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by Wei Dong LIN
Logistics plays a vital role supporting trade and manufacturing, twin pillars of the Singapore economy. To become a leading logistics hub in Asia-Pacific, Singapore is leveraging advanced technologies.
he Singapore Institute of Manufacturing Technology (SIMTech) is
collaborating with small- and medium-sized enterprises to research
and develop solutions that can help them implement smart, robust,
and efficient techniques in their logistics operations.
The SIMTech Logistics initiative group focuses on solving demand-responsive
problems prevalent in integrated manufacturing and logistics
systems. The researchers have successfully developed several solutions using
technologies that collate real-time information from dissimilar sources and
merge it with intelligent predictive algorithms.
Figure 1 explains the concept of intelligent real-time
control and software development for time-critical
manufacturing and transportation applications. In this
project, a team at SIMTech has created a metaheuristics-based
dynamic demand-responsive integrated
manufacturing and transportation planning-and-execution
system that integrates with advanced
geographic information systems/global positioning
systems. The system features include real-time
manufacturing and transportation process-responsive
change, constraints and conditional changes, real-time
transportation planning, real-time vehicle-routing
guidance and expediting, and best vehicle routing with
real-time updating.
Metaheuristics are general combinatorial
optimisation techniques, designed with the aim of being
flexible enough to handle as many different
combinatorial problems as possible. In theory, while metaheuristics
can handle any combinatorial optimisation problem, effort has to
be made to adapt the general ingredients of these methods to the
particular solution. In this project, SIMTech studies core techniques
of metaheuristics such as Simulated Annealing, Tabu Search,
Evolutionary Algorithms, Ant Colony Optimisation, and Artificial
Immune Systems. These technologies are applied in the
manufacturing and transportation sectors.
Key benefits from such a system include (1) reduced total
manufacturing and transportation time and cost, (2) real-time
dynamic demand-responsiveness to changes from customers,
manufacturing processes, and transportation activities, (3)
enhanced customer service levels, and (4) increased return of assets.
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