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Optimizing Surface Finish and Dimensional Accuracy in 3D Printed Free-Form Objects 优化 3D 打印自由形状物体的表面光洁度和尺寸精度
Pub Date : 2023-12-18 DOI: 10.25077/josi.v22.n2.p99-113.2023
Farid Wajdi, Mohd Sazli Saad
3D printing of free-form objects presents inherent complexity due to their organic and intricate shapes. Designers engage with such objects, considering a range of factors including aesthetics, engineering viability, and ergonomic comfort. This research is focused on achieving the most effective printing parameters for a free-form object utilizing the Digital Light Processing (DLP) technique within a 3D printer. Within this study, a squeezed hexagonal tube-shaped CAD model was employed as an experimental subject, following the principles of the Response Surface Method (RSM). The research delved into the optimization of printing parameters, particularly layer thickness and exposure time, to enhance the dimensional accuracy and surface quality of the free-form model. Two levels were established for each factor: layer thickness was set at 0.06 mm (low) and 0.08 mm (high), while exposure time was tested at 6 s (low) and 8 s (high). The assessment of surface quality involved a qualitative evaluation employing a digital microscope to identify potential defects and imperfections in the print outcomes. The investigation culminated in the identification of the optimal printing parameters: a layer thickness of 0.0753 mm and an exposure time of 7.2143 seconds. This achievement not only enhances the understanding of 3D printing variables in the context of intricate free-form models but also contributes to the broader field of additive manufacturing parameter optimization.
自由形态物体的三维打印因其有机和复杂的形状而具有内在的复杂性。设计师在设计此类物体时,会考虑美学、工程可行性和人体工学舒适度等一系列因素。本研究的重点是利用 3D 打印机中的数字光处理(DLP)技术,为自由形状物体实现最有效的打印参数。在这项研究中,按照响应面法(RSM)的原理,将挤压六角形管状 CAD 模型作为实验对象。研究深入到打印参数的优化,特别是层厚度和曝光时间,以提高自由形状模型的尺寸精度和表面质量。每个因素都设定了两个等级:层厚设定为 0.06 毫米(低)和 0.08 毫米(高),曝光时间测试为 6 秒(低)和 8 秒(高)。表面质量评估包括使用数码显微镜进行定性评估,以确定打印结果中潜在的缺陷和瑕疵。调查最终确定了最佳打印参数:层厚 0.0753 毫米,曝光时间 7.2143 秒。这一成果不仅加深了人们对复杂的自由形状模型中三维打印变量的理解,还为更广泛的增材制造参数优化领域做出了贡献。
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引用次数: 0
Physiological Signals as Predictors of Mental Workload: Evaluating Single Classifier and Ensemble Learning Models 作为心理工作量预测因子的生理信号:评估单一分类器和集合学习模型
Pub Date : 2023-12-18 DOI: 10.25077/josi.v22.n2.p81-98.2023
Nailul Izzah, A. Sutarto, Ade Hendi, Maslakhatul Ainiyah
With a growing emphasis on cognitive processing in occupational tasks and the prevalence of wearable sensing devices, understanding and managing mental workload has broad implications for safety, efficiency, and well-being. This study aims to develop machine learning (ML) models for predicting mental workload using Heart Rate Variability (HRV) as a representation of the Autonomic Nervous System (ANS) physiological signals. A laboratory experiment, involving 34 participants, was conducted to collect datasets. All participants were measured during baseline, two cognitive tests, and recovery, which were further separated into binary classes (rest vs workload). A comprehensive evaluation was conducted on several ML algorithms, including both single (Support Vector Machine/SVM and Naïve Bayes) and ensemble learning (Gradient Boost and AdaBoost) classifiers and incorporating selected features and validation approaches. The findings indicate that most HRV features differ significantly during periods of mental workload compared to rest phases. The SVM classifier with knowledge domain selection and leave-one-out cross-validation technique is the best model (68.385). These findings highlight the potential to predict mental workload through interpretable features and individualized approaches even with a relatively simple model. The study contributes not only to the creation of a new dataset for specific populations (such as Indonesia) but also to the potential implications for maintaining human cognitive capabilities. It represents a further step toward the development of a mental workload recognition system, with the potential to improve decision-making where cognitive readiness is limited and human error is increased.
随着人们越来越重视职业任务中的认知处理,以及可穿戴传感设备的普及,了解和管理脑力劳动负荷对安全、效率和健康有着广泛的影响。本研究旨在利用心率变异性(HRV)作为自律神经系统(ANS)生理信号的代表,开发预测脑力劳动负荷的机器学习(ML)模型。为了收集数据集,我们进行了一项有 34 名参与者参加的实验室实验。所有参与者都在基线、两项认知测试和恢复期接受了测量,并进一步分为二元类别(休息与工作量)。对几种 ML 算法进行了综合评估,包括单一(支持向量机/SVM 和奈夫贝叶斯)和集合学习(梯度提升和 AdaBoost)分类器,并纳入了选定的特征和验证方法。研究结果表明,与休息阶段相比,大多数心率变异特征在脑力劳动期有显著差异。采用知识领域选择和留一交叉验证技术的 SVM 分类器是最佳模型(68.385)。这些发现凸显了通过可解释的特征和个性化方法预测脑力劳动负荷的潜力,即使模型相对简单。这项研究不仅有助于为特定人群(如印度尼西亚)创建一个新的数据集,而且对保持人类认知能力具有潜在意义。它代表着向开发心理工作量识别系统又迈进了一步,有可能在认知准备有限和人为错误增加的情况下改善决策。
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引用次数: 0
AVOA and ALO Algorithm for Energy-Efficient No-Idle Permutation Flow Shop Scheduling Problem: A Comparison Study 针对高能效无闲置排列流车间调度问题的 AVOA 算法和 ALO 算法:比较研究
Pub Date : 2023-12-18 DOI: 10.25077/josi.v22.n2.p126-141.2023
Yolanda Mega Risma, D. M. Utama
Global energy consumption is a pressing issue and is predicted to continue increasing between 2010 and 2040. Among the various sectors, the industrial sector, particularly manufacturing, is the main driver of this increase. To effectively address this growing problem and support energy conservation efforts, reducing idle time on production-related machines is critical. The No-Idle Permutation Flow Shop Problem (NIPFSP) and, indirectly, the need to reduce energy consumption in manufacturing processes are the driving forces behind this study. The African Vultures Optimization Algorithm (AVOA) and the Ant Lion Optimizer (ALO) are two novel meta-heuristic algorithms designed to achieve this goal. The effectiveness of both AVOA and ALO was rigorously evaluated across three distinct scenarios: small, medium, and large. Statistical analysis, in the form of independent sample t-tests, was employed to compare the performance of these algorithms. We found that, while both algorithms yielded similar results in the small case, AVOA demonstrated a superior capability in optimizing the NIPFSP in the medium and large cases and, consequently, in curbing energy consumption. This implies that AVOA offers a more promising approach to addressing energy consumption concerns in the manufacturing sector, particularly in scenarios involving medium- to large-scale production processes. The implementation of such innovative meta-heuristic algorithms holds the potential to significantly contribute to global energy conservation efforts while enhancing the efficiency of industrial operations.
全球能源消耗是一个紧迫的问题,预计在 2010 年至 2040 年期间将继续增长。在各行各业中,工业部门,尤其是制造业,是这一增长的主要驱动力。为有效解决这一日益严重的问题并支持节能工作,减少生产相关机器的闲置时间至关重要。无闲置叠加流水车间问题(NIPFSP)以及减少制造过程能耗的间接需求是本研究背后的驱动力。非洲秃鹫优化算法(AVOA)和蚁狮优化器(ALO)是为实现这一目标而设计的两种新型元启发式算法。我们对 AVOA 和 ALO 在小型、中型和大型三种不同场景中的有效性进行了严格评估。我们采用了独立样本 t 检验形式的统计分析来比较这些算法的性能。我们发现,虽然两种算法在小型情况下的结果相似,但在中型和大型情况下,AVOA 在优化 NIPFSP 方面表现出更强的能力,因此在抑制能耗方面也更胜一筹。这意味着,AVOA 为解决制造业的能耗问题提供了一种更有前途的方法,尤其是在涉及中型到大型生产流程的情况下。实施这种创新的元启发式算法,有可能在提高工业运营效率的同时,为全球节能工作做出重大贡献。
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引用次数: 0
Dynamic Scoring and Costing in the Orienteering Problem: A Model Based on Length of Stay 定向问题中的动态评分和成本计算:基于停留时间的模型
Pub Date : 2023-12-18 DOI: 10.25077/josi.v22.n2.p114-125.2023
Giovano Alberto, Carles Sitompul
In today's travel and tourism landscape, the role of travel agents has become increasingly complex as they are challenged to explore a variety of potential destinations. More specifically, the complicated task of planning itineraries that truly satisfy travellers puts travel agents in a crucial role, increasing the complexity of itinerary planning. This complexity is compounded not only by the multitude of possible destinations, but also by non-negotiable constraints such as cost and time. To address these challenges, the orienteering problem represents a fundamental mathematical model that provides a theoretical basis for understanding the nuanced difficulties faced by travel agents.This study ventures into a novel iteration of the orienteering problem, with a particular focus on optimizing travel satisfaction based on length of stay. A notable aspect of this variant is the inclusion of time and cost constraints in the route determination process. Using an integer programming model, the satisfaction scores for each location are described by a diminishing returns function linked to length of stay, while the costs associated with each location follow a linear function influenced by the same parameter. The application of this model is in a hypothetical scenario with 32 nodes, with the calculations facilitated by the FilMINT solver. A sensitivity analysis examines time and cost constraints and shows their decisive influence on the optimization of travel routes. The results of this research contribute significantly to a strategic framework and provide travel agencies with the opportunity to create itineraries that not only meet practical limits but, more importantly, increase traveller satisfaction.
在当今的旅行和旅游业形势下,旅行社的角色变得越来越复杂,因为他们面临着探索各种潜在目的地的挑战。更具体地说,要规划出真正令游客满意的行程,这项复杂的任务使旅行社扮演着至关重要的角色,增加了行程规划的复杂性。这种复杂性不仅因可能的目的地众多而加剧,还因成本和时间等不容商量的限制因素而加剧。为了应对这些挑战,定向问题代表了一个基本的数学模型,为理解旅行社面临的细微困难提供了理论基础。本研究对定向问题进行了新的迭代,尤其侧重于优化基于停留时间的旅行满意度。这一变体的一个显著特点是在路线确定过程中加入了时间和成本约束。利用整数编程模型,每个地点的满意度得分都由一个与停留时间相关的收益递减函数来描述,而与每个地点相关的成本则遵循一个受相同参数影响的线性函数。该模型应用于一个有 32 个节点的假设场景,并通过 FilMINT 求解器进行计算。敏感性分析研究了时间和成本限制,并显示了它们对优化旅行路线的决定性影响。这项研究成果对战略框架有重大贡献,并为旅行社提供了创造不仅符合实际限制,更重要的是提高旅客满意度的行程的机会。
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引用次数: 0
Synergizing IFTOPSIS and DEA for Enhanced Efficiency Analysis in Inpatient Units 协同 IFTOPSIS 和 DEA,加强住院部效率分析
Pub Date : 2023-12-18 DOI: 10.25077/josi.v22.n2.p165-178.2023
Cholida Usi Wardani, S. Abusini, Isnani Darti
The pursuit of efficiency in the business sector is a multifaceted endeavor, extending beyond mere cost reduction to encompass a strategic optimization of operational performance. The enhancement of efficiency is not solely for the benefit of investors or proprietors but is also a concerted effort to maximize resource utilization and minimize waste. This study introduces an integrative approach combining IFTOPSIS and DEA methodologies to deliver a robust efficiency evaluation framework.The fusion of IFTOPSIS's qualitative analysis with DEA's quantitative assessments addresses the complexity of operational performance, providing a balanced evaluation that transcends subjective bias with data-driven insights. IFTOPSIS articulates decision-makers' preferences in uncertain scenarios, assigning weights to criteria, while DEA discriminates between efficient and inefficient operational units. This confluence of methods is applied to the assessment of inpatient healthcare units—a sector that has traditionally relied on patient-centric evaluations, neglecting the comprehensive review of resource deployment. The results of this amalgamated approach reveal dimensions of operational efficiency previously unexplored, offering stakeholders a data-enriched foundation for strategic decision-making. The study's findings have significant implications for the healthcare industry, providing a template for resource evaluation that could inform policy and drive improvements in patient care services.
商业部门追求效率是一项多方面的努力,不仅仅是降低成本,还包括从战略上优化经营业绩。提高效率不仅仅是为了投资者或经营者的利益,也是最大限度地利用资源和减少浪费的共同努力。IFTOPSIS 的定性分析与 DEA 的定量评估相结合,解决了运营绩效的复杂性问题,提供了一种平衡的评估方法,超越了主观偏见,具有数据驱动的洞察力。IFTOPSIS 阐明决策者在不确定情况下的偏好,为标准分配权重,而 DEA 则区分高效和低效的业务单位。这两种方法的结合被应用于住院医疗单位的评估--该行业传统上依赖于以病人为中心的评估,而忽视了对资源配置的全面审查。这种综合方法的结果揭示了以前未曾探索过的运营效率层面,为利益相关者的战略决策提供了丰富的数据基础。研究结果对医疗保健行业具有重要意义,为资源评估提供了一个模板,可为政策提供依据,并推动患者护理服务的改善。
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引用次数: 0
Inventory Control Model of Beef for Rendang Products 人党产品牛肉库存控制模型
Pub Date : 2023-05-31 DOI: 10.25077/josi.v22.n1.p22-30.2023
Feby Gusti Dendra, E. Amrina, A. S. Indrapriyatna
The definition and function of inventory management reveal the importance of modern industry in formulating policies that regulate the supply of raw materials, semi-finished products, and finished products. Unfortunately, most companies fail to consider the characteristics of their raw materials when determining inventory strategies. Raw materials that are perishable are those that consider their service life and storage time. Inventory management plays a crucial role in supply chain management, especially for perishable raw materials, such as food products. PT X, a food business in Padang, experienced difficulty in meeting the demand for rendang products due to a lack of raw materials. Therefore, this study aims to develop an inventory management model that takes into account the perishable raw materials' expiration time. The model development consists of three stages: model development design, inventory model formulation, and model testing. The proposed model resulted in a storage time interval of five days and an optimal order quantity of 34 kg of meat with a safety stock of 14 kg. Implementing this model led to lower total inventory costs for PT X than the actual conditions of the company. The total inventory cost obtained using this model is Rp279,797,822. This study emphasizes the importance of considering the characteristics of raw materials in determining inventory strategies to optimize inventory management effectively and efficiently. The study's findings can serve as a reference for other food businesses encountering similar inventory management challenges in the perishable food industry.
库存管理的定义和作用揭示了现代工业在制定规范原材料、半成品和成品供应的政策方面的重要性。不幸的是,大多数公司在确定库存策略时没有考虑到原材料的特性。易腐烂的原材料是那些考虑到其使用寿命和储存时间的原材料。库存管理在供应链管理中起着至关重要的作用,特别是对于易腐的原材料,如食品。PT X是巴东的一家食品企业,由于缺乏原材料,很难满足人们对人当产品的需求。因此,本研究旨在建立一个考虑易腐原料保质期的库存管理模型。模型开发包括三个阶段:模型开发设计、库存模型制定和模型测试。所提出的模型的结果是,存储时间间隔为5天,最佳订货量为34公斤,安全库存为14公斤。实施该模型导致PT X的总库存成本低于公司的实际情况。使用该模型得到的总库存成本为Rp279,797,822。本研究强调了在确定库存策略时考虑原材料特性对有效优化库存管理的重要性。研究结果可以为其他食品企业在易腐食品行业遇到类似的库存管理挑战提供参考。
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引用次数: 0
The Relationship between Work Experience, Qualifications, Performance, and Staff Perception of Digital Talent in the Workplace 工作经验、资历、绩效与员工对职场数字人才感知的关系
Pub Date : 2023-05-31 DOI: 10.25077/josi.v22.n1.p31-37.2023
I. Noor, Nur Ambulani
The biggest challenge in developing digital talent in tertiary institutions is viewing digital reform as a massive entity. Therefore, it is rare to focus on the values of developing digital talent for existing education personnel. Using a growth theory mindset, the research focuses on Working Period, Performance, and Qualification, to see the relationship with Talented education staff. The research uses a sequential explanatory design. The sample consisted of 29 ASNs in one of the faculties of a state university in Indonesia, with random sampling using the online Sample Size Calculator. Questionnaire data were analyzed by SPSS, while interviews with NVivo-12 Pro. The results reveal that both the Working Period, Qualification, and Performance variables correlate with the Talented education of staff. The direction of the relationship also has a positive (+) value. However, qualitative analysis revealed that the activities carried out were more directed at fulfilling the main duties and functions. Behind that, the biggest challenge for them is when dealing with students, who generally come from the digital generation. Therefore, digital reform in higher education also pays attention to developing digital talent for education staff.
高等院校培养数字人才的最大挑战是将数字改革视为一个庞大的实体。因此,很少关注现有教育人员培养数字人才的价值观。本研究采用成长理论的思维方式,重点研究了工作时间、绩效和资格,以了解与天才教育员工的关系。该研究采用了顺序解释设计。样本由印度尼西亚一所州立大学的一个学院的29个ASN组成,使用在线样本量计算器进行随机抽样。问卷数据采用SPSS统计软件进行分析,同时采用NVivo-12 Pro进行访谈。研究结果表明,工作年限、资格和绩效变量都与员工的人才教育程度相关。关系的方向也具有正(+)值。然而,定性分析显示,开展的活动更多地是为了履行主要职责和职能。在这背后,他们面临的最大挑战是与学生打交道,他们通常来自数字一代。因此,高等教育数字化改革也注重培养教育工作者的数字化人才。
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引用次数: 0
Risk Mitigation Strategy for Coal Transshipment 煤炭转运风险缓释策略
Pub Date : 2023-05-31 DOI: 10.25077/josi.v22.n1.p9-21.2023
Noufal Zhafira, T. S. Dewayana, D. Sugiarto
Coal transshipment necessitates efficient and prompt execution, devoid of any delays or work-related accidents. Numerous events during the transshipment process have the potential to disrupt operations and pose substantial risks. This research aims to examine the risks associated with coal transshipment by leveraging ISO 31000:2018 as the risk analysis framework. Additionally, it seeks to prioritize risk mitigation strategies employing the Techniques for Other Preferences by Similarity to Ideal Solutions (TOPSIS) methodology. Data collection for this study involved surveys and expert discussions to comprehensively analyze all risks by ISO 31000:2018 guidelines. The findings were then visualized through the use of a fishbone diagram, which facilitated the identification and understanding of the generated risks. The analysis revealed several threats that could impact the coal transshipment process. These major threats include natural disasters, equipment failures, shipping accidents, health risks for workers, fire hazards, operational delays, inefficient loading and unloading processes, and transportation accidents. The proposed mitigation strategies such as designing SOPs, developing emergency response plans, implementing safety measures, providing training, conducting risk assessments, and ensuring equipment maintenance, are academically supported and practical in their application. However, challenges such as financial constraints, resistance to change, and the dynamic nature of the process need to be overcome for effective implementation. Organizations can enhance safety and operational efficiency in coal transshipment by carefully managing resources, engaging stakeholders, and continuously evaluating and improving strategies. Overall, the proposed strategies offer a feasible and proactive means to mitigate threats and promote a safer and more efficient transshipment process.
煤炭转运需要高效、迅速地执行,不发生任何延误或与工作有关的事故。转运过程中发生的许多事件有可能扰乱运营并造成重大风险。本研究旨在利用ISO 31000:2018作为风险分析框架,研究与煤炭转运相关的风险。此外,它还寻求采用与理想解决方案相似的其他偏好技术(TOPSIS)方法对风险缓解策略进行优先排序。本研究的数据收集包括调查和专家讨论,以根据ISO 31000:2018指南全面分析所有风险。然后,通过使用鱼骨图将研究结果可视化,这有助于识别和理解所产生的风险。分析揭示了可能影响煤炭转运过程的几个威胁。这些主要威胁包括自然灾害、设备故障、运输事故、工人健康风险、火灾隐患、运营延误、装卸过程效率低下以及运输事故。拟议的缓解策略,如设计SOP、制定应急计划、实施安全措施、提供培训、进行风险评估和确保设备维护,在应用中得到了学术支持和实践。然而,需要克服财政限制、对变革的抵制以及该进程的动态性质等挑战,才能有效实施。组织可以通过认真管理资源、吸引利益相关者以及持续评估和改进战略来提高煤炭转运的安全性和运营效率。总的来说,拟议的战略为减轻威胁和促进更安全、更高效的转运过程提供了一种可行和积极的手段。
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引用次数: 0
Cost-Integrated Lean Maintenance to Reduce Maintenance Cost 成本集成精益维修降低维修成本
Pub Date : 2023-05-31 DOI: 10.25077/josi.v22.n1.p69-80.2023
P. Karningsih, Winda Puspitasari, M. Singgih
The company has always prioritized cost reduction. In this study, the researchers aimed to decrease maintenance costs by actively eliminating expensive non-value-added processes. The study employed Process and Time Driven Activity Based Costing to integrate cost with the activities performed. By conducting maintenance value stream mapping, the researchers identified various forms of waste, such as centralized maintenance, ineffective data management, poor inventory management, inadequate maintenance, under-utilization of resources, and waiting time for maintenance resources. Several alternative improvement options were proposed, and the Pugh method was used to compare and select the most promising alternatives or combinations of alternatives. The third alternative, which involves conducting internal training and implementing standard operating procedures for maintenance technicians, supervisors, and machine operators, as well as integrating an IT system for maintenance and creating an equipment and spare parts inventory database, was chosen as the highest-ranking option. The results showed that this approach reduced processing time for administrative activities, lowered corrective maintenance costs, and improved maintenance efficiency for both preventive and corrective maintenance.
公司一直把降低成本放在首位。在这项研究中,研究人员旨在通过积极消除昂贵的非增值过程来降低维护成本。该研究采用了过程和时间驱动的作业成本法,将成本与所执行的作业相结合。通过进行维修价值流映射,研究人员确定了各种形式的浪费,例如集中维修、无效的数据管理、不良的库存管理、维修不足、资源利用不足以及维修资源的等待时间。提出了几种可供选择的改进方案,并使用Pugh方法比较和选择最有希望的方案或方案组合。第三个备选方案被选为排名最高的备选方案,其中包括对维修技术人员、主管和机器操作员进行内部培训和实施标准操作程序,以及集成用于维修的IT系统和创建设备和备件库存数据库。结果表明,这种方法减少了管理活动的处理时间,降低了纠正性维护成本,并提高了预防性和纠正性维护的维护效率。
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引用次数: 0
Interrelationship Performance Indicators Model of Agile Supply Chain Management in Palm Oil Industry 棕榈油行业敏捷供应链管理的相互关系绩效指标模型
Pub Date : 2023-05-31 DOI: 10.25077/josi.v22.n1.p1-8.2023
R. Primadasa, Bellachintya Reira Christata
This paper tries to model agile supply chain management performance indicators in the palm oil industry. The interpretative Structural Modeling (ISM) method is used to find the relationship between these indicators. The ISM stages begin with identifying indicators, compiling contextual relationships, compiling reachability matrices, compiling level partitions, compiling digraphs, and compiling ISM models. Then MICMAC analysis is used to group each of these indicators into four categories based on their driving power and dependence power. In this study, 16 hands of agile supply chain management in the palm oil industry were obtained, of which the four-level ISM  model could be constructed. Two indicators are at level 4, six hands are at level 3, three indicators are at level 2, and five indicators are at level 1. Meanwhile, through MICMAC analysis, five indicators are found in the independent indicators category, six hands are in the linkage indicator category, four indicators are included in the dependent indicator category, and one indicator is in the autonomous indicator category. This research can be used by managers in the palm oil industry who want to increase agility in their supply chain. In general, indicators at level 4 can affect indicators at level 3, and so on. So that management can start fixing the indicators at level 4 first. In addition, indicators that have a driving power value in MICMAC analysis can be prioritized to improve their performance.
本文试图建立棕榈油行业敏捷供应链管理绩效指标模型。使用解释性结构建模(ISM)方法来寻找这些指标之间的关系。ISM阶段从识别指标、编译上下文关系、编译可达性矩阵、编译级别分区、编译有向图和编译ISM模型开始。然后使用MICMAC分析将这些指标中的每一个根据其驱动力和依赖力分为四类。在本研究中,获得了棕榈油行业敏捷供应链管理的16只手,其中可以构建四级ISM模型。两个指标处于4级,六只手处于3级,三个指标处于2级,五个指标处于1级。同时,通过MICMAC分析,发现独立指标类别中有5个指标,联动指标类别有6只手,依赖指标类别有4个指标,自主指标类别有1个指标。这项研究可供棕榈油行业的管理人员使用,他们希望提高供应链的灵活性。一般来说,第4级的指标会影响第3级的指标,依此类推。因此,管理层可以首先开始固定第4级指标。此外,可以对MICMAC分析中具有驱动力值的指标进行优先级排序,以提高其性能。
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引用次数: 0
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