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-12-21 DOI: 10.47836/pjst.32.1.17
N. S. Baharudin, Harlina Ahmad, Md Sohrab Hossain
Pesticides are commonly applied in agriculture to manage pests, parasites, weeds, and other crop diseases to maximise product output value and minimise or reduce yield losses. Pesticides are widely and indiscriminately used in crop production in most countries. Carbofuran is a highly toxic insecticide commonly used to protect crops in agricultural areas. Exposure to carbofuran can cause harmful effects on both the ecological environment and human health, particularly on non-target species such as birds and aquatic organisms. Carbofuran continues to be used, although it has been banned in some countries. This review paper highlights carbofuran usage, its residue, toxicity, and mechanisms of degradation pathways in water, soil, and food, especially in agriculture. It has been shown that hydrolysis, photolysis, and microbial degradation are the main pathways for carbofuran degradation. Carbofuran phenol is significantly less toxic than all photo-metabolites, while 3-ketocarbofuran and 3-hydroxycarbofuran are practically as harmful as the parent compound. Hence, more study is needed on degradation pathways that may thoroughly minimise the toxicity of this deadly pesticide.
农药通常用于农业,以防治害虫、寄生虫、杂草和其他作物病害,从而最大限度地提高产品产值,减少或降低产量损失。大多数国家在作物生产中广泛滥用农药。克百威是一种剧毒杀虫剂,常用于保护农业地区的农作物。接触克百威会对生态环境和人类健康造成有害影响,尤其是对鸟类和水生生物等非目标物种。尽管有些国家已经禁用克百威,但它仍在继续使用。本综述文件重点介绍了克百威的使用、残留、毒性以及在水、土壤和食物(尤其是农业)中的降解途径机制。研究表明,水解、光解和微生物降解是克百威降解的主要途径。呋喃苯酚的毒性明显低于所有光代谢物,而 3-ketocarbofuran 和 3-hydroxycarbofuran 的危害实际上与母体化合物相当。因此,需要对降解途径进行更多研究,以彻底降低这种致命农药的毒性。
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引用次数: 0
Phenolics-Enhancing Piper sarmentosum (Roxburgh) Extracts Pre-Treated with Supercritical Carbon Dioxide and its Correlation with Cytotoxicity and α-Glucosidase Inhibitory Activities 用超临界二氧化碳预处理的酚类增强型胡椒(罗克斯堡)提取物及其与细胞毒性和α-葡萄糖苷酶抑制活性的相关性
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-12-21 DOI: 10.47836/pjst.32.1.18
M. S. R. Hamil, Fauziahanim Zakaria, Lee Chong Yew, Norzilawati Pauzi, K. S. Mohd, N. H. Saidan
Piper sarmentosum was found to have various phytochemicals such as polyphenols and flavonoids but also contains asarone isomers, which were reported as carcinogenic in several preclinical studies. Therefore, reducing asarone isomers from this functional food is important while retaining its functional properties. This study compares the total phenolics, total flavonoids, vitexin and naringenin contents, cytotoxicity, and anti-hyperglycaemic activity between various solvent extracts using a two-step extraction with SC-CO2 pre-treatment and a single-step conventional solvent extraction without SC-CO2 pre-treatment. The findings showed that phenolic content was significantly enhanced in ethanol, 50% ethanol, and water extracts pre-treated with SC-CO2, significantly correlated with α-glucosidase inhibitory activity. SC-CO2 pre-treated extracts enhanced the viability of two normal fibroblasts NIH/3T3 and CCD-18Co cell lines. It is concluded that SC-CO2 extraction offers a rapid pre-treatment step to produce safer extracts with better quality and efficacy.
研究发现,瓜蒌中含有多种植物化学物质,如多酚和类黄酮,但也含有asarone 异构体,据几项临床前研究报告,asarone 异构体具有致癌性。因此,在保留其功能特性的同时,减少这种功能性食品中的asarone 异构体含量非常重要。本研究比较了经 SC-CO2 预处理的两步提取法和未经 SC-CO2 预处理的单步传统溶剂提取法提取的各种溶剂提取物的总酚类、总黄酮类、牡荆素和柚皮苷含量、细胞毒性和抗高血糖活性。研究结果表明,经 SC-CO2 预处理的乙醇提取物、50% 乙醇提取物和水提取物中的酚含量明显提高,这与α-葡萄糖苷酶的抑制活性显著相关。经 SC-CO2 预处理的提取物可增强 NIH/3T3 和 CCD-18Co 两种正常成纤维细胞的活力。结论是,SC-CO2 萃取提供了一个快速预处理步骤,可生产出更安全、质量更好、功效更高的提取物。
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引用次数: 0
Proportions of Green Area and Tree Health on University Campus: The Impact of Pavement Presence 大学校园绿地比例与树木健康:路面存在的影响
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-11-24 DOI: 10.47836/pjst.32.1.11
Nur Ain Aiman Abd Rahim, R. Zakaria, A. Mansor, Mohd Ashraf Mohamad Ismail, Nik Fadzly N Rosely
Sustainable urban ecosystems require healthy green spaces that provide ecological services to meet social and environmental needs. This study evaluates the proportion of green areas in the urban campus and assesses the effects of pavement on the health of Samanea saman. The MAPIR Normalised Difference Vegetation Index (NDVI) camera mounted on a drone captured a proportion of green areas of approximately 27.80%, which is roughly a quarter of the total study sites. However, the significance of green areas depends on the health of the trees. Therefore, the pavement effects on the health status of trees in green areas were studied using Visual Tree Assessment (VTA) and aerial image analysis using the MAPIR (NDVI) camera on a drone. Although both methods evaluate health status, the final outputs differed. VTA produced categorical outputs, which assigned trees into health categories based on a visual assessment of factors. In contrast, NDVI produced linear outputs, which provided a numerical value to demonstrate tree health. Both methods indicate that trees in non-paved areas are healthier, particularly for the excellent trees identified by the VTA, which suggests that pavement negatively impacts tree health. However, the effects of paved and non-paved areas on tree health status analysis using the aerial image are not significant (p>0.05), which may be due to the low quality and accuracy of the images. The study provides insights into the importance of green areas and tree health in creating sustainable urban ecosystems.
可持续的城市生态系统需要健康的绿色空间来提供生态服务,以满足社会和环境需求。本研究评估了城市校园中的绿地比例,并评估了铺装路面对萨马内亚萨马内亚健康的影响。安装在无人机上的 MAPIR 归一化差异植被指数(NDVI)相机拍摄到的绿地比例约为 27.80%,约占研究地点总数的四分之一。然而,绿地的重要性取决于树木的健康状况。因此,我们使用树木目测评估(VTA)和无人机上的 MAPIR(NDVI)相机进行航空图像分析,研究了人行道对绿地内树木健康状况的影响。虽然这两种方法都能评估健康状况,但最终输出结果却不同。VTA 的输出结果是分类的,根据对各种因素的视觉评估将树木划分为不同的健康类别。相比之下,NDVI 产生的是线性输出,提供一个数值来说明树木的健康状况。两种方法都表明,未铺设路面地区的树木更健康,特别是 VTA 确定的优秀树木,这表明铺设路面对树木健康有负面影响。然而,使用航空图像分析铺装路面和非铺装路面区域对树木健康状况的影响并不显著(P>0.05),这可能是由于图像的质量和准确性较低。该研究为绿地和树木健康在创建可持续城市生态系统中的重要性提供了启示。
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引用次数: 0
Chromatography and Spectroscopy Methods for the Analysis of Nicotine and Other Chemical Ingredients in E-Liquid Formulation: A Review 分析电子液体配方中尼古丁和其他化学成分的色谱法和光谱法:综述
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-11-24 DOI: 10.47836/pjst.32.1.08
Mohd Rashidi Abdull Manap, Noor Hazfalinda Hamzah, Qhurratul Aina Kholili, Fatin Abu Hasan, Azhana Alhumaira
Spectroscopy and chromatography methods have become the most preferred techniques for detecting ingredients in e-liquid analysis. Both methods are widely used for separating and quantifying volatile compounds in a sample, providing individual chemical information in complex mixtures. This paper aims to review the detection and quantification of nicotine and other chemical ingredients in e-liquid used in e-cigarettes. E-cigarettes use the evaporation-condensation principle of aerosolization to produce an inhaled vapor containing nicotine, excipients, and flavoring agents. This review covers sample preparation, identification, and quantification of nicotine and other ingredients using chromatography and spectroscopy analysis. The spectroscopy methods are useful for quickly identifying and quantifying volatile compounds, including propylene glycol (PG), vegetable glycol (VG), and nicotine, while spectroscopic methods, particularly the Attenuated Total Reflectance-Fourier Transform Infrared Spectroscopy (ATR-FTIR) method, have lower analytical performance compared to chromatography methods in detecting nicotine and other chemical ingredients. Based on the review, chromatographic methods are the primary option for analyzing nicotine in all e-liquid samples, offering a better alternative for a future study with the presence of multiple detectors.
光谱法和色谱法已成为电子液体分析中检测成分的首选技术。这两种方法都广泛用于分离和量化样品中的挥发性化合物,提供复杂混合物中的单个化学信息。本文旨在回顾电子烟所用电子液体中尼古丁和其他化学成分的检测和定量。电子烟利用气溶胶的蒸发-凝结原理产生含有尼古丁、辅料和调味剂的吸入蒸汽。本综述涉及使用色谱法和光谱分析法进行尼古丁和其他成分的样品制备、鉴定和定量。光谱分析方法有助于快速鉴定和定量挥发性化合物,包括丙二醇(PG)、植物乙二醇(VG)和尼古丁,而光谱分析方法,特别是衰减全反射-傅立叶变换红外光谱法(ATR-FTIR),在检测尼古丁和其他化学成分方面的分析性能低于色谱分析方法。根据综述,色谱法是分析所有电子液体样品中尼古丁的主要选择,为今后使用多种检测器进行研究提供了更好的替代方法。
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引用次数: 0
The Effect of Nutrients in Anodic Chamber to the Performance of Microbial Fuel Cell (MFC) 阳极室中的营养物质对微生物燃料电池(MFC)性能的影响
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-11-24 DOI: 10.47836/pjst.32.1.12
Nashley Ursula Mundi Ujai, S. K. Sahari, M. Sawawi, K. Kipli, Asmahani Awang, Mohamad Rusop Mahmood, Lilik Hasanah, A. R. Kram, Zainab Ngaini
This paper describes a device known as a Single-chamber Microbial Fuel Cell (SMFC) that was used to generate bioelectricity from plant waste containing lignocellulosic components, such as bamboo leaves, rice husk and coconut waste, with various anodic chamber substrate compositions. The maximum power density among all assembled SMFCs was determined to be 231.18 mW/m2, generated by coconut waste. This model’s bioelectricity production was enhanced by adding organic compost to the anodic chamber, which acts as a catalyst in the system. The maximum power density of 788.58 mW/m2 was attained using a high proportion of coconut waste (CW) and organic compost. These results show that the higher percentage of lignin in CW improved the bioelectricity of SMFC.
本文介绍了一种被称为单室微生物燃料电池(SMFC)的装置,该装置用于利用含有木质纤维素成分的植物废料(如竹叶、稻壳和椰子废料)产生生物电力,其阳极室基质成分各不相同。在所有组装的 SMFC 中,椰子废料产生的最大功率密度被确定为 231.18 mW/m2。通过在阳极室中添加有机堆肥,在系统中起到催化剂的作用,提高了该模型的生物发电量。使用高比例的椰子废料(CW)和有机堆肥,可获得 788.58 mW/m2 的最大功率密度。这些结果表明,CW 中木质素的比例越高,SMFC 的生物电能就越高。
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引用次数: 0
Investigation of Blended Seaweed Waste Recycling Using Black Soldier Fly Larvae 利用黑兵蝇幼虫对混合海藻废料回收利用的研究
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-11-24 DOI: 10.47836/pjst.32.1.13
I. Septiariva, I. W. Suryawan, Wisnu Prayogo, S. Suhardono, Ariyanti Sarwono
Seaweed waste is often found in the coastal areas of Indonesia. Along with other waste, large quantities of seaweed will disrupt the ecosystem and harm the surrounding environment. Therefore, treating seaweed waste effectively and efficiently is necessary to mitigate such adverse effects. This study processed seaweed waste using Black Soldier Fly (BSF) larvae to accelerate waste degradation, reducing the waste buildup. The characteristics of waste, the feeding treatment, chemical content, and parameters of waste processing were assessed. Based on the results, seaweed waste contains highly organic compounds, potentially used as fertilizer or animal feed. The feeding method demonstrated that the mass of BSF larvae increased according to the intensity of the feeding treatment. The total waste degradation obtained from the BSF larvae was 72.61% with a waste reduction index of 1.87 g/day, and the efficiency of digested feed was 7.61% with feeding treatment every three days. The chemical composition of BSF pre-pupae, pupae, and residues was also evaluated to determine their feasibility as animal feed and biomass. The results suggested that pre-pupae and pupae comprise protein, fat, calcium, and phosphorus. At the same time, the waste residue has a C-organic and N-organic ratio of 13%–14% and is an alternative for future waste-to-energy applications. Overall, BSF offers a great prospect in generating high-value products and simultaneously serves as a strategy for efficient waste management.
印尼沿海地区经常发现海藻垃圾。大量海藻与其他废物一起会破坏生态系统,损害周围环境。因此,有必要切实有效地处理海藻垃圾,以减轻这些不利影响。本研究利用黑兵蝇(BSF)幼虫处理海藻垃圾,以加速垃圾降解,减少垃圾堆积。研究评估了废物的特性、喂养处理、化学成分和废物处理参数。结果表明,海藻垃圾含有高有机化合物,可用作肥料或动物饲料。喂养方法表明,BSF 幼虫的数量随着喂养处理强度的增加而增加。BSF 幼虫的废物总降解率为 72.61%,废物减少指数为 1.87 克/天,每三天喂食一次,消化饲料的效率为 7.61%。还对 BSF 蛹前、蛹和残渣的化学成分进行了评估,以确定其作为动物饲料和生物质的可行性。结果表明,前蛹和蛹含有蛋白质、脂肪、钙和磷。同时,废物残渣的 C 有机物和 N 有机物比率为 13%-14%,是未来废物变能源应用的替代品。总之,BSF 在生产高价值产品方面前景广阔,同时也是一种有效的废物管理策略。
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引用次数: 0
High-performance THz Metallic Axial Mode Helix Antenna with Optimised Truncated Hollow Cone Ground Plane for 6G Wireless Communication System 用于 6G 无线通信系统的高性能 THz 金属轴向模式螺旋天线与优化截顶空心锥形地平面
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-11-24 DOI: 10.47836/pjst.32.1.15
Zahraa Raad Mayoof Hajiyat, A. Ismail, A. Sali, M. Hamidon
The Terahertz (THz) band antenna configuration operates in the 0.1–10 THz frequency range and offers a stable performance for future 6th Generation (6G) wireless communication systems. However, the available metallic axial mode helix antenna designs exhibit a peak directivity of lower than 18 dBi within 0.5–1 THz, making it inappropriate to be applied in wireless communication systems. Therefore, this study proposed a high-performance THz metallic five-turn axial mode helix antenna with an optimised truncated hollow cone ground plane for 6G wireless communication systems. Following the creation of the proposed antenna design using cost-effective copper (annealed), the truncated hollow cone ground plane of the THz axial mode helix antenna was optimised via simulation in a Computer Simulation Technology Microwave Studio (CST MWS) software and a verification of the proposed THz antenna design in Analysis System High-Frequency Structure Simulator (Ansys HFSS) software for a fair comparison. Based on the results, the proposed THz metallic axial mode helix antenna with optimised truncated hollow cone ground plane recorded an impedance bandwidth of 0.46 THz, Fractional Bandwidth (FBW) of 61.33% for |S11| ≤ -10 dB, and a maximum directivity and realised gain of 21.8 dBi and 21.5 dBi at 0.85 THz, respectively. Within the 0.5–1 THz, the proposed optimised THz antenna design achieved an outstanding performance, including an FBW of more than 50%, excellent directivity of higher than 15.8 dBi, radiation efficiency of greater than 87%, circular polarisation, and low-profile helix turns. In short, the proposed THz metallic axial mode helix antenna with optimised truncated hollow cone ground plane design is appropriate for various THz 6G wireless applications.
太赫兹(THz)频段天线配置工作在 0.1-10 THz 频率范围内,为未来的第六代(6G)无线通信系统提供了稳定的性能。然而,现有的金属轴模螺旋天线设计在 0.5-1 太赫兹范围内的峰值指向性低于 18 dBi,不适合应用于无线通信系统。因此,本研究提出了一种高性能太赫兹金属五匝轴向模式螺旋天线,该天线具有优化的截顶空心锥接地平面,适用于 6G 无线通信系统。在使用高性价比铜(退火)设计出拟议的天线后,通过计算机仿真技术微波工作室(CST MWS)软件的仿真优化了太赫兹轴模螺旋天线的截顶空心锥形地平面,并在分析系统高频结构仿真器(Ansys HFSS)软件中对拟议的太赫兹天线设计进行了验证,以进行公平比较。结果表明,带有优化截顶空心锥接地平面的拟议太赫兹金属轴模螺旋天线的阻抗带宽为 0.46 THz,|S11| ≤ -10 dB 时的分数带宽 (FBW) 为 61.33%,在 0.85 THz 时的最大指向性和实际增益分别为 21.8 dBi 和 21.5 dBi。在 0.5-1 太赫兹范围内,所提出的优化太赫兹天线设计实现了出色的性能,包括 50%以上的 FBW、高于 15.8 dBi 的出色指向性、大于 87% 的辐射效率、圆极化和低剖面螺旋匝数。简而言之,所提出的太赫兹金属轴模螺旋天线采用了优化的截顶空心锥地平面设计,适用于各种太赫兹 6G 无线应用。
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引用次数: 0
An Attribute-based Data Privacy Classification Through the Bayesian Theorem to Raise Awareness in Public Data Sharing Activity 通过贝叶斯定理进行基于属性的数据隐私分类,提高公共数据共享活动的意识
IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-11-24 DOI: 10.47836/pjst.32.1.14
Nur Aziana Azwani Abdul Aziz, M. Hussin, Nur Raidah Salim
The growth of the digital era with diverse existing electronic platforms offers information sharing and leads to the realization of a culture of knowledge. Vast amounts of data and information can be reached anywhere at any time, fingertips away. These data are public because people are willing to share them on digital platforms like social media. It should be noted that not all information is supposed to be made public; some is supposed to be kept private or confidential. However, people always misunderstand and are misled about which data needs to be secured and which can be shared. We proposed an attribute-based data privacy classification model using a Naïve Bayesian classifier in this work. It aims to identify and classify metadata (attributes) commonly accessible on digital platforms. We classified the attributes that had been collected into three privacy classes. Each class represents a level of data privacy in terms of its risk of breach. The public (respondent) is determined according to different ages to gather their perspective on the unclassified attribute data. The input from the survey is then used in the Naïve Bayesian classifier to formulate data weights. Then, the sorted privacy data in the class is sent back to the respondent to get their agreement on the class of attributes. We compare our approach with another classifier approach. The result shows fewer conflicting reactions from the respondents to our approach. This study could make the public aware of the importance of disclosing their information on open digital platforms.
随着数字时代的发展,现有的各种电子平台提供了信息共享,实现了知识文化。人们可以随时随地通过指尖获取大量数据和信息。这些数据之所以公开,是因为人们愿意在社交媒体等数字平台上分享这些数据。需要注意的是,并非所有信息都应该公开,有些信息应该是私人或保密的。然而,人们总是误解和被误导哪些数据需要保护,哪些数据可以共享。在这项工作中,我们使用奈伊夫贝叶斯分类器提出了一种基于属性的数据隐私分类模型。该模型旨在对数字平台上常见的元数据(属性)进行识别和分类。我们将收集到的属性分为三个隐私等级。每个类别都代表了数据隐私的泄露风险等级。根据不同年龄确定公众(受访者),收集他们对未分类属性数据的看法。然后,将调查输入的信息用于奈伊夫贝叶斯分类器,以制定数据权重。然后,将分类后的隐私数据发回给受访者,以获得他们对属性类别的认同。我们将我们的方法与另一种分类器方法进行了比较。结果显示,受访者对我们的方法产生的冲突反应较少。这项研究可以让公众意识到在开放式数字平台上披露信息的重要性。
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引用次数: 0
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