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Energy-Efficient Elevating Transfer Vehicle Routing for Automated Multi-Level Material Handling Systems

机译:用于自动多级材料处理系统的节能升高转移车辆路由

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We investigate an energy-efficient elevating transfer vehicle routing problem (ETVRP), in which an elevating transfer vehicle (ETV) serves a multi-level freight handling system to transport cargo containers between airside and landside in an air cargo terminal. The problem can be regarded as a special case of stacker crane problem defined on a regular grid graph constructed by uniform rectangular tiles. Even with the special grid network structure, the ETVRP is still NP-hard in general. We manage to identify a subset of the ETVRP instances that are polynomially solvable based on the condition of free-permutation. For general ETVRPs, we propose a new and more efficient exact formulation whose dimensionality does not constantly increase with the number of requests and is bounded by the size of the underlying grid network. To further enhance computational efficiency, we develop two approximation algorithms, one of which is asymptotically optimal and has the time-complexity that grows linearly with the number of requests; the other has a bounded time-complexity and works better for instances with smaller arc lengths. Combining these two algorithms can guarantee an approximation ratio of 5/3. The performances of the proposed formulation and the approximation algorithms are further examined through numerical simulations. Note to Practitioners-Elevating transfer vehicles (ETVs) are widely utilized in automated multi-level material handling systems for transporting, storing, and retrieving units vertically and horizontally. We develop an efficient and effective method to reduce energy consumption of operating ETV, which is critical for improving both financial and environmental sustainability of these systems. The method can be adopted to realize online timely decision making for automatic vehicle routing when facing a huge number of pickup and delivery requests in multi-level material handling systems. A class of popular application scenarios, termed "Free-Permutation," is identified and mathematically characterized, in which the energy consumption can be exactly minimized in a theoretical sense within tractable computational times. For general application scenarios, an efficient and robust method is designed to guarantee to save the energy consumption to a level lower than 67% above the theoretical minimum level. Preliminary numerical experiments suggest the efficiency and effectiveness of this approach, but it has not yet been incorporated into nor tested in a practical system. In the future research, we will approach the application scenarios with two or more ETVs simultaneously operated in a multi-level material handling system.
机译:我们研究了节能的升高转移车辆路由问题(ETVRP),其中升高转移车辆(ETV)为多级货运处理系统提供了多级货运处理系统,以在空气货物终端中的空间和陆地之间运输货物容器。问题可以被视为在由均匀矩形瓦片构造的常规网格图上定义的堆叠器起重机问题的特殊情况。即使采用特殊网格网络结构,ETVRP也仍然是NP - 一般来说。我们设法识别基于自由排列条件的多项式可溶性的ETVRP实例的子集。对于一般etvrps来说,我们提出了一种新的和更高效的精确配方,其维度不会随着请求的数量不断增加,并且由底层网格网络的大小限制。为了进一步提高计算效率,我们开发了两个近似算法,其中一个是渐近的最佳状态,并且具有与请求数量线性增长的时间复杂性;另一个具有有界时间复杂性,并且更好地为具有较小电弧长度的实例工作。组合这两个算法可以保证近似比为5/3。通过数值模拟进一步检查所提出的配方和近似算法的性能。注意,从业者 - 升高转移车辆(ETV)广泛用于自动多级材料处理系统中,用于垂直和水平地运输,存储和检索单元。我们开发了一种有效且有效的方法,以减少操作ETV的能耗,这对于提高这些系统的财务和环境可持续性至关重要。当面对多级材料处理系统中的大量拾取和传送请求时,可以采用该方法来实现自动车辆路由的在线及时决策。识别和数学特征在于,一类被称为“自由排列”的流行应用场景,其中能量消耗可以在贸易计算时间内的理论意义上精确地减少。对于一般应用方案,旨在保证能源消耗能够以高于理论最小级别的67%的水平保证。初步数值实验表明这种方法的效率和有效性,但尚未在实际系统中纳入也没有测试。在未来的研究中,我们将在多级材料处理系统中同时使用两个或多个ETV的应用场景。

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