and concluded that revenue sharing contract can give
the optimal revenue allocation proportion and
optimal order quantity for each link in the supply
chain system under a stable market environment,
which proves the effectiveness of revenue sharing
contract. And (Xu, 2010) improved the classical
revenue sharing contract by considering price
elasticity of demand, realized the coordination
between traditional distribution channels and
electronic distribution channels, explored the
conditions for the existence of perfect win-win
coordination between dual-channel supply chains,
and gave a solution method for the contract
parameters. (Niu, 2009) used Stackelberg game
theory to study the game process between retailers
and distributors and the equilibrium effect of revenue
sharing contract on supply chain revenue under
dominant supply chains. The above studies proved
the role of supply chain contract in supply chain
interest distribution, supply quantity optimization,
etc., and proposed various paths to coordinate the
supply chain.
It is worth noting that most of the above studies
are based on normal market models and ignore the
impact of unusual market fluctuations on the supply
chain. Especially under the impact of the COVID-19,
the instability of the supply chain has greatly
increased. In order to cope with the impact of
emergencies, many scholars have conducted research
on the coordination of supply chain based on the
background of abnormal perturbation of market
fluctuations, in order to enhance the ability of supply
chain to cope with risks and resist market
fluctuations, so as to reduce the losses of supply
chain enterprises under the market fluctuations. For
example, (Liu, Liu, 2020). analyzed the coordination
effect of quantity flexibility contract for supply chain
under emergencies based on a two-stage closed loop
supply chain model in the context of contingency
disturbances. (Chen, Liu, 2014) studied the effect of
revenue sharing contract on the coordination of
emergency contingencies based on the perspective of
a three-stage supply chain. (Liu, 2013) demonstrated
that revenue sharing contract can still coordinate the
revenue gap between supply chain links under
complex market fluctuations from a four-stage
supply chain consisting of suppliers, producers,
distributors and retailers, and demonstrated the
robustness of revenue contribution contract.
Due to the fundamental difference between the
service supply chain represented by the port supply
chain and the traditional product supply chain, the
above-mentioned papers still focus on the traditional
product supply chain and lack in-depth exploration of
the service supply chain. At present, in the field of
port supply chain, (Zhang, 2009) analyzed the profit
distribution of port service supply chain by using the
improved Shapley method and proposed a new profit
distribution model from the perspective of
cooperative game. (Wang, 2021) studied the optimal
business strategy under two different decision
scenarios: centralized decision and decentralized
decision, for the port supply chain model under
demand disturbance, and proposed different
transportation strategies for goods with different
characteristics, such as cost-sensitive and time-
sensitive. (Zhao, 2007) studied the longitudinal
alliance structure of the port supply chain and
analyzed the potential benefits from the cooperation
between upstream and downstream port enterprises.
(Lv, 2020) considered the optimization effect of
introducing fourth party logistics on the port supply
chain, and analyzed the competition and coordination
between port integrators and port and shipping
enterprises. He found that the whole supply chain
could achieve the highest yields under centralized
decision, but the members of each link might need to
sacrifice some of their own interests to achieve the
goal of global optimum.
In the above studies on port supply chain,
although they all propose corresponding coordination
mechanisms for the port supply chain model to
ensure the long-term stable operation of the port
supply chain. However, most of the scholars in the
current research are based on the simplified two-
stage supply chain model for supply chain contract
design, ignoring the three-stage supply chain
consisting of road carriers, port enterprises and ocean
carriers in the port supply chain. With the gradual
development of port integration and the increasing
flexibility of transportation services, the “door-to-
door” transportation form represented by multimodal
transport is gradually receiving more and more
attention. Therefore, it is worthwhile to further study
the three-stage port supply chain in the context of
multimodal transport. Meanwhile, most scholars
have focused on traditional product supply chain
research in the study of supply chain coordination for
emergencies, but not on the optimization and
coordination of service supply chain such as logistics
transportation. Currently, the occurrence of frequent
disruptions such as COVID-19 and trade frictions,
the study of service supply chain such as logistics
services has become the focus of global attention.
To sum up, based on the three-stage port supply
chain consisting of road carriers, ports and ocean
carriers and considering both market random
fluctuations and contingency disturbances, this paper