共享经济中的物流能力平衡平台:简单规则何时最优?

Logistics Capacity Balancing Platforms in the Sharing Economy: When Will Simple Rules Be Optimal?

IEEE Transactions on Systems, Man, and Cybernetics: Systems · 2021
被引 5
ABS 3

中文导读

研究了共享经济下物流能力平衡平台的价值,提出两种平衡规则,并证明在特定条件下简单规则优于复杂规则,对平台设计和物流决策有参考价值。

Abstract

The logistics industry faces high risk as demands for logistics services are stochastic. Facing the market demand volatility, individual logistics service providers (called &#x201C;agents&#x201D;) who are individual decision makers have their own preferences with respect to their profit targets. It is commonly observed that some agents are more risk taking (and hence they set very ambitious profit targets) whereas some are more risk averse. This creates a situation in which some agents over-reserve logistics capacities but some under-reserve. In the sharing economy, the logistics capacities can be balanced out and shared via platforms. In this article, we analytically build newsvendor problem-based optimization models to explore the value of a capacity-balancing-platform, in the presence of multiple agents. We propose two capacity-balancing mechanisms (called Rules 1 and 2) for the platform: 1) Rule 1 is an <i>equal balancing rule</i> in which all the capacities of agents will be collected and evenly distributed to all agents and 2) Rule 2 is a <i>surplus balancing rule</i> in which all capacities of agents will be collected and classified, and balancing is done with respect to surplus in capacity reservation. We then compare Rule 1 and Rule 2 with the original system when the platform is absent (Rule 0). We analytically prove that Rule 2 always outperforms Rule 0 with respect to the total systems expected profit. For the homogeneous case, Rule 1 is the optimal allocation rule and outperforms (with respect to the total systems expected profit) the more complex rule, i.e., Rule 2, which interestingly shows that &#x201C;simplicity is better.&#x201D; To generate more insights and to check the robustness of findings, we extend the analyses to cover more cases.

共享经济物流管理运营管理报童模型决策规则