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Waste management of multiple food products through IoT enabled preservation policies and secondary supply chains 通过物联网保存政策和二级供应链管理多种食品的废弃物
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-10 DOI: 10.1016/j.cie.2024.110569

Recycling food waste (FW) into secondary products can transform the waste-to-value. This study proposes reducing FW through IoT controlled preservation and consuming it through a secondary supply chain (SSC). It explores the best policies for SSC management that recycles FW. The food chain comprises of multiple food processors for preparing multiple food products, and a common retailer where IoT based preservation curtails food deterioration. The SSC consumes the FW by recycling into multiple secondary products at multiple recycling plants and retailing at a secondary retailer. A dual channel waste collection viz. from retailers and consumers is maintained. Each product within primary and secondary supply chains (PSSCs) has a different lifetime, rate of deterioration (RoD), and preservation effectiveness. A nonlinear mathematical model is presented that optimizes decision-making for maximizing profitability. Outcomes of computational experiments demonstrate that the SSC removes 100% of the FW, conserves 89% of material resources, reduces 16% of the total cost, minimizes preservation efforts by 50%, improves replenishment cycle, and increases profitability by 39%. Some managerial insights are provided for making vital supply chain decisions.

将厨余(FW)回收利用到二次产品中可以实现变废为宝。本研究建议通过物联网控制保存减少厨余垃圾,并通过二级供应链(SSC)消费厨余垃圾。它探讨了回收利用 FW 的 SSC 管理最佳政策。食品链由多个食品加工商和一个普通零售商组成,前者负责制作多种食品,后者则负责基于物联网的保鲜,以防止食品变质。SSC 通过在多个回收厂回收多种二次产品和在二级零售商处零售来消耗 FW。零售商和消费者的废物收集保持双通道。一级和二级供应链(PSSC)中的每种产品都有不同的使用寿命、劣化率(RoD)和保存效果。本文提出了一个非线性数学模型,可优化决策,实现利润最大化。计算实验结果表明,供应链可消除 100% 的损耗,节约 89% 的材料资源,降低 16% 的总成本,最大限度地减少 50% 的保存工作,改善补货周期,并将利润率提高 39%。这为供应链的重要决策提供了一些管理启示。
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引用次数: 0
Selling mode selection and AI service strategy in an E-commerce platform supply chain
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-10 DOI: 10.1016/j.cie.2024.110560

With the advancement and wide adoption of Artificial Intelligence (AI) technology, various industries have recognized its immense potential and significance, especially in the e-commerce sector. This study considers an E-commerce Platform Supply Chain (EPSC) consisting of a manufacturer and a platform that may provide AI service. The primary purpose of this research is to explore the strategic interaction between different customer service strategies (i.e., Manual or AI service) and different selling modes (i.e., Agency or reselling mode). The research results show that if the manual service sensitivity is relatively high, the manufacturer is more willing to set a higher wholesale price. When the service efficiency attenuation effect of the manual customer towards demand is stronger, AI service would bring about more demand. Additionally, when the service efficiency attenuation effect is stronger, or it is weaker but the AI service efficiency is higher, the EPSC could utilize AI service to obtain more profit under reselling mode. Under agency mode, AI service can benefit the EPSC more when the service effect attenuation coefficient is relatively larger. Last but not least, we find that when the AI service cost coefficient is relatively small, the reselling mode can benefit the EPSC more. Most importantly, compared with manual service, AI service provides the EPSC with a new opportunity to embrace the reselling mode more.

随着人工智能(AI)技术的发展和广泛应用,各行各业都认识到了它的巨大潜力和意义,尤其是在电子商务领域。本研究考虑的是由制造商和可能提供人工智能服务的平台组成的电子商务平台供应链(EPSC)。本研究的主要目的是探讨不同客户服务策略(即人工或人工智能服务)与不同销售模式(即代理或转售模式)之间的战略互动。研究结果表明,如果人工服务敏感度相对较高,制造商更愿意制定较高的批发价格。当人工客户对需求的服务效率衰减效应较强时,人工智能服务会带来更多需求。此外,当服务效率衰减效应较强或较弱但人工智能服务效率较高时,易胜博主页可利用人工智能服务在转售模式下获得更多利润。在代理模式下,当服务效应衰减系数相对较大时,人工智能服务会使 EPSC 受益更多。最后,我们还发现,当人工智能服务成本系数相对较小时,转售模式能使 EPSC 受益更多。最重要的是,与人工服务相比,人工智能服务为 EPSC 提供了一个新的机会,使其更容易接受转售模式。
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引用次数: 0
Optimising production efficiency: Managing flexibility in Industry 4.0 systems via simulation 优化生产效率:通过模拟管理工业 4.0 系统的灵活性
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-07 DOI: 10.1016/j.cie.2024.110540

The digital transformation, propelled by Industry 4.0, is essential for businesses to adapt to evolving market demands and sustainability pressures. This study addresses the need for improved plant optimisation by enhancing machinery and workstations through advanced digital modelling. Using the Tecnomatix Plant Simulation environment, we developed a simulation platform to assess the feasibility of a flexible production system. The model, based on a validated case study, demonstrated a 15% improvement in system performance by incorporating varying levels of machine flexibility. This improvement highlights the importance of designing production systems that can adapt to changing requirements efficiently. The study shows how increased flexibility in manufacturing environments can enhance operational efficiency and machine utilisation across different scenarios.

工业 4.0 推动的数字化转型对于企业适应不断变化的市场需求和可持续发展压力至关重要。本研究通过先进的数字建模技术来提高机械和工作站的性能,从而满足改进工厂优化的需求。利用 Tecnomatix 工厂仿真环境,我们开发了一个仿真平台来评估柔性生产系统的可行性。该模型以一个经过验证的案例研究为基础,通过采用不同程度的机器灵活性,证明系统性能提高了 15%。这一改进凸显了设计能够有效适应不断变化的要求的生产系统的重要性。该研究表明,提高生产环境的灵活性可以在不同情况下提高运营效率和机器利用率。
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引用次数: 0
Modeling the resilience of liner shipping network under cascading effects: Considering distance constraints and transportation time 模拟连带效应下班轮运输网络的弹性:考虑距离限制和运输时间
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-07 DOI: 10.1016/j.cie.2024.110559

The Liner Shipping Network (LSN) is a crucial component of the maritime supply chain (MSC) but remains susceptible to disruptions caused by natural disasters or emergencies, given its intricate structure and high level of interdependence. In this study, we present a novel cascading failure model that accounts for the heterogeneity of distances and transportation times between nodes, coupled with actual shipping lines. This comprehensive approach aims to thoroughly evaluate the resilience of the LSN. The study’s results reveal noteworthy variations in the cascading effects across diverse load distribution distances and transportation times. Furthermore, it delves into load distribution strategies to improve the resilience of the LSN and investigates the impact of capacity parameters on cascading effects. The results indicate that the distribution strategy proposed in this paper, integrating transportation time and redundancy levels, effectively suppresses the spread of cascading faults and improves network resilience. The outcomes of this research contribute to a deeper understanding of strategies for enhancing resilience and managing risks in shipping networks, providing valuable insights for management and decision-making in maritime operations.

班轮航运网络(LSN)是海上供应链(MSC)的重要组成部分,但由于其结构错综复杂且高度相互依赖,因此仍然很容易受到自然灾害或突发事件的影响。在本研究中,我们提出了一个新颖的级联故障模型,该模型考虑了节点之间距离和运输时间的异质性,并结合了实际的航运线路。这种综合方法旨在全面评估 LSN 的恢复能力。研究结果表明,在不同的负载分布距离和运输时间下,级联效应存在显著差异。此外,研究还深入探讨了提高 LSN 弹性的货物分配策略,并研究了运力参数对级联效应的影响。结果表明,本文提出的分配策略综合了运输时间和冗余水平,有效抑制了级联故障的扩散,提高了网络弹性。本文的研究成果有助于加深对提高航运网络弹性和管理风险的策略的理解,为海事运营的管理和决策提供了宝贵的见解。
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引用次数: 0
Joint optimization of train platforming and shunting with service scheduling at a railway hub 铁路枢纽列车站台和调车与服务调度的联合优化
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-06 DOI: 10.1016/j.cie.2024.110544

The rapidly developing high-speed railway system in China has posed increasing challenges to train and station scheduling. During rush hours, several switches and tracks are often congested due to the lack of synchronized train platforming and service scheduling. Therefore, we investigate a train platforming and shunting with service scheduling (TPSSS) problem of high-speed railway hub at the tactical level. This joint optimization approach can reduce conflicts, decrease the shunting work, and promote balanced resource utilization at stations and depots. By constructing a two-layer time–space network based on the hub layout, a multi-commodity flow model and a heuristic algorithm that utilizes the alternating direction method of multipliers (ADMM) are developed. Applying an iterative framework that includes inner and outer loops, as well as a pre-assignment strategy, the algorithm can produce a near-optimal (gap < 5 %) TPSSS plan within a computation time of 1 h in cases where there are no cancelled trains. Furthermore, a comparison between conservative and aggressive strategies indicates that the aggressive strategy can achieve an overall better solution.

快速发展的中国高速铁路系统对列车和车站调度提出了越来越多的挑战。在高峰时段,由于缺乏同步的列车站台和服务调度,多个道岔和轨道经常出现拥堵。因此,我们从战术层面研究了高速铁路枢纽的列车站台和调车与服务调度(TPSSS)问题。这种联合优化方法可以减少冲突,减少调车工作,促进车站和车场资源的均衡利用。通过构建基于枢纽布局的双层时空网络,开发了多商品流模型和利用乘数交替法(ADMM)的启发式算法。该算法采用包括内循环和外循环的迭代框架以及预分配策略,在没有取消列车的情况下,能在 1 小时的计算时间内生成接近最优(间隙 < 5 %)的 TPSSS 计划。此外,对保守策略和激进策略的比较表明,激进策略能获得更好的整体解决方案。
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引用次数: 0
Data-driven solutions: Uncovering the hidden potential of big data technologies in in building low-carbon cities 数据驱动的解决方案:挖掘大数据技术在建设低碳城市中的潜能
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-05 DOI: 10.1016/j.cie.2024.110543

In 2015 and 2016, the Chinese government implemented the National Big Data Comprehensive Pilot Zone (NBDCPZ) policy in eight regions of eastern, central, western, and northeastern China. The main goal of the NBDCPZ policy is to promote industrial transformation and upgrading in the region, and promote the application and development of the big data industry. Based on Chinese city data from to 2009–2019, this study’s estimates show that urban carbon emissions (CE) decreased by 11.8% after the implementation of the NBDCPZ policy. To ensure the robustness of our results, various tests were conducted, all of which confirmed the negative causal effect of NBDCPZ on CE. Heterogeneity studies have shown that cities with higher initial carbon endowments have greater reductions in carbon emissions owing to the introduction of NBDCPZ policies. In addition, the impact of the policy on urban energy conservation and emission reduction in eastern China is particularly significant. The mechanism analysis shows that NBDCPZ policy achieves emission reduction through activating the CE reduction effect of green technology and encouraging low-carbon virtual life.

2015 年和 2016 年,中国政府在中国东部、中部、西部和东北部的八个地区实施了国家大数据综合试验区(NBDCPZ)政策。国家大数据综合试验区政策的主要目标是促进区域产业转型升级,推动大数据产业的应用和发展。根据 2009-2019 年的中国城市数据,本研究的估算结果表明,在国家重点发展功能区政策实施后,城市碳排放量(CE)下降了 11.8%。为确保结果的稳健性,我们进行了各种检验,所有检验结果均证实了国家生物多样性保护区对城市碳排放的负向因果效应。异质性研究表明,初始碳禀赋较高的城市在引入 NBDCPZ 政策后碳排放量的减少幅度更大。此外,该政策对华东地区城市节能减排的影响尤为显著。机制分析表明,NBDCPZ 政策通过激活绿色技术的 CE 减排效应和鼓励低碳虚拟生活来实现减排。
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引用次数: 0
Condition-based maintenance for a balanced system considering dependent soft and hard failures 考虑软故障和硬故障的平衡系统的基于状态的维护
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-05 DOI: 10.1016/j.cie.2024.110550

Maintenance optimization for balanced systems has received increasing attention for its significance in engineering practice. Most existing maintenance models for balanced systems consider a single failure mode, which is inconsistent with many practical situations involving multiple failure modes. This paper investigates the maintenance optimization problem for a balanced system that consists of two balanced components and a core component. The balanced components deteriorate during operation and a soft failure occurs if one of their deterioration levels exceeds a critical level. The core component is subject to hard failure and the failure rate depends on its age and the balance condition quantified by the deterioration difference between balanced components. Corrective replacement is performed for soft or hard failure, whichever occurs first. If no failure occurs before a decision epoch, one in three actions, including do-nothing, preventive repair, and preventive replacement, should be chosen based on the information of age and deterioration The objective is to determine the optimal maintenance policy that minimizes the long-run average cost rate. The optimization problem is formulated in the semi-Markov decision process (SMDP) framework. A recursive method is employed to assess conditional reliability. A policy-iteration algorithm is developed to obtain the optimal policy. Results from a numerical example confirm the effectiveness of the proposed approach.

平衡系统的维护优化因其在工程实践中的重要意义而受到越来越多的关注。现有的平衡系统维护模型大多考虑单一故障模式,这与许多涉及多种故障模式的实际情况不符。本文研究了由两个平衡部件和一个核心部件组成的平衡系统的维护优化问题。平衡组件在运行过程中会发生劣化,如果其中一个劣化水平超过临界水平,就会发生软故障。核心部件会出现硬故障,故障率取决于其使用年限和以平衡部件之间的劣化差异量化的平衡条件。对于软故障或硬故障,以先发生者为准,进行纠正替换。如果在决策时间之前没有发生故障,则应根据使用年限和劣化程度等信息,选择不采取任何行动、预防性维修和预防性更换等三种行动中的一种。优化问题是在半马尔可夫决策过程(SMDP)框架下提出的。采用递归法评估条件可靠性。开发了一种策略迭代算法来获得最佳策略。一个数值实例的结果证实了所提方法的有效性。
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引用次数: 0
Robust inference for an interval-monitored step-stress experiment with competing risks for failure with an application to capacitor data 区间监测阶跃应力实验的稳健推断,故障风险相互竞争,并应用于电容器数据
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-04 DOI: 10.1016/j.cie.2024.110536

Accelerated life-tests (ALTs) are applied for inferring lifetime characteristics of highly reliable products. In some cases, due to cost or product nature constraints, continuous monitoring of devices is infeasible and so the units are inspected at particular inspection time points, resulting in interval-censored responses. Furthermore, when a test unit fails, there is often more than one competing risk. In this paper, we assume that all competing risks are independent and follow an exponential distribution depending on the stress level. Under this setup, we present a family of robust estimators based on the density power divergence (DPD), including the classical maximum likelihood estimator as a particular case. We then derive asymptotic and robustness properties of the minimum DPD estimators (MDPDEs). Based on these MDPDEs, estimates of some lifetime characteristics of the product as well as estimates of some cause-specific lifetime characteristics are developed. Direct, transformed and bootstrap confidence intervals are proposed, and their performance is empirically compared through Monte Carlo simulations. The methods of inference discussed in this work are finally illustrated with a real-data example regarding electronic devices.

加速寿命测试 (ALT) 用于推断高可靠性产品的寿命特性。在某些情况下,由于成本或产品性质的限制,对设备进行连续监测是不可行的,因此要在特定的检测时间点对设备进行检测,从而产生间隔删参响应。此外,当一个测试单元发生故障时,往往存在不止一种竞争风险。在本文中,我们假设所有竞争风险都是独立的,并根据压力水平呈指数分布。在这种情况下,我们提出了一系列基于密度幂发散(DPD)的稳健估计器,包括作为特殊情况的经典最大似然估计器。然后,我们推导出最小 DPD 估计器(MDPDE)的渐近和稳健特性。基于这些 MDPDE,我们对产品的某些生命周期特征以及某些特定原因的生命周期特征进行了估计。提出了直接置信区间、转换置信区间和引导置信区间,并通过蒙特卡罗模拟对它们的性能进行了实证比较。最后,通过一个有关电子设备的真实数据示例对本研究中讨论的推断方法进行了说明。
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引用次数: 0
Pilot simulation for public passenger transport energy consumption 公共客运能耗试点模拟
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-04 DOI: 10.1016/j.cie.2024.110535

The knowledge of the variables that impact energy consumption allows for a better understanding of how to mitigate energy consumption and emissions production for public passenger transport. The current operation of public passenger transport in a large city with unregulated types of public passenger transport, as seen in developing countries, causes an increase in energy consumption and emissions generation. Therefore, the objective of this paper is to propose a pilot simulation that investigates the direct impact of public passenger transport operations on energy consumption. This will enable the incorporation of multiple variables, such as rim radius, tire characteristics, vehicle weight, road gradient, air density, and drag coefficient, as well as developing countries’ public transport characteristics. The study reveals that frequent stops every 100 m lead to the highest energy consumption due to the continuous acceleration and deceleration that this entails. Conversely, wider stop spacings of 250, 350, 500, and 1,000 m result in progressively reduced energy usage. However, it is crucial to balance efficiency gains with passenger needs and service convenience, emphasizing the importance of tailored planning and optimization strategies in urban transport management. The observed differences in energy consumption across various stop spacings emphasize the need to consider this factor when proposing improvement measures for public transport systems. The current energy consumption estimates account for initial and final speeds only, suggesting that further reductions might be achieved by incorporating additional variables. This comprehensive approach is essential for developing feasible solutions aimed at minimizing energy consumption in public passenger transport. Additionally, future simulations will integrate emission estimation scripts and measures such as lane delineation, the promotion of efficient driving behaviors, and the implementation of robust maintenance plans, which will also be integral to optimizing energy efficiency.

了解了影响能源消耗的变量,就能更好地理解如何减少公共客运的能源消耗和排放。目前,大城市公共客运的运营与发展中国家公共客运类型不规范的情况一样,会造成能源消耗和排放产生量的增加。因此,本文旨在提出一种试点模拟,研究公共客运运营对能源消耗的直接影响。这样就可以将轮辋半径、轮胎特性、车辆重量、道路坡度、空气密度和阻力系数等多个变量以及发展中国家的公共交通特点纳入其中。研究显示,每 100 米频繁停车的能耗最高,因为这需要持续的加速和减速。相反,250 米、350 米、500 米和 1000 米的较宽停靠间距会逐渐降低能耗。然而,在提高效率与乘客需求和服务便利性之间取得平衡至关重要,这也强调了量身定制的规划和优化策略在城市交通管理中的重要性。观察到的不同站间距的能耗差异强调了在提出公共交通系统改进措施时考虑这一因素的必要性。目前的能耗估算仅考虑了初始速度和最终速度,这表明通过纳入更多变量可以进一步降低能耗。这种综合方法对于制定旨在最大限度降低公共客运能耗的可行解决方案至关重要。此外,未来的模拟将整合排放估算脚本和措施,如车道划分、推广高效驾驶行为和实施稳健的维护计划,这些也将成为优化能源效率不可或缺的一部分。
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引用次数: 0
Bayesian modeling and optimization for split-plot experiments with multiple responses 多反应分层实验的贝叶斯建模和优化
IF 6.7 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-03 DOI: 10.1016/j.cie.2024.110546

In many industrial processes, cost or time constraints make some input variables harder to change or control than others. An appropriate experimental design method is restricted randomization, which results in split-plot experiments. Empirical models that connect multiple quality characteristics with input variables play a crucial role in robust parameter design for split-plot experiments. At present, many modeling methods typically adopt the single response model for analyzing industrial processes in the split-plot experiments without considering correlation among multiple responses, correlation among whole plots, and uncertainty of model parameters. However, ignoring these issues can lead to poor product or process design. To solve these issues, this paper suggests a novel Bayesian modeling and optimization approach. We first construct a Bayesian multi-response linear mixed-effects model and obtain the posterior distribution for model parameters by employing Bayesian theorem. Then, the Gibbs sampling procedure is employed for the estimation of model parameters. Finally, the overall weighted desirability optimization function meeting the specification is developed to avoid acquiring ideal input settings with outliers. A simulation and an engineering case study demonstrate the validity of the proposed method. In comparison to existing methods, the optimization results given the proposed method are more robust and reliable.

在许多工业流程中,由于成本或时间限制,一些输入变量比其他变量更难改变或控制。一种合适的实验设计方法是限制性随机化,其结果是分割图实验。将多个质量特性与输入变量联系起来的经验模型在分层实验的稳健参数设计中起着至关重要的作用。目前,许多建模方法通常采用单一响应模型来分析分割图实验中的工业过程,而不考虑多个响应之间的相关性、整个图之间的相关性以及模型参数的不确定性。然而,忽视这些问题可能会导致产品或工艺设计的失误。为了解决这些问题,本文提出了一种新颖的贝叶斯建模和优化方法。我们首先构建了一个贝叶斯多反应线性混合效应模型,并利用贝叶斯定理获得了模型参数的后验分布。然后,采用吉布斯抽样程序对模型参数进行估计。最后,开发出符合规范的整体加权可取性优化函数,以避免获取带有异常值的理想输入设置。模拟和工程案例研究证明了所提方法的有效性。与现有方法相比,建议方法得出的优化结果更加稳健可靠。
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引用次数: 0
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