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Modified Resource-Constrained Project Scheduling to Minimize Idle Time for Banbury Mixing Process: A Case Study in the Tire Manufacturing Industry 改进资源约束项目调度以减少班伯里混合过程的空闲时间:轮胎制造业的案例研究
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-08-01 DOI: 10.2478/mspe-2023-0029
A. Butrat, S. Supsomboon
Abstract The Banbury mixing process (BMP) is to supplies the specific characteristic compounds for the tire manufacturing process. Idle time in the BMP was a problem caused by the aging process between mixing steps and the limited space for processing, measured in pallets. In this study, the resource-constrained project scheduling model (RCPS) is modified in case of the objective function and the input value of resource constraint to minimize idle time (SST). The complete minimization (Cmax) is changed from minimizing the starting time of the last job to the starting time of all jobs. In addition, the non-limited resource is defined as the input for the space capacity to reduce the idle time. As the results, the SST can provide the schedule that make less 5 time periods of idle time. Moreover, when considering the relationship between mixing and aging, aging process that is scheduled from SST starts immediately comparison to Cmax that some of aging process are not. Furthermore, the effect of the quantity of pallets was also examined. Although the non-limited resource does not make any delay to the schedule but the limited quantity is not. When pallets are limited, aging jobs were significantly impacted, with the last aging pallet being delayed. To reduce delays, it prepares an adequate supply of pallets that is close to or equal to its requirement that is defined by the non-limited resource. Further research combining the scheduling of the BMP with the tire manufacturing process and more techniques to modify RCPS are applied.
班伯里混合工艺(BMP)是为轮胎制造过程提供特定的特征化合物。BMP中的空闲时间是由混合步骤之间的老化过程和托盘中测量的有限处理空间引起的问题。在本研究中,在目标函数和资源约束的输入值的情况下,对资源约束的项目调度模型(RCPS)进行了修改,以最小化空闲时间(SST)。完全最小化(Cmax)从最小化最后一个作业的开始时间变为最小化所有作业的开始时刻。此外,非受限资源被定义为空间容量的输入,以减少空闲时间。因此,SST可以提供少于5个空闲时间段的时间表。此外,当考虑混合和老化之间的关系时,从SST计划的老化过程与一些老化过程没有的Cmax相比立即开始。此外,还考察了托盘数量的影响。尽管非有限资源不会对时间表造成任何延迟,但有限数量不会。当托盘受到限制时,老化作业会受到严重影响,最后一个老化托盘会延迟。为了减少延误,它准备了足够的托盘供应,这些托盘接近或等于由非有限资源定义的需求。将BMP的调度与轮胎制造过程相结合进行进一步的研究,并应用更多的技术来修改RCPS。
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引用次数: 0
Analysis of the Survey Results on the Pro-Ecological Awareness of Young People in the Aspect of Sustainable Development 可持续发展视角下青少年生态意识调查结果分析
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-08-01 DOI: 10.2478/mspe-2023-0035
A. Czajkowska, M. Ingaldi
Abstract The objective of this paper is to propose effective methods to implement sustainable development principles among young people, both in schools and universities. The authors of this article recognize the significant potential among young individuals whose actions and choices have a substantial impact on the environment. By analyzing the knowledge and behaviors of young people towards sustainable development and environmental protection, based on surveys conducted among pupils and students from the south-eastern region of Poland, this paper identifies gaps that require improvement and proposes actions aimed at raising pro-ecological awareness among the youth. The analysis revealed that only 25% of the respondents have heard about the “Agenda for Sustainable Development – 2030”, 20% were familiar with the goals of sustainable development, and few have participated in initiatives for sustainable development. However, 58% of respondents claimed to engage in activities for environmental protection in their daily lives. The article also presents the degree of compliance with the assumptions of the 2030 Agenda for Sustainable Development on both global and local scales. Furthermore, the paper analyzes two aspects of students’ awareness of sustainable development: their knowledge of goals and documents, and their pro-ecological behavior in daily life. Based on the findings, this paper proposes ways to introduce sustainable development principles in selected areas of school and university functioning to enhance ecological awareness and shape pro-ecological attitudes among young people. Concrete actions to facilitate implementation are also suggested.
本文的目的是提出有效的方法,在学校和大学的年轻人中实施可持续发展原则。这篇文章的作者认识到年轻人的巨大潜力,他们的行动和选择对环境有重大影响。基于对波兰东南部地区小学生和学生的调查,本文通过分析年轻人对可持续发展和环境保护的知识和行为,确定了需要改进的差距,并提出了旨在提高青年生态意识的行动。分析显示,只有25%的受访者听说过“2030年可持续发展议程”,20%的受访者熟悉可持续发展目标,很少有人参与可持续发展倡议。然而,58%的受访者声称在日常生活中从事环保活动。文章还介绍了全球和地方层面对2030年可持续发展议程假设的遵守程度。此外,本文还分析了学生可持续发展意识的两个方面:对目标和文献的认识,以及他们在日常生活中的亲生态行为。基于研究结果,本文提出了在学校和大学功能的选定领域引入可持续发展原则的方法,以增强年轻人的生态意识和塑造亲生态态度。并提出了促进实施的具体行动。
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引用次数: 1
Comparison of Environmental Costs in Divisions with Different Geographical Action and their Significance in Environmental Management 不同地理作用区划的环境成本比较及其在环境管理中的意义
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-08-01 DOI: 10.2478/mspe-2023-0027
K. Teplická, S. Hurná
Abstract The relevance of the decision of this scientific research is related to the requirements of Industry 4.0. orientated to environmental sustainability. This article summarizes the scientific discussion on the issue of the comparison of environmental costs in various divisions such as Slovakia, Italy, Brazil, Mexico, China. The main goal of this article is to compare costs in divisions of the parent company with different geographical working. The object of the research was the parent company EMBRACO. Methods of research were focused on using economic analysis with indicators of the cost function, chain index, and cost structure. The results of the research show environmental costs of the divisions are at the level of €1.9-€3.1 million. The total state of the environmental costs by individual country represents the lowest value in Italy and Slovakia. The lowest environmental costs are for the category of air costs for all divisions and the second category of costs with low values are other environmental costs, while Brazil and Mexico do not record this category of costs in the accounting. The key category for minimizing environmental costs is water costs for Slovakia and China and other waste costs for Italy, Brazil, and Mexico. The hazardous waste category represents (0.9-32%). Based on these results, the parent company can decide on the possibilities of positioning its divisions in terms of strategic business.
本次科研决策的相关性与工业4.0的要求有关。注重环境的可持续性。本文总结了斯洛伐克、意大利、巴西、墨西哥、中国等国家对环境成本比较问题的科学讨论。本文的主要目的是比较不同地域工作的母公司各部门的成本。研究对象是母公司恩布拉科。研究方法侧重于运用经济分析方法,以成本函数、链指数和成本结构为指标。研究结果显示,各部门的环境成本在190万欧元至310万欧元之间。各个国家的环境成本总额在意大利和斯洛伐克是最低的。最低的环境成本是所有部门的空气成本类别,价值较低的第二类成本是其他环境成本,而巴西和墨西哥在会计中没有记录这一类成本。使环境成本最小化的关键类别是斯洛伐克和中国的水成本以及意大利、巴西和墨西哥的其他废物成本。危险废物类别占(0.9% -32%)。根据这些结果,母公司可以决定在战略业务方面定位其部门的可能性。
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引用次数: 0
Managing Social Communication. Analysis of Media Relations Activities of Polish Police Press Officers 管理社会沟通。波兰警察新闻官媒体关系活动分析
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-08-01 DOI: 10.2478/mspe-2023-0032
Dariusz Krawczyk
Abstract The foundation of the social communication system of the Polish police is the press officers of district and city departments, who maintain regular contact with journalists of local and regional media, and incidentally also with national or international mass media. The aim of the 2022 survey was to determine the media relations activities, techniques and tools used by officers. All press officers in the police garrison in the Silesian Voivodeship participated in the research project. 100% of press officers took part in the survey. Responding to the expectations of journalists police officers prefer direct contact with journalists, including 52% by phone. Although press officers consider social media to be a good method of contacting the public (30%), they do not use it themselves in contacts with journalists. They prefer to use the official police website (28%). Police spokesmen, due to the information they have, gain the attention of the mass media and do not have to use modern communication techniques to attract journalists. Maintaining constant contact with journalists, press officers also assessed the level of their professionalism. According to the respondents, TV journalists are characterized by the highest professionalism (41%). In second place are press and radio journalists with a similar number of indications (27% and 24%). The professionalism of Internet editorial staff was rated the worst (8%).
波兰警察社会沟通系统的基础是地区和城市部门的新闻官,他们与当地和区域媒体的记者保持定期联系,偶尔也与国家或国际大众媒体保持联系。2022年调查的目的是确定警察使用的媒体关系活动、技术和工具。西里西亚省警备部队的所有新闻官都参加了这个研究项目。100%的新闻官参与了调查。回应记者的期望,警察更喜欢与记者直接接触,其中52%通过电话。虽然新闻官认为社交媒体是接触公众的好方法(30%),但他们自己在与记者接触时并不使用社交媒体。他们更喜欢使用警方官方网站(28%)。警方发言人,由于他们所拥有的信息,获得了大众媒体的注意,而不必使用现代通讯技术来吸引记者。新闻官与记者保持经常接触,并评估他们的专业水平。受访者认为,电视记者具有最高的专业性(41%)。排在第二位的是新闻记者和广播记者,他们有类似的迹象(27%和24%)。网络编辑人员的专业性最差(8%)。
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引用次数: 0
The Current State of Scientific Research of the Process of Risk Management of Ukrainian Energy Sector Enterprises 乌克兰能源部门企业风险管理过程的科学研究现状
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-08-01 DOI: 10.2478/mspe-2023-0036
A. Kuzior, V. Babenko, І. Rekunenko, Borys Pohodenko
Abstract The research dedicated to risk management issues in the energy sector addresses current problems associated with risk management that arise in the energy sector. The aim of the study was to identify factors that affect risks, analyze scientific risk management methods, and consider innovative approaches to risk management in the energy sector. The study used a critical analysis of the literature on the subject as well as an analysis of risk management standards and methods. The innovation of the research lies in its consideration of modern trends in risk management in the energy sector, taking into account changing economic and political conditions, technical possibilities, as well as social attitudes and demands. The study showed that the most effective approach to risk management in the energy sector is the use of an integrated risk management system that takes into account all aspects of enterprise activity. The results of the study can be useful for energy companies that deal with risk management. They can be used to improve risk management strategies and reduce the possibility of negative consequences. In addition, this research can be used for educational purposes for students and professors who study risk management and the energy sector. The next steps of the research may include expanding the scope of the study to other areas and developing more detailed risk management models.
该研究致力于能源部门的风险管理问题,解决了当前能源部门出现的风险管理相关问题。该研究的目的是确定影响风险的因素,分析科学的风险管理方法,并考虑能源部门风险管理的创新方法。该研究对该主题的文献进行了批判性分析,并对风险管理标准和方法进行了分析。这项研究的创新之处在于它考虑到能源部门风险管理的现代趋势,同时考虑到不断变化的经济和政治条件、技术可能性以及社会态度和需求。研究表明,在能源部门进行风险管理的最有效办法是使用综合风险管理系统,该系统考虑到企业活动的所有方面。这项研究的结果对处理风险管理的能源公司很有用。它们可以用来改进风险管理策略,减少产生负面后果的可能性。此外,这项研究还可以用于研究风险管理和能源部门的学生和教授的教育目的。研究的下一步可能包括将研究范围扩大到其他领域,并开发更详细的风险管理模型。
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引用次数: 0
Use of the Method FMEA for Hazard Identification and Risk Assessment in a Coal Mine FMEA方法在煤矿危险源辨识和风险评估中的应用
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-08-01 DOI: 10.2478/mspe-2023-0037
A. Duda, Tymoteusz Juzek
Abstract One of the basic stages of mining operations is development work. During them there can occur the events that affect the process of development work as well as the safety of workers. This article conducts a process risk assessment using the Failure Modes and Effects Analysis (FMEA) method to identify events that disrupt the development work process, along with the causes of the occurrence of these events. The study covered the process of development work i.e. the execution of the M-2 roadway in seam 502/1 realized at a depth of about 550 m with an assumed length of about 500 m. As a result of the study, those risks for which countermeasures should be applied were identified, and measures were proposed to minimize the risks involved. As part of the research, an FMEA evaluation form was created to assess process risks in the execution of similar work. The highest process risk was identified for the drivage of the excavation with a road header, and is related to the possibility of frequent failure of hydraulic systems. Similar process risk results were obtained for the risk associated with improper execution of mining with explosives and the need to perform additional blasting work in the excavated roadway. The results can contribute to reducing the time of coal face stoppage during development work, and thus improve the process of them and reduce the costs incurred during this process.
采矿作业的基本阶段之一是开发工作。在此期间,可能会发生影响开发工作过程以及工人安全的事件。本文使用失效模式和影响分析(FMEA)方法进行过程风险评估,以确定破坏开发工作过程的事件,以及这些事件发生的原因。该研究涵盖了开发工作的过程,即在深度约550米、假定长度约500米的502/1煤层中实施M-2巷道。研究的结果是,确定了应采取应对措施的风险,并提出了将风险降至最低的措施。作为研究的一部分,创建了FMEA评估表,以评估类似工作执行过程中的过程风险。采用集管掘进的过程风险最高,且与液压系统频繁故障的可能性有关。对于与使用炸药进行不当采矿以及需要在开挖的巷道中进行额外爆破作业相关的风险,也获得了类似的过程风险结果。研究结果有助于缩短采煤工作面在开拓工作中的停煤时间,从而改进停煤工艺,降低停煤成本。
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引用次数: 0
Mechanical Spark Electrostatic Property Testing Method 机械火花静电性能测试方法
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-03 DOI: 10.2478/mspe-2023-0023
P. Kędzierski
Abstract The article describes an attempt to assess the electrostatic properties of mechanical friction-induced sparking. Such sparks are the cause of numerous accidents in hard coal mines. The article summarizes accidents in hard coal mining in Poland in recent years. In most cases, the initials were mechanical sparks. Mechanical sparks contain energy, a part of which is related to their excess electrostatic charge, whereas the other part is of a different origin (kinetic or thermal energy, for example). The article tries to estimate how much of this energy is energy impact generated by electrostatics impact. It is hard to measure the dynamic electrostatic parameters like electric charge. Authors select four measuring methods. This test methods are prepared based on authors knowledge of electrostatic parameters and European standards dedicated to measure the electrostatics parameters. These circuits were prepared for four different spark parameters. Measurement methods of electrostatic field of sparks stream are not able to measure field potential of sparks. The measuring instruments do not have such a fast response time, adequate to the speed of the sparks. Spark generation and parameter measurement experiments were performed. The only method to determine the amount of electrostatic charge on sparks is to measure the entire charge by collecting sparks at the measuring electrode. The measuring system requires that the entire stream of sparks falls on the electrode. Tested transferred electrostatic charge of stream of sparks is about 10 nC. It means that this charge can be an effective ignition source for some explosive atmospheres. Electrostatic charge with Certain methods were rejected as inadequate following result analysis. A claim for one of the methods was submitted to the Patent Office of the Republic of Poland.
摘要本文描述了一种评估机械摩擦火花静电性能的尝试。这种火花是造成硬煤矿许多事故的原因。文章对近年来波兰硬煤开采事故进行了总结。在大多数情况下,首字母都是机械火花。机械火花含有能量,其中一部分与它们多余的静电荷有关,而另一部分则来自不同的来源(例如动能或热能)。本文试图估计这些能量中有多少是由静电冲击产生的能量冲击。电荷等动态静电参数的测量比较困难。作者选择了四种测量方法。本测试方法是根据作者的静电参数知识和专门测量静电参数的欧洲标准编写的。这些电路是为四种不同的火花参数准备的。火花流静电场的测量方法不能测量火花的场势。测量仪器没有这么快的响应时间,足以满足火花的速度。进行了火花产生和参数测量实验。确定火花上静电电荷量的唯一方法是通过在测量电极处收集火花来测量整个电荷。测量系统要求整个火花流落在电极上。测试的火花流传递静电电荷约为10nc。这意味着这种装药可以成为一些爆炸性环境的有效点火源。静电电荷的某些方法被拒绝,因为不充分的后续结果分析。其中一种方法的权利要求已提交给波兰共和国专利局。
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引用次数: 0
Expectations for Renewable Energy, and Its Impacts on Quality of Life in European Union Countries 欧盟国家对可再生能源的期望及其对生活质量的影响
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-03 DOI: 10.2478/mspe-2023-0015
J. Rosak-Szyrocka, Almuhannad Allahham, Justyna Żywiołek, Jamshid Ali Turi, Anupam Das
Abstract The primary goals of the study are to present a qualitative examination of household awareness of renewable energy sources and to ascertain their requirements, as well as their expectations for an improvement in quality of life as a consequence of using renewable energy to reduce greenhouse gas emissions and air pollution while improving public health. There are no empirical studies examining the level of household awareness of renewable energy in EU countries, so this gap is also considered a further area of empirical research. Seven European nations were selected for the study: the Czech Republic, Slovenia, France, Portugal, Spain, Austria, and Germany. The survey was conducted from April 2021 to June 2022 with over 17030 respondents. Additionally, it was given a statistical analysis by using the C-Pearson coefficient. Results of our study showed that households’ awareness is low and they also expect that they will not pay more for tourist services that use renewable energy sources. Moreover, results showed that when renewable energy sources are used, in households’ opinions, levels of CO2 will decrease and that this will have a favorable effect on the environment, but they still think that this will have a detrimental influence on their health.
本研究的主要目标是对家庭可再生能源意识进行定性调查,并确定他们的需求,以及他们对使用可再生能源减少温室气体排放和空气污染,同时改善公共健康,从而提高生活质量的期望。目前还没有实证研究考察欧盟国家家庭对可再生能源的认识水平,因此这一差距也被认为是一个进一步的实证研究领域。七个欧洲国家被选为研究对象:捷克共和国、斯洛文尼亚、法国、葡萄牙、西班牙、奥地利和德国。该调查于2021年4月至2022年6月进行,共有17030多名受访者。并采用C-Pearson系数进行统计分析。我们的研究结果表明,家庭的意识很低,他们也期望他们不会为使用可再生能源的旅游服务支付更多费用。此外,结果显示,当使用可再生能源时,家庭认为二氧化碳水平会降低,这将对环境产生有利影响,但他们仍然认为这将对他们的健康产生不利影响。
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引用次数: 1
Post-Pandemic Steel Production Scenarios for Poland Based on Forecasts of Annual Steel Production Volume 基于年度钢铁产量预测的波兰疫情后钢铁生产情景
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-03 DOI: 10.2478/mspe-2023-0019
B. Gajdzik
Abstract The paper presents the results of forecasts made for the volume of steel production in Poland based on actual data for the period from 2006 to 2021 with forecasting until 2026. The actual data used for the forecasts included annual steel production volumes in Poland (crude steel) in millions of tons. Basic adaptive methods were used to forecast the volume of steel production for the next five years. When selecting the methods, the course of the trend of the studied phenomenon was taken into account. In order to estimate the level of admissibility of the adopted forecasting methods, as well as to select the best forecasts, the errors of apparent forecasts (ex post) were calculated. Errors were calculated in the work: RMSE Root Mean Square Error being the square root of the mean square error of the ex-post forecasts yt for the period 2006-2021; ? as the mean value of the relative error of expired forecasts y*t (2006-2021) – this error informs about the part of the absolute error per unit of the real value of the variable yt. Optimization of the forecast values was based on the search for the minimum value of one of the above-mentioned errors, treated as an optimization criterion. In addition, the value of the point forecast (for 2022) obtained on the basis of the models used was compared with the steel production volume obtained for 3 quarters of 2022 in Poland with the forecast for the last quarter. Forecasting results obtained on the basis of the forecasting methods used, taking into account the permissible forecast errors, were considered as the basis for determining steel production scenarios for Poland until 2026. To determine the scenarios, forecast aggregation was used, and so the central forecasts were determined separately for decreasing trends and for increasing trends, based on the average values of the forecasts obtained for the period 2022-2026. The central forecasts were considered the baseline scenarios for steel production in Poland in 2022-2026 and the projected production volumes above the baseline forecasts with upward trends were considered an optimistic scenario, while the forecasted production volumes below the central scenario for downward trends were considered a pessimistic scenario for the Polish steel industry.
摘要本文根据2006年至2021年的实际数据,对波兰的钢铁产量进行了预测,并预测到2026年。用于预测的实际数据包括波兰每年的钢铁产量(粗钢),单位为数百万吨。采用基本自适应方法对未来五年的钢铁产量进行了预测。在选择方法时,考虑了所研究现象的发展趋势过程。为了估计所采用的预报方法的可接受程度,并选择最佳预报,计算了视在预报误差(事后)。在工作中计算误差:RMSE均方根误差为2006-2021年预测后均方根误差的平方根;? 作为过期预测的相对误差y*t(2006-2021)的均值,该误差告知了变量yt实际值每单位的绝对误差部分。预测值的优化是基于寻找上述误差之一的最小值,作为优化准则。此外,根据所使用的模型获得的点预测(2022年)的价值与波兰2022年3个季度的钢铁产量以及最后一个季度的预测进行了比较。根据所使用的预测方法获得的预测结果,考虑到允许的预测误差,被认为是确定波兰到2026年钢铁生产情景的基础。为了确定情景,我们使用了预测汇总,因此,根据2022-2026年期间预测的平均值,分别确定了下降趋势和上升趋势的中心预测。中心预测被认为是2022-2026年波兰钢铁生产的基线情景,高于基线预测的预测产量呈上升趋势被认为是乐观情景,而低于中心情景的预测产量呈下降趋势被认为是波兰钢铁工业的悲观情景。
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引用次数: 0
Artificial Intelligence Applications in Project Scheduling: A Systematic Review, Bibliometric Analysis, and Prospects for Future Research 人工智能在项目调度中的应用:系统综述、文献计量分析及未来研究展望
IF 1.5 Q4 ENGINEERING, INDUSTRIAL Pub Date : 2023-05-03 DOI: 10.2478/mspe-2023-0017
Zied Bahroun, Moayad Tanash, R. As'ad, Mohamad Alnajar
Abstract The availability of digital infrastructures and the fast-paced development of accompanying revolutionary technologies have triggered an unprecedented reliance on Artificial intelligence (AI) techniques both in theory and practice. Within the AI domain, Machine Learning (ML) techniques stand out as essential facilitator largely enabling machines to possess human-like cognitive and decision making capabilities. This paper provides a focused review of the literature addressing applications of emerging ML tools to solve various Project Scheduling Problems (PSPs). In particular, it employs bibliometric and network analysis tools along with a systematic literature review to analyze a pool of 104 papers published between 1985 and August 2021. The conducted analysis unveiled the top contributing authors, the most influential papers as well as the existing research tendencies and thematic research topics within this field of study. A noticeable growth in the number of relevant studies is seen recently with a steady increase as of the year 2018. Most of the studies adopted Artificial Neural Networks, Bayesian Network and Reinforcement Learning techniques to tackle PSPs under a stochastic environment, where these techniques are frequently hybridized with classical metaheuristics. The majority of works (57%) addressed basic Resource Constrained PSPs and only 15% are devoted to the project portfolio management problem. Furthermore, this study clearly indicates that the application of AI techniques to efficiently handle PSPs is still in its infancy stage bringing out the need for further research in this area. This work also identifies current research gaps and highlights a multitude of promising avenues for future research.
数字基础设施的可用性和伴随的革命性技术的快节奏发展,在理论和实践中引发了对人工智能(AI)技术的前所未有的依赖。在人工智能领域,机器学习(ML)技术作为重要的促进者脱颖而出,在很大程度上使机器拥有类似人类的认知和决策能力。本文重点回顾了新兴机器学习工具在解决各种项目调度问题(psp)方面的应用。特别是,它采用文献计量学和网络分析工具以及系统的文献综述来分析1985年至2021年8月期间发表的104篇论文。通过分析,揭示了贡献最大的作者、最具影响力的论文以及该研究领域的现有研究趋势和专题研究课题。最近相关研究的数量明显增加,截至2018年稳步增长。大多数研究采用人工神经网络、贝叶斯网络和强化学习技术来解决随机环境下的PSPs问题,这些技术经常与经典的元启发式方法相结合。大多数工作(57%)涉及基本的资源受限psp,只有15%致力于项目组合管理问题。此外,本研究清楚地表明,人工智能技术在有效处理psp方面的应用仍处于起步阶段,需要进一步研究这一领域。这项工作还确定了当前的研究差距,并强调了未来研究的众多有希望的途径。
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引用次数: 1
期刊
Management Systems in Production Engineering
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