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Exploration of Clean Water Provision Endeavors in Residential Facilities for Construction Workers within the National Capital Development Area (IKN), Indonesia 印度尼西亚国家首都开发区(IKN)建筑工人住宅设施清洁水供应工作的探索
Pub Date : 2024-03-29 DOI: 10.9734/jerr/2024/v26i41127
Robby Marzuki, Purwanto
Clean water is one of the basic needs to support human life. As the population grows, the need for clean water also increases. In the development of the National Capital area in North Penajam Paser, a lot of clean water will be needed. The study aims to find out alternative steps that will be taken to increase the fulfillment of clean water needs in the construction area of flats housing construction workers (HPK) in the National Capital Region (IKN) North Penajam Paser Regency, East Kalimantan Province, Indonesia. The study was carried out in the construction area of flats housing construction workers in the National Capital Region, North Penajam Paser Regency, East Kalimantan Province, Indonesia. The data collected is in the form of qualitative data, namely a description of the study location in general, and quantitative data: number of residents, water needs per person, number of flats for worker housing, and rain conditions in the study area. The techniques used to collect data that are appropriate to the object of study are observation, interviews, institutional visits, and literature review. The analytical methods used are: (1) a qualitative approach using descriptive analysis which describes the existing conditions of the study area, (2) analysis of population projections and (3) analysis of clean water supply. The study results in a show that efforts to provide clean water in HPK IKN can be done other than dams and reservoirs, namely by harvesting rainwater through infiltration wells, rainwater collection ponds, bio pore absorption holes, rain gardens, porous paving blocks, and storage reservoirs.
清洁水是人类生活的基本需求之一。随着人口的增长,对清洁水的需求也在增加。在北 Penajam Paser 国家首都区的发展过程中,将需要大量的清洁水。本研究旨在找出替代措施,以提高印度尼西亚东加里曼丹省北 Penajam Paser 县国家首都区(IKN)住宅建筑工人(HPK)施工区对清洁水需求的满足程度。本研究在印度尼西亚东加里曼丹省北彭纳贾姆-帕瑟行政区国家首都地区的单位住房建筑工人施工区进行。收集数据的形式包括定性数据(即对研究地点的总体描述)和定量数据(居民人数、人均用水需求、工人住房单位数量和研究地区的雨水状况)。用于收集与研究对象相适应的数据的技术包括观察、访谈、机构访问和文献综述。使用的分析方法有(1) 采用描述性分析的定性方法,描述研究地区的现有条件;(2) 人口预测分析;(3) 清洁水供应分析。研究结果表明,除水坝和水库外,还可以通过渗透井、雨水收集池、生物孔隙吸收孔、雨水花园、多孔铺路砖和蓄水池收集雨水,为 HPK IKN 提供清洁水。
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引用次数: 0
Advancing Manufacturing Efficiency through Real-time Production Monitoring and Control Systems 通过实时生产监测和控制系统提高制造效率
Pub Date : 2024-03-28 DOI: 10.9734/jerr/2024/v26i41125
O. Okuyelu, O. Adaji, Bakhtiyar Doskenov
The advantages of both real-time production monitoring and control systems in enhancing the advancement of manufacturing efficiency cannot be overlooked. Manufacturing industries need to meet customers’ demand while still maximizing their profits via avoiding emergency shutdown of plants during production. Nonetheless, quality products with high purity level should be supplied uninterruptedly without breakage of supply chain. In recent times, failure of many of manufacturing industries to deliver their products to end users have been cited and reported. This was due to inadequate scheduling which was not being monitored via real-time production and control systems. There is need to tackle this problem which calls for the adoption of real-time production monitoring and control systems. In this paper, the concepts behind the use of real-time production monitoring and control systems were discussed. Consideration was given to how real-time production monitoring can be integrated in manufacturing. The features of real-time control systems were discussed alongside with their industrial applications in various disciplines of Engineering. Data analysis and prognostics, data collection, visualization module and data storage were identified as the relevant sequential steps in real time production monitoring in advancing manufacturing efficiency. In conclusion, the significance and importance of real-time production monitoring and control systems in advancing manufacturing efficiency have been revealed and discussed in this paper.
实时生产监控系统在提高生产效率方面的优势不容忽视。制造业既要满足客户需求,又要避免在生产过程中紧急关闭工厂,从而实现利润最大化。然而,高质量、高纯度的产品应在不中断供应链的情况下源源不断地供应。近来,许多制造业都出现了无法向最终用户交付产品的情况。这是由于没有通过实时生产和控制系统进行监控的不适当调度造成的。要解决这一问题,就必须采用实时生产监测和控制系统。本文讨论了使用实时生产监控系统背后的概念。考虑了如何将实时生产监控集成到制造业中。讨论了实时控制系统的特点及其在各工程学科中的工业应用。数据分析和预测、数据收集、可视化模块和数据存储被确定为实时生产监控提高制造效率的相关连续步骤。总之,本文揭示并讨论了实时生产监控系统在提高生产效率方面的意义和重要性。
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引用次数: 0
Predicting Onset of Sand Production in Oil Wells using Machine Learning 利用机器学习预测油井产砂开始时间
Pub Date : 2024-03-27 DOI: 10.9734/jerr/2024/v26i41123
Gorei Nkela Ngochindo, Amieibibama Joseph
Sand production in oil wells is a significant challenge that negatively impacts productivity  and compromise equipment integrity. This study explores the application of Optimized Support Vector Machine (SVM) binary classification algorithm to predict the onset of sand production in oil wells. A dataset from 63 oil wells was utilized, and class labels were determined based on the bulk and shear modulus product.  The model development incorporated geological and mechanical parameters that could influence sand detachment such as: Young’s modulus, Poisson’s ratio, minimum and maximum horizontal stresses, overburden pressure, pore pressure, depth, fracture gradient, and formation strength. Instances above the threshold of 8E+11 were classified as indicative of no sand production, while those below were considered potential sand production scenarios. The SVM model demonstrated remarkable accuracy in predicting sand production onset, trained and tested rigorously with field data. The model's accuracy was evaluated  using statistical parameters, such as: accuracy (ACC), sensitivity (SE), specificity (SP), and Matthew's Correlation Coefficient (MCC). From the results, the model achieved a score of 1 across   all parameters, indicating high reliability and accuracy in sand production prediction. The practical implications of this model are significant, offering assistance to completion engineers in making proactive decisions regarding sand control strategies. Furthermore, the integration of this model into oil and gas industry processes can optimize operational efficiency by foreseeing potential sand production events, hence, preventing production impairment and ensuring loss prevention. 
油井产砂是一项重大挑战,会对生产率产生负面影响并损害设备的完整性。本研究探讨了优化支持向量机(SVM)二元分类算法在预测油井出砂方面的应用。研究使用了来自 63 口油井的数据集,并根据体积和剪切模量乘积确定了类标签。 模型开发纳入了可能影响砂脱落的地质和机械参数,例如杨氏模量、泊松比、最小和最大水平应力、覆土压力、孔隙压力、深度、裂缝梯度和地层强度。高于 8E+11 临界值的情况被归类为不产砂,而低于 8E+11 临界值的情况则被视为潜在的产砂情况。SVM 模型在预测产砂开始方面表现出了极高的准确性,并通过现场数据进行了严格的训练和测试。该模型的准确性使用统计参数进行评估,如:准确性 (ACC)、灵敏度 (SE)、特异性 (SP) 和马修相关系数 (MCC)。从结果来看,该模型在所有参数上都达到了 1 分,表明其在产沙量预测方面具有很高的可靠性和准确性。该模型的实际意义重大,有助于完井工程师就防砂策略做出前瞻性决策。此外,将该模型集成到油气行业流程中,可以通过预测潜在的产砂事件来优化运营效率,从而防止生产受损,确保损失预防。
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引用次数: 0
Analyzing the Impact of Pressure Ratio Variation on Gas Power Plant Performance at Takoradi Thermal Power Station 分析压力比变化对塔科拉迪热电站燃气发电厂性能的影响
Pub Date : 2024-03-27 DOI: 10.9734/jerr/2024/v26i41124
E. Duodu, Evans Kwaku Seim Mbrah, John Nana Otchere
This study investigates the influence of pressure ratio variation on the performance of a gas turbine plant located at Aboadze, Ghana. The operational data including daily hourly measurements of pressure ratio, power output, ambient temperature, and gas fuel flow rate were collected during field visits conducted in February and March 2021. The thermal efficiency was computed using a validated equation, and data were analyzed using MAT LAB. The study reveals significant temporal fluctuations in the pressure ratio, power output, and thermal efficiency, highlighting the dynamic nature of the gas turbine plant's performance during daily operation. It was also observed that as the pressure ratio increases, the power output and thermal efficiency also increases and vice versa. The average highest and lowest pressure ratio recorded between February and March 2021 were 10.40 and 9.84 respectively, with corresponding average highest and lowest power output of 109 MW and 102 MW respectively. The result also showed an average daily variation in pressure ratio of 0.35 with corresponding power output difference of 5.25 MW. The finding showed that averagely, the lowest thermal efficiency and the highest thermal efficiency were 27.00 % and 28.00 % respectively. This study is of crucial importance for optimizing power generation efficiency and ensuring sustainable energy production. By studying a specific gas turbine plant located in Aboadze, Ghana, this research contributes valuable insights into the operational characteristics of such plants in the region.
本研究调查了压力比变化对加纳阿博阿泽燃气轮机发电厂性能的影响。在 2021 年 2 月和 3 月进行的实地考察中收集了运行数据,包括压力比、功率输出、环境温度和气体燃料流量的每日每小时测量值。热效率通过验证方程计算得出,数据使用 MAT LAB 进行分析。研究显示,压力比、功率输出和热效率存在明显的时间波动,凸显了燃气轮机发电厂在日常运行中的动态性能。研究还发现,随着压力比的增加,功率输出和热效率也随之增加,反之亦然。2021 年 2 月至 3 月期间记录的平均最高和最低压力比分别为 10.40 和 9.84,相应的平均最高和最低功率输出分别为 109 兆瓦和 102 兆瓦。结果还显示,压力比的日平均变化为 0.35,相应的功率输出差异为 5.25 兆瓦。研究结果表明,平均而言,最低热效率和最高热效率分别为 27.00 % 和 28.00 %。这项研究对于优化发电效率和确保可持续能源生产至关重要。通过研究位于加纳阿博阿泽的一家特定燃气轮机发电厂,本研究为了解该地区此类发电厂的运行特点提供了宝贵的见解。
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引用次数: 0
Comparative Analysis of Piston Rings Made with Aluminum Titanium Carbide (AlTiC-75-2) and Carbon Cast Steel (AISI 1540) Materials Using Numerical Method 使用数值方法对碳化钛铝(AlTiC-75-2)和碳素铸钢(AISI 1540)材料制成的活塞环进行比较分析
Pub Date : 2024-03-26 DOI: 10.9734/jerr/2024/v26i41120
E. Duodu, Vivian Hinneh, Kannie Winston Kuttin, John Nana Otchere
Aim: The main purpose of this study is to perform a comparative analysis of piston rings made with aluminum titanium carbide (AlTiC-75-2) and carbon cast steel (AISI 1540) materials using numerical method.  Study Design: Numerical methods.Materials and Methods: The 3D piston rings were modelled with SOLIDWORDS version 2019 and imported to ANSYS 2020 RI environment for simulation and analysis.Results: The study revealed that AISI 1540 and AlTiC-75-2 had maximum deformations of 1.0356 mm and 1.0773 mm, respectively. Also, when the equivalent elastic strains of the piston rings were compared, it was revealed that, the maximum and minimum elastic strain of the AlTiC-75-2 piston was 4.8826e-3 and 2.2581e-5, respectively, whiles the maximum and minimum elastic strain of AISI 1540 was 2.1878e-5 and 2.1878e-5 respectively. Numerical results further showed that AISI 1540 piston suffered the least elastic strain while the AlTiC piston ring endured more elastic strain. Furthermore, results showed that the maximum Von Mises stresses induced in AlTiC-75-2 and AISI 1540 piston rings were 915.2 MPa and 911.27 MPa, respectively, which implies that stresses induced in both rings were beneath the compressive yield strengths of the individual materials, therefore both rings could withstand the load imposed.Conclusion: Result shows that the AISI 1540 ring has high minimum value than AlTiC which makes it more suitable material in terms of failure as against AlTiC-75-2 with a low minimum safety factor of 0.094187 as against 0.10182 for carbon cast steel. The study therefore recommends that AlTiC-75-2 should be considered as one of the most suitable materials for piston ring design.
目的:本研究的主要目的是使用数值方法对碳化钛铝(AlTiC-75-2)和碳素铸钢(AISI 1540)材料制成的活塞环进行比较分析。 研究设计:数值方法:使用 SOLIDWORDS 2019 版对三维活塞环进行建模,并导入 ANSYS 2020 RI 环境进行仿真分析:研究发现,AISI 1540 和 AlTiC-75-2 的最大变形量分别为 1.0356 mm 和 1.0773 mm。此外,在比较活塞环的等效弹性应变时发现,AlTiC-75-2 活塞的最大和最小弹性应变分别为 4.8826e-3 和 2.2581e-5,而 AISI 1540 的最大和最小弹性应变分别为 2.1878e-5 和 2.1878e-5。数值结果进一步表明,AISI 1540 活塞承受的弹性应变最小,而 AlTiC 活塞环承受的弹性应变更大。此外,结果表明,AlTiC-75-2 和 AISI 1540 活塞环中产生的最大 Von Mises 应力分别为 915.2 兆帕和 911.27 兆帕,这意味着这两种活塞环中产生的应力都低于个别材料的压缩屈服强度,因此这两种活塞环都能承受所施加的载荷:结果表明,与 AlTiC-75-2 相比,AISI 1540 卡环的最低安全系数为 0.094187,而碳素铸钢的最低安全系数为 0.10182,AISI 1540 卡环的最低安全系数高于 AlTiC,因此更适合作为失效材料。因此,研究建议将 AlTiC-75-2 作为活塞环设计的最合适材料之一。
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引用次数: 0
Intelligent Energy Management System: Harnessing Fuzzy Logic for Charge Control 智能能源管理系统:利用模糊逻辑进行充电控制
Pub Date : 2024-03-26 DOI: 10.9734/jerr/2024/v26i41119
R. I. Areola, A.O. Adetunmbi, Thomas O. Okimi
Aim: Charge controller that leverages fuzzy logic was developed to enhance the efficiency of traditional charge controllers. A model was constructed and assessed for its performance through MATLAB/Simulink. It allows for flexibility in controlling the variability of renewable energy sources. It also improves the efficiency and lifespan of energy storage systems while minimizing the impact on the grid and environment.  Study of the design: The PV system consists of a PV module, PWM inverter, MPPT controller and DC-DC converter which are connected using MATLAB/Simulink environment. Methodology: we conducted validation tests to substantiate the advantages of our fuzzy charge controller. The creation of fuzzy rules was based on the system's performance and subsequently translated into precise values with the assistance of a fuzzy inference system. This Research Project was Completed in Two Months. Results: Our findings clearly demonstrate that the implementation of fuzzy logic control results in superior charge controller performance. This, in turn, safeguards against battery discharging and overcharging during unpredictable weather conditions. Conclusion: These protective measures are made possible through the decision-making capabilities of the DC-DC buck-boost converter, which effectively regulates both the voltage and current output of the PV module.
目的: 开发了利用模糊逻辑的充电控制器,以提高传统充电控制器的效率。通过 MATLAB/Simulink 构建了一个模型,并对其性能进行了评估。它可以灵活地控制可再生能源的变化。它还能提高储能系统的效率和寿命,同时最大限度地减少对电网和环境的影响。 设计研究:光伏系统由光伏模块、PWM 逆变器、MPPT 控制器和 DC-DC 转换器组成,并使用 MATLAB/Simulink 环境进行连接。方法:我们进行了验证测试,以证实我们的模糊充电控制器的优势。模糊规则的创建基于系统的性能,随后在模糊推理系统的帮助下转化为精确值。该研究项目在两个月内完成。成果:我们的研究结果清楚地表明,实施模糊逻辑控制后,充电控制器的性能更加出色。这反过来又防止了电池在不可预测的天气条件下放电和过度充电。结论直流-直流降压-升压转换器的决策能力有效地调节了光伏模块的电压和电流输出,从而使这些保护措施成为可能。
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引用次数: 0
The Current State of Hydrogen-Enriched Engine Development 富氢发动机的研发现状
Pub Date : 2024-03-26 DOI: 10.9734/jerr/2024/v26i41121
Xu Zhang, Jiaqi Wang, Zhichao Lou, Shaokai Shen, Jintao Meng, Chunjian Zhou
In recent years, with the further strengthening of environmental protection, researchers have paid extensive attention to the hydrogen-enriched engine. hydrogen-enriched mix hydrogen with conventional fuels and are designed to reduce exhaust emissions, improve combustion efficiency and enhance power performance. Proper hydrogen incorporation can reduce carbon emissions and nitrogen oxide emissions, and improve engine power output and combustion efficiency. In this paper, four kinds of hydrogen-enriched engines are introduced comprehensively, and the effects of hydrogen-enriched ratio on combustion and emission performance of engines are analyzed, as well as the effects of different technologies on hydrogen-enriched engines. The research results show that hydrogen-enriched engines have significant advantages in reducing emissions, improving combustion efficiency and enhancing power performance, and become one of the important technologies for the future automotive industry to transition to clean energy.
近年来,随着环境保护的进一步加强,研究人员对富氢发动机给予了广泛关注。富氢发动机将氢与传统燃料混合,旨在减少尾气排放、提高燃烧效率和动力性能。适当加入氢气可以减少碳排放和氮氧化物排放,提高发动机的动力输出和燃烧效率。本文全面介绍了四种富氢发动机,分析了富氢配比对发动机燃烧和排放性能的影响,以及不同技术对富氢发动机的影响。研究结果表明,富氢发动机在降低排放、提高燃烧效率、提升动力性能等方面具有显著优势,成为未来汽车工业向清洁能源转型的重要技术之一。
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引用次数: 0
Optimizing Hydrogen and Ammonia Injection Timing for Enhanced Mixture Formation in Internal Combustion Engines 优化氢气和氨气的喷射时间,以增强内燃机中混合气的形成
Pub Date : 2024-03-26 DOI: 10.9734/jerr/2024/v26i41122
Shuman Guo, Zhichao Lou, Xu Zhang, Shaokai Shen, Jintao Meng, Jiaqi Wang, Chunjian Zhou
Hydrogen and ammonia are two carbon-free alternative fuels for engines. They represent some of the most viable pathways toward achieving our objectives of energy conservation and reducing emissions. To research the quality of the hydrogen-ammonia-air mixture formation under different hydrogen/ammonia injection timing, a three-dimensional simulation model for a PFI(Port Fuel Injection) hydrogen internal combustion engine with the inlet, outlet, valves and cylinder was established using Converge software. Research focused on the space distribution characteristics and variation law of velocity field, concentration field and turbulent kinetic energy under different injection timings in order to reveal the influence of these parameters on hydrogen-ammonia-air mixture formation process. The results showed that hydrogen injection should be neither too early nor too late. Backfiring can be initiated too early or too late. Therefore, the optimum starting point for hydrogen/ammonia injection should be 338°CA.
氢气和氨气是发动机的两种无碳替代燃料。它们是实现节能减排目标最可行的途径之一。为了研究不同氢气/氨气喷射时机下氢气-氨气-空气混合气形成的质量,使用 Converge 软件建立了一个包括进气口、出气口、气门和气缸的 PFI(喷嘴燃料喷射)氢气内燃机三维模拟模型。重点研究了不同喷射时间下速度场、浓度场和湍流动能的空间分布特征和变化规律,以揭示这些参数对氢氨气混合气形成过程的影响。结果表明,氢气注入时间不宜过早或过晚。过早或过晚都会引起回火。因此,氢气/氨气喷射的最佳起始点应该是 338°CA。
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引用次数: 0
Maximizing Oil Recovery in a Marginal Oilfield: Niger Delta Case Study 边缘油田的石油采收率最大化:尼日尔三角洲案例研究
Pub Date : 2024-03-26 DOI: 10.9734/jerr/2024/v26i41118
Okon, Edet Ita, C. I. Ndubuka
Marginal field development and production are often abandoned by operators because of finding reliable and available equipment and services to enable the field to be developed. These challenges make it difficult to economically produce such fields. This research demonstrates the use of industry-based simulators (PIPESIM, ECLIPSE and PETREL) to design well completion model, Electrical Submersible Pump (ESP). model, simulate, and evaluate the performance of ESP on a typical marginal oilfield. The main objective of this study is to effectively optimize oil production from marginal fields in the Niger Delta using Electrical Submersible Pump (ESP). ECLIPSE software was used for the reservoir description. PIPESIM was used to design the artificial lift system (ESP) for five oil wells and PETREL was used to integrate the whole system for effective production optimization. The performance of ESP wells was simulated and compared with the naturally flowing wells. The results obtained from the production forecast showed that the ESP wells gave superior oil production when compared to natural flowing wells. From the simulation results, it was observed that the cumulative oil recovery without ESP was 33,684,736 stb while that recovered with ESP was 87,751,136 stb (about 261% oil increment). The findings of this study will enable petroleum engineers to design ESP systems and well completion that would effectively optimize oil production from marginal fields in the Niger Delta. Furthermore, the findings of the study will offer new and exciting ways to process and transform abandon oilfields into productive marginal oilfields.
边际油田的开发和生产经常被运营商放弃,原因是找不到可靠可用的设备和服务来开发油田。这些挑战使得这类油田很难进行经济生产。这项研究展示了如何使用基于行业的模拟器(PIPESIM、ECLIPSE 和 PETREL)来设计完井模型、电潜泵(ESP)。这项研究的主要目的是利用电潜泵(ESP)有效优化尼日尔三角洲边际油田的石油生产。ECLIPSE 软件用于油藏描述。使用 PIPESIM 为五口油井设计人工举升系统(ESP),并使用 PETREL 对整个系统进行整合,以有效优化生产。对 ESP 井的性能进行了模拟,并与自然流动井进行了比较。产量预测结果表明,与自然流油井相比,ESP 井的石油产量更高。模拟结果表明,不使用静电除尘器的累计采油量为 33,684,736 stb,而使用静电除尘器的累计采油量为 87,751,136 stb(石油增量约为 261%)。这项研究的结果将有助于石油工程师设计静电除尘器系统和完井,从而有效优化尼日尔三角洲边际油田的石油产量。此外,研究结果还将为将废弃油田加工改造成高产边际油田提供令人振奋的新方法。
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引用次数: 0
Enhancing Industrial Control System Security: An Isolation Forest-based Anomaly Detection Model for Mitigating Cyber Threats 增强工业控制系统安全性:缓解网络威胁的基于隔离林的异常检测模型
Pub Date : 2024-03-06 DOI: 10.9734/jerr/2024/v26i31102
Md. Saif Mahmud, Md Ashikul Islam, Md. Maruf Rahman, Debashon Chakraborty, S. Kabir, Abu Shufian, Protik Parvez Sheikh
In the evolving landscape of industrial control systems (ICS), the sophistication of cyber threats has necessitated the development of advanced anomaly detection mechanisms to safeguard critical infrastructure. This study introduces a novel anomaly detection model based on the Isolation Forest algorithm, tailored for the complex environment of ICS. Unlike traditional detection methods that often rely on predefined thresholds or patterns, our model capitalizes on the Isolation Forest's ability to efficiently isolate anomalies in high-dimensional datasets, making it particularly suited for the dynamic and intricate data generated by ICS. Leveraging the HAI dataset, which encompasses operational data from a realistic ICS testbed augmented with a Hardware-In-the-Loop (HIL) simulator, this research demonstrates the model's effectiveness in identifying both known and novel cyber threats across various ICS components. Our findings reveal that the Isolation Forest-based model outperforms traditional anomaly detection techniques in terms of detection accuracy, false positive rate, and computational efficiency. Furthermore, the model exhibits a remarkable ability to adapt to the evolving nature of cyber threats, underscoring its potential as a robust tool for enhancing the security posture of ICS. Through a detailed analysis of its application in detecting sophisticated attacks represented in the HAI dataset, this study contributes to the ongoing discourse on improving ICS security and presents a compelling case for the adoption of machine learning-based anomaly detection solutions in industrial settings.
随着工业控制系统(ICS)的不断发展,网络威胁日益复杂,因此有必要开发先进的异常检测机制来保护关键基础设施。本研究介绍了一种基于 Isolation Forest 算法的新型异常检测模型,该模型专为 ICS 的复杂环境量身定制。与通常依赖预定义阈值或模式的传统检测方法不同,我们的模型利用了 Isolation Forest 在高维数据集中有效隔离异常的能力,使其特别适用于由 ICS 生成的动态复杂数据。本研究利用 HAI 数据集(该数据集包含来自现实 ICS 测试平台的运行数据,并使用硬件在环(HIL)模拟器进行了增强),展示了该模型在识别各种 ICS 组件的已知和新型网络威胁方面的有效性。我们的研究结果表明,基于隔离林的模型在检测准确率、误报率和计算效率方面都优于传统的异常检测技术。此外,该模型还表现出了适应网络威胁不断发展的卓越能力,凸显了其作为增强 ICS 安全态势的强大工具的潜力。通过详细分析该模型在检测 HAI 数据集中所代表的复杂攻击中的应用,本研究为正在进行的有关提高 ICS 安全性的讨论做出了贡献,并为在工业环境中采用基于机器学习的异常检测解决方案提供了令人信服的案例。
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引用次数: 0
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