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Zero Trust Architecture in Cloud Networks: Application, Challenges and Future Opportunities 云网络中的零信任架构:应用、挑战和未来机遇
Pub Date : 2024-02-13 DOI: 10.9734/jerr/2024/v26i21083
Sina Ahmadi
Cloud computing has become essential in this digital world as it provides opportunities and challenges for organizations. This research explores the implementation and effectiveness of Zero Trust Architecture (ZTA) in addressing security challenges within cloud networks. Utilizing qualitative research methods, including a systematic literature review from 2020 to 2024, the study investigates insights from diverse sources such as journal articles, academic literature, and case studies. Thematic analysis organizes findings into critical themes, revealing ZTA's impact on mitigating lateral movement, reducing insider threat probability, enhancing network micro-segmentation, and improving identity and access management. The comparative analysis demonstrates significant improvements in security incidents post-ZTA implementation. Moreover, the study highlights best practices for ZTA adoption and outlines future advancements, including integration with emerging technologies like machine learning and artificial intelligence. This research underscores ZTA's pivotal role in fortifying cloud network security and offers valuable insights for practitioners and researchers.
云计算已成为当今数字世界的重要组成部分,因为它为企业带来了机遇和挑战。本研究探讨了零信任架构(ZTA)在应对云网络安全挑战方面的实施情况和有效性。本研究采用定性研究方法,包括对 2020 年至 2024 年期间的系统文献进行回顾,从期刊论文、学术文献和案例研究等不同来源获取见解。专题分析将研究结果归纳为关键主题,揭示了 ZTA 对减少横向移动、降低内部威胁概率、加强网络微分割以及改进身份和访问管理的影响。对比分析表明,实施 ZTA 后,安全事件明显减少。此外,研究还强调了采用 ZTA 的最佳实践,并概述了未来的发展,包括与机器学习和人工智能等新兴技术的整合。这项研究强调了 ZTA 在加强云网络安全方面的关键作用,并为从业人员和研究人员提供了宝贵的见解。
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引用次数: 0
Investigation of the Compressive Strength of Sand-Filled Polyethylene Terephthalate Bottles as a Material for Wall Construction 充砂聚对苯二甲酸乙二酯瓶作为墙体建筑材料的抗压强度研究
Pub Date : 2024-02-13 DOI: 10.9734/jerr/2024/v26i21084
Maro Clement Aterezi, B. Dahunsi, M. Onugba
The disposal of plastic wastes in the environment has negatively impacted the environment as plastics are non-biodegradable and contain chemicals that are harmful to humans, animals, plants, and the environment at large. The increased demand for infrastructure across the globe has also resulted in a rapid depletion of natural resources used for the production of construction materials. The need therefore arises for research to proffer solutions that would lead to the better management of plastic wastes, and provide sustainable construction materials. This study evaluated the compressive strength of sand-filled PET bottles (with varying moisture content, 0-15%) and clay bricks incorporating sand-filled PET bottles for wall construction. Cement was used to stabilize the clay at 0%, 10%, and 15% by weight. The compressive strength of the bricks produced was compared with that of control bricks (without sand-filled PET bottles). The results obtained reveal that the compressive strengths of the PET bricks were less than those of the control bricks. An optimum of 2% moisture content of sand is recommended for filling the PET bottles while 15% stabilization of clay with cement is recommended for the production of sand-filled PET bricks. The sand-filled PET bricks can be used for non-load-bearing wall construction as their compressive strengths fall below the minimum requirements of the Nigeria Building and Road Research Institute and the Standards Organization of Nigeria for load-bearing walls.
由于塑料不可生物降解,且含有对人类、动物、植物和整个环境有害的化学物质,在环境中丢弃塑料垃圾对环境造成了负面影响。全球对基础设施需求的增加也导致用于生产建筑材料的自然资源迅速枯竭。因此,有必要开展研究,提出解决方案,以便更好地管理塑料废物,并提供可持续的建筑材料。本研究评估了填充沙子的 PET 瓶子(含水量不同,0-15%)和将填充沙子的 PET 瓶子用于墙体建筑的粘土砖的抗压强度。使用水泥稳定粘土的重量百分比为 0%、10% 和 15%。所生产砖块的抗压强度与对照砖块(不含填充沙的 PET 瓶)的抗压强度进行了比较。结果显示,PET 砖的抗压强度低于对照砖。建议填充 PET 瓶子时沙子的最佳含水量为 2%,而生产填充沙子的 PET 砖时建议用水泥稳定 15%的粘土。充砂 PET 砖可用于非承重墙建筑,因为其抗压强度低于尼日利亚建筑与道路研究所和尼日利亚标准组织对承重墙的最低要求。
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引用次数: 0
Zero Trust Architecture in Cloud Networks: Application, Challenges and Future Opportunities 云网络中的零信任架构:应用、挑战和未来机遇
Pub Date : 2024-02-13 DOI: 10.9734/jerr/2024/v26i21083
Sina Ahmadi
Cloud computing has become essential in this digital world as it provides opportunities and challenges for organizations. This research explores the implementation and effectiveness of Zero Trust Architecture (ZTA) in addressing security challenges within cloud networks. Utilizing qualitative research methods, including a systematic literature review from 2020 to 2024, the study investigates insights from diverse sources such as journal articles, academic literature, and case studies. Thematic analysis organizes findings into critical themes, revealing ZTA's impact on mitigating lateral movement, reducing insider threat probability, enhancing network micro-segmentation, and improving identity and access management. The comparative analysis demonstrates significant improvements in security incidents post-ZTA implementation. Moreover, the study highlights best practices for ZTA adoption and outlines future advancements, including integration with emerging technologies like machine learning and artificial intelligence. This research underscores ZTA's pivotal role in fortifying cloud network security and offers valuable insights for practitioners and researchers.
云计算已成为当今数字世界的重要组成部分,因为它为企业带来了机遇和挑战。本研究探讨了零信任架构(ZTA)在应对云网络安全挑战方面的实施情况和有效性。本研究采用定性研究方法,包括对 2020 年至 2024 年期间的系统文献进行回顾,从期刊论文、学术文献和案例研究等不同来源获取见解。专题分析将研究结果归纳为关键主题,揭示了 ZTA 对减少横向移动、降低内部威胁概率、加强网络微分割以及改进身份和访问管理的影响。对比分析表明,实施 ZTA 后,安全事件明显减少。此外,研究还强调了采用 ZTA 的最佳实践,并概述了未来的发展,包括与机器学习和人工智能等新兴技术的整合。这项研究强调了 ZTA 在加强云网络安全方面的关键作用,并为从业人员和研究人员提供了宝贵的见解。
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引用次数: 0
Investigation of the Compressive Strength of Sand-Filled Polyethylene Terephthalate Bottles as a Material for Wall Construction 充砂聚对苯二甲酸乙二酯瓶作为墙体建筑材料的抗压强度研究
Pub Date : 2024-02-13 DOI: 10.9734/jerr/2024/v26i21084
Maro Clement Aterezi, B. Dahunsi, M. Onugba
The disposal of plastic wastes in the environment has negatively impacted the environment as plastics are non-biodegradable and contain chemicals that are harmful to humans, animals, plants, and the environment at large. The increased demand for infrastructure across the globe has also resulted in a rapid depletion of natural resources used for the production of construction materials. The need therefore arises for research to proffer solutions that would lead to the better management of plastic wastes, and provide sustainable construction materials. This study evaluated the compressive strength of sand-filled PET bottles (with varying moisture content, 0-15%) and clay bricks incorporating sand-filled PET bottles for wall construction. Cement was used to stabilize the clay at 0%, 10%, and 15% by weight. The compressive strength of the bricks produced was compared with that of control bricks (without sand-filled PET bottles). The results obtained reveal that the compressive strengths of the PET bricks were less than those of the control bricks. An optimum of 2% moisture content of sand is recommended for filling the PET bottles while 15% stabilization of clay with cement is recommended for the production of sand-filled PET bricks. The sand-filled PET bricks can be used for non-load-bearing wall construction as their compressive strengths fall below the minimum requirements of the Nigeria Building and Road Research Institute and the Standards Organization of Nigeria for load-bearing walls.
由于塑料不可生物降解,且含有对人类、动物、植物和整个环境有害的化学物质,在环境中丢弃塑料垃圾对环境造成了负面影响。全球对基础设施需求的增加也导致用于生产建筑材料的自然资源迅速枯竭。因此,有必要开展研究,提出解决方案,以便更好地管理塑料废物,并提供可持续的建筑材料。本研究评估了填充沙子的 PET 瓶子(含水量不同,0-15%)和将填充沙子的 PET 瓶子用于墙体建筑的粘土砖的抗压强度。使用水泥稳定粘土的重量百分比为 0%、10% 和 15%。所生产砖块的抗压强度与对照砖块(不含填充沙的 PET 瓶)的抗压强度进行了比较。结果显示,PET 砖的抗压强度低于对照砖。建议填充 PET 瓶子时沙子的最佳含水量为 2%,而生产填充沙子的 PET 砖时建议用水泥稳定 15%的粘土。充砂 PET 砖可用于非承重墙建筑,因为其抗压强度低于尼日利亚建筑与道路研究所和尼日利亚标准组织对承重墙的最低要求。
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引用次数: 0
The Effect of Extreme Temperature and Air Pollutant on Cardiovascular Disease in Ondo-State Nigeria 极端温度和空气污染物对尼日利亚翁多州心血管疾病的影响
Pub Date : 2024-02-09 DOI: 10.9734/jerr/2024/v26i21082
Babalola Abayomi Danlami, Babalola Toju Esther, Aliyu Abdulaziz Bello
This study investigates the relationship between extreme temperatures, air pollutants, and cardiovascular disease in Ondo State, Nigeria. Geographic Information System (GIS) satellite mapping techniques were utilized to analyze the spatial distribution of environmental parameters including methane, carbon monoxide, nitrogen dioxide, sulfur dioxide, and temperature across Ondo State. Data was obtained for the years 2020, 2021, and 2022 to allow for temporal analysis. The parameters exhibited some variations across different local government areas, indicating potential differences in exposure. 2020 data on cardiovascular disease and death cases revealed distinct spatial patterns, with northern regions showing higher disease burden compared to southern areas. The findings highlight the need for targeted public health interventions based on region-specific environmental and health profiles. Enhanced monitoring, continued research on emerging factors, and translation of evidence into policies and community initiatives is recommended to mitigate environmental risks and promote cardiovascular health across Ondo State. Overall, the study demonstrates the utility of GIS mapping for investigating complex connections between environmental factors and health outcomes to guide informed prevention strategies.
本研究调查了尼日利亚翁多州极端气温、空气污染物和心血管疾病之间的关系。研究利用地理信息系统(GIS)卫星绘图技术分析了翁多州甲烷、一氧化碳、二氧化氮、二氧化硫和温度等环境参数的空间分布。为了进行时间分析,我们获得了 2020 年、2021 年和 2022 年的数据。这些参数在不同的地方政府辖区之间存在一些差异,这表明潜在的暴露差异。2020 年的心血管疾病和死亡病例数据显示出明显的空间模式,北部地区的疾病负担高于南部地区。研究结果突出表明,有必要根据特定地区的环境和健康状况采取有针对性的公共卫生干预措施。建议加强监测,继续研究新出现的因素,并将证据转化为政策和社区倡议,以减轻环境风险,促进整个翁多州的心血管健康。总之,这项研究表明,地理信息系统制图可用于调查环境因素与健康结果之间的复杂联系,以指导明智的预防战略。
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引用次数: 0
The Effect of Extreme Temperature and Air Pollutant on Cardiovascular Disease in Ondo-State Nigeria 极端温度和空气污染物对尼日利亚翁多州心血管疾病的影响
Pub Date : 2024-02-09 DOI: 10.9734/jerr/2024/v26i21082
Babalola Abayomi Danlami, Babalola Toju Esther, Aliyu Abdulaziz Bello
This study investigates the relationship between extreme temperatures, air pollutants, and cardiovascular disease in Ondo State, Nigeria. Geographic Information System (GIS) satellite mapping techniques were utilized to analyze the spatial distribution of environmental parameters including methane, carbon monoxide, nitrogen dioxide, sulfur dioxide, and temperature across Ondo State. Data was obtained for the years 2020, 2021, and 2022 to allow for temporal analysis. The parameters exhibited some variations across different local government areas, indicating potential differences in exposure. 2020 data on cardiovascular disease and death cases revealed distinct spatial patterns, with northern regions showing higher disease burden compared to southern areas. The findings highlight the need for targeted public health interventions based on region-specific environmental and health profiles. Enhanced monitoring, continued research on emerging factors, and translation of evidence into policies and community initiatives is recommended to mitigate environmental risks and promote cardiovascular health across Ondo State. Overall, the study demonstrates the utility of GIS mapping for investigating complex connections between environmental factors and health outcomes to guide informed prevention strategies.
本研究调查了尼日利亚翁多州极端气温、空气污染物和心血管疾病之间的关系。研究利用地理信息系统(GIS)卫星绘图技术分析了翁多州甲烷、一氧化碳、二氧化氮、二氧化硫和温度等环境参数的空间分布。为了进行时间分析,我们获得了 2020 年、2021 年和 2022 年的数据。这些参数在不同的地方政府辖区之间存在一些差异,这表明潜在的暴露差异。2020 年的心血管疾病和死亡病例数据显示出明显的空间模式,北部地区的疾病负担高于南部地区。这些发现突出表明,有必要根据特定地区的环境和健康状况采取有针对性的公共卫生干预措施。建议加强监测,继续研究新出现的因素,并将证据转化为政策和社区倡议,以减轻环境风险,促进整个翁多州的心血管健康。总之,这项研究表明,地理信息系统制图可用于调查环境因素与健康结果之间的复杂联系,以指导明智的预防战略。
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引用次数: 0
Physical and Chemical Scrutiny of Obizi River in Awka South Local Government Area of Anambra State, Nigeria for Domestic Consumption 尼日利亚阿南布拉州阿卡南地方政府辖区奥比齐河的物理和化学检查,供国内使用
Pub Date : 2024-02-06 DOI: 10.9734/jerr/2024/v26i21080
E. C. Nwanna, L. Orakwe, E. C. Chukwuma, C. Nwachukwu, C. D. Okpala, J. I. Maduegbuna, H. C. Oyeoka
The Obizi River in the Awka South Local Government Area of Anambra State was examined physically and chemically to evaluate its contamination level and suitability for home use. It is important for recreational, fishing, cooking, drinking, and other applications. Its typical applications for drinking, cooking, fishing, recreational activities and other uses are limited since it flows through a canal that might be contaminated by industrial, agricultural, and other human activities. Nitrate mg/l, nitrite mg/l, magnesium mg/l, zinc mg/l, total dissolved solid (TDS) mg/l, hardness mg/l, sulphate mg/l, phosphate mg/l, alkalinity mg/l, acidity mg/l, sodium mg/l, biological oxygen demand (BOD) mg/l, chemical oxygen demand (COD) mg/l, total suspended solid (TSS) mg/l, TS mg/l, oxygen demand (OD) mg/l, and potassium mg/l are among the parameters that were evaluated. Total dissolved solids (TSS) were calculated as the difference between total solids and total dissolved solids. The zinc and nitrate elements within the samples were measured using the ultraviolet (UV) VIS spectrophotometric method. Sulphate was determined turbidimetrically by the absorption spectrophotometry. Magnesium content, total hardness, and alkalinity were measured through titration. TDS (mg/L) was measured with a Multi-Meter (HI 991300, Hanna Equipments, Romania), potassium and sodium ions were assessed by flame photometric technique, chemical oxygen demand (COD) was identified photometrically using the SpectroQuant Nova 60 COD cell test (Merck) in the range of 10 – 150 mg/L. Biological oxygen demand (BOD) was determined using the OxiDirect BOD system and total suspended solids (TSS) was calculated as the difference between total solids and total dissolved solids. Phosphates were measured using the ascorbic acid method, total solids were estimated gravimetrically, and oxygen demand (OD) was measured on-site using a dissolved oxygen meter JENWAY-3405 (Manufacturer: Barloworld Scientific Ltd., England). To find out if the results were significant or not, the parameters were subjected to an ANOVA single factor analysis. The analysis's conclusion was that the data were statistically not significant. Since nitrate and OD were above the World Health Organization's (WHO) limit while most other physicochemical parameters were below it, the ANOVA result showed that there was no significant difference between the physicochemical characteristics of the water samples. With the exception of nitrite and OD, which are above the WHO limit for domestic drinking water and other purposes, it was discovered that the majority of the physicochemical parameters fell within the organization's water quality standards for these purposes. As a result, the water quality is not good and should not be drunk unless treated.
对阿南布拉州阿卡南地方政府区的奥比齐河进行了物理和化学检查,以评估其污染程度和是否适合家庭使用。水对娱乐、垂钓、烹饪、饮用和其他用途都很重要。由于其流经的运河可能受到工业、农业和其他人类活动的污染,因此其在饮用、烹饪、钓鱼、娱乐活动和其他用途方面的典型应用受到限制。评估的参数包括:硝酸盐毫克/升、亚硝酸盐毫克/升、镁毫克/升、锌毫克/升、溶解固体总量 (TDS) 毫克/升、硬度毫克/升、硫酸盐毫克/升、磷酸盐毫克/升、碱度毫克/升、酸度毫克/升、钠毫克/升、生物需氧量 (BOD) 毫克/升、化学需氧量 (COD) 毫克/升、悬浮固体总量 (TSS) 毫克/升、TS 毫克/升、需氧量 (OD) 毫克/升和钾毫克/升。总溶解固体 (TSS) 是根据总固体和总溶解固体之差计算得出的。样本中的锌和硝酸盐元素采用紫外线 (UV) VIS 分光光度法进行测量。硫酸盐用吸收分光光度法进行浊度测定。镁含量、总硬度和碱度通过滴定法测量。总溶解氧(毫克/升)用万用表(HI 991300,Hanna Equipments,罗马尼亚)测量,钾离子和钠离子用火焰光度法评估,化学需氧量(COD)用 SpectroQuant Nova 60 COD 细胞测试仪(默克)在 10 - 150 毫克/升范围内进行光度鉴定。生物需氧量(BOD)用 OxiDirect BOD 系统测定,总悬浮固体(TSS)按总固体和总溶解固体之差计算。磷酸盐用抗坏血酸法测定,总固体用重力法估算,需氧量(OD)用溶解氧仪 JENWAY-3405(制造商:英国 Barloworld Scientific Ltd.)现场测定。为了确定结果是否显著,对这些参数进行了方差分析和单因素分析。分析得出的结论是,数据在统计上并不显著。由于硝酸盐和 OD 值都高于世界卫生组织(WHO)规定的限值,而其他大多数理化参数都低于该限值,因此方差分析结果表明,水样的理化特性之间没有明显差异。除了亚硝酸盐和 OD 超过世界卫生组织规定的家庭饮用水和其他用途的限值外,大部分理化参数都符合该组织规定的这些用途的水质标准。因此,水质不佳,除非经过处理,否则不应饮用。
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引用次数: 0
Customer Churn Prediction using Machine Learning Models 使用机器学习模型预测客户流失率
Pub Date : 2024-02-06 DOI: 10.9734/jerr/2024/v26i21081
Glory Sam, P. Asuquo, Bliss Stephen
Customer churn is a critical concern for the telecommunication industry. Understanding and predicting customer churn can lead to more effective retention strategies and an increase in profitability. Predicting customer churn allows telecommunication companies to identify potentially dissatisfied customers early on and take proactive measures to retain them. Due to a large client base, the telecom industry generates a large volume of data on a daily basis. Decision makers and business analysts stressed that acquiring new customers is more expensive than retaining existing ones. Business analysts and customer relationship management (CRM) analysts must understand the reasons for customer churn as well as behaviour patterns from existing churn data. This paper proposes a churn prediction model that uses classication and clustering techniques to identify churn customers and provides the factors that contribute to customer churning in the telecom sector. The results presented shows that XBoost and Random Forest achieved higher prediction accuracy when compared to K- Nearest Neighbours, Support Vector Machines and Decision Trees in terms of accuracy, precision, F1-Score and recall.
客户流失是电信行业的一个重要问题。了解和预测客户流失率可以制定更有效的客户挽留战略,提高盈利能力。预测客户流失率可以让电信公司及早发现潜在的不满意客户,并采取积极措施留住他们。由于客户群庞大,电信行业每天都会产生大量数据。决策者和业务分析师强调,获取新客户比留住老客户成本更高。业务分析师和客户关系管理 (CRM) 分析师必须从现有的客户流失数据中了解客户流失的原因和行为模式。本文提出了一个客户流失预测模型,该模型使用分类和聚类技术来识别流失客户,并提供电信行业客户流失的因素。研究结果表明,与 K- 近邻、支持向量机和决策树相比,XBoost 和随机森林在准确率、精确度、F1-分数和召回率方面都达到了更高的预测精度。
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引用次数: 0
Physical and Chemical Scrutiny of Obizi River in Awka South Local Government Area of Anambra State, Nigeria for Domestic Consumption 尼日利亚阿南布拉州阿卡南地方政府辖区奥比齐河的物理和化学检查,供国内使用
Pub Date : 2024-02-06 DOI: 10.9734/jerr/2024/v26i21080
E. C. Nwanna, L. Orakwe, E. C. Chukwuma, C. Nwachukwu, C. D. Okpala, J. I. Maduegbuna, H. C. Oyeoka
The Obizi River in the Awka South Local Government Area of Anambra State was examined physically and chemically to evaluate its contamination level and suitability for home use. It is important for recreational, fishing, cooking, drinking, and other applications. Its typical applications for drinking, cooking, fishing, recreational activities and other uses are limited since it flows through a canal that might be contaminated by industrial, agricultural, and other human activities. Nitrate mg/l, nitrite mg/l, magnesium mg/l, zinc mg/l, total dissolved solid (TDS) mg/l, hardness mg/l, sulphate mg/l, phosphate mg/l, alkalinity mg/l, acidity mg/l, sodium mg/l, biological oxygen demand (BOD) mg/l, chemical oxygen demand (COD) mg/l, total suspended solid (TSS) mg/l, TS mg/l, oxygen demand (OD) mg/l, and potassium mg/l are among the parameters that were evaluated. Total dissolved solids (TSS) were calculated as the difference between total solids and total dissolved solids. The zinc and nitrate elements within the samples were measured using the ultraviolet (UV) VIS spectrophotometric method. Sulphate was determined turbidimetrically by the absorption spectrophotometry. Magnesium content, total hardness, and alkalinity were measured through titration. TDS (mg/L) was measured with a Multi-Meter (HI 991300, Hanna Equipments, Romania), potassium and sodium ions were assessed by flame photometric technique, chemical oxygen demand (COD) was identified photometrically using the SpectroQuant Nova 60 COD cell test (Merck) in the range of 10 – 150 mg/L. Biological oxygen demand (BOD) was determined using the OxiDirect BOD system and total suspended solids (TSS) was calculated as the difference between total solids and total dissolved solids. Phosphates were measured using the ascorbic acid method, total solids were estimated gravimetrically, and oxygen demand (OD) was measured on-site using a dissolved oxygen meter JENWAY-3405 (Manufacturer: Barloworld Scientific Ltd., England). To find out if the results were significant or not, the parameters were subjected to an ANOVA single factor analysis. The analysis's conclusion was that the data were statistically not significant. Since nitrate and OD were above the World Health Organization's (WHO) limit while most other physicochemical parameters were below it, the ANOVA result showed that there was no significant difference between the physicochemical characteristics of the water samples. With the exception of nitrite and OD, which are above the WHO limit for domestic drinking water and other purposes, it was discovered that the majority of the physicochemical parameters fell within the organization's water quality standards for these purposes. As a result, the water quality is not good and should not be drunk unless treated.
对阿南布拉州阿卡南地方政府区的奥比齐河进行了物理和化学检查,以评估其污染程度和是否适合家庭使用。水对娱乐、垂钓、烹饪、饮用和其他用途都很重要。由于其流经的运河可能受到工业、农业和其他人类活动的污染,因此其在饮用、烹饪、钓鱼、娱乐活动和其他用途方面的典型应用受到限制。评估的参数包括:硝酸盐毫克/升、亚硝酸盐毫克/升、镁毫克/升、锌毫克/升、溶解固体总量 (TDS) 毫克/升、硬度毫克/升、硫酸盐毫克/升、磷酸盐毫克/升、碱度毫克/升、酸度毫克/升、钠毫克/升、生物需氧量 (BOD) 毫克/升、化学需氧量 (COD) 毫克/升、悬浮固体总量 (TSS) 毫克/升、TS 毫克/升、需氧量 (OD) 毫克/升和钾毫克/升。总溶解固体 (TSS) 是根据总固体和总溶解固体之差计算得出的。样本中的锌和硝酸盐元素采用紫外线 (UV) VIS 分光光度法进行测量。硫酸盐用吸收分光光度法进行浊度测定。镁含量、总硬度和碱度通过滴定法测量。总溶解氧(毫克/升)用万用表(HI 991300,Hanna Equipments,罗马尼亚)测量,钾离子和钠离子用火焰光度法评估,化学需氧量(COD)用 SpectroQuant Nova 60 COD 细胞测试仪(默克)在 10 - 150 毫克/升范围内进行光度鉴定。生物需氧量(BOD)用 OxiDirect BOD 系统测定,总悬浮固体(TSS)按总固体和总溶解固体之差计算。磷酸盐用抗坏血酸法测定,总固体用重力法估算,需氧量(OD)用溶解氧仪 JENWAY-3405(制造商:英国 Barloworld Scientific Ltd.)现场测定。为了确定结果是否显著,对这些参数进行了方差分析和单因素分析。分析得出的结论是,数据在统计上并不显著。由于硝酸盐和 OD 值都高于世界卫生组织(WHO)规定的限值,而其他大多数理化参数都低于该限值,因此方差分析结果表明,水样的理化特性之间没有明显差异。除了亚硝酸盐和 OD 超过世界卫生组织规定的家庭饮用水和其他用途的限值外,大部分理化参数都符合该组织规定的这些用途的水质标准。因此,水质不佳,除非经过处理,否则不应饮用。
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引用次数: 0
Customer Churn Prediction using Machine Learning Models 使用机器学习模型预测客户流失率
Pub Date : 2024-02-06 DOI: 10.9734/jerr/2024/v26i21081
Glory Sam, P. Asuquo, Bliss Stephen
Customer churn is a critical concern for the telecommunication industry. Understanding and predicting customer churn can lead to more effective retention strategies and an increase in profitability. Predicting customer churn allows telecommunication companies to identify potentially dissatisfied customers early on and take proactive measures to retain them. Due to a large client base, the telecom industry generates a large volume of data on a daily basis. Decision makers and business analysts stressed that acquiring new customers is more expensive than retaining existing ones. Business analysts and customer relationship management (CRM) analysts must understand the reasons for customer churn as well as behaviour patterns from existing churn data. This paper proposes a churn prediction model that uses classication and clustering techniques to identify churn customers and provides the factors that contribute to customer churning in the telecom sector. The results presented shows that XBoost and Random Forest achieved higher prediction accuracy when compared to K- Nearest Neighbours, Support Vector Machines and Decision Trees in terms of accuracy, precision, F1-Score and recall.
客户流失是电信行业的一个重要问题。了解和预测客户流失率可以制定更有效的客户挽留战略,提高盈利能力。预测客户流失率可以让电信公司及早发现潜在的不满意客户,并采取积极措施留住他们。由于客户群庞大,电信行业每天都会产生大量数据。决策者和业务分析师强调,获取新客户比留住老客户成本更高。业务分析师和客户关系管理 (CRM) 分析师必须从现有的客户流失数据中了解客户流失的原因和行为模式。本文提出了一个客户流失预测模型,该模型使用分类和聚类技术来识别流失客户,并提供电信行业客户流失的因素。研究结果表明,与 K- 近邻、支持向量机和决策树相比,XBoost 和随机森林在准确率、精确度、F1-分数和召回率方面都达到了更高的预测精度。
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引用次数: 0
期刊
Journal of Engineering Research and Reports
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