Skip to content
Search AI Powered

Latest Stories

big picture

can you get there from here?

The first time someone mentioned the Traveling Salesman Problem to me, I figured it had something to do with those ribald jokes I used to hear when I was young.

The first time someone mentioned the Traveling Salesman Problem to me, I figured it had something to do with those ribald jokes I used to hear when I was young. But once it was explained to me, I realized we were instead talking about something that is at the core of logistics efficiency.

In a nutshell, the problem is this: A traveling salesman has to visit a defined number of cities. You know the costs between any two city pairs. (The cost can be measured in time or money.) Find the cheapest or most efficient way for the salesman to visit all the cities and return home.


This poser is nothing new. According to a Georgia Tech Web site dedicated to the problem (www.tsp.gatech.edu), the problem was first explored in the 1800s by mathematicians in Ireland and England, and then taken up again in the 1930s by mathematicians at Harvard and Princeton. The work continues in universities and research labs today.

Just as it's not new, neither is it simple. The problem's complexity is amply illustrated by an example cited in a short paper by Karla Hoffman of George Mason University and Manfred Padberg of New York University. Hoffman and Padberg modeled all the possible ways Odysseus could visit all 16 cities mentioned in the Odyssey exactly once and found there were no fewer than 653 billion distinct routes.

Fortunately, the algorithms used to solve actual, as opposed to theoretical, problems don't have to examine every possible route; they just have to find the best one. And researchers are getting better at it all the time. Last year, a research team found the optimal route for a salesman who wanted to visit all 24,978 cities in Sweden.

Though that might seem to be an exercise for computer nerds with time on their hands, it is actually quite serious. (The U.S. Navy and the National Science Foundation, sponsors of the research, weren't in it for the fun, I suspect.) And certainly, for managers responsible for moving goods from hundreds of origins to hundreds of destinations each day, development of optimization tools meets a real need. In fact, the routing sheet handed to your driver each time he pulls out of your yard bound for your customers' docks may well be the product of optimization software that grew out of the Traveling Salesman Problem. But at least his route won't include 24,978 stops in the Swedish boondocks.

The Latest

More Stories

person using AI at a laptop

Gartner: GenAI set to impact procurement processes

Progress in generative AI (GenAI) is poised to impact business procurement processes through advancements in three areas—agentic reasoning, multimodality, and AI agents—according to Gartner Inc.

Those functions will redefine how procurement operates and significantly impact the agendas of chief procurement officers (CPOs). And 72% of procurement leaders are already prioritizing the integration of GenAI into their strategies, thus highlighting the recognition of its potential to drive significant improvements in efficiency and effectiveness, Gartner found in a survey conducted in July, 2024, with 258 global respondents.

Keep ReadingShow less

Featured

Report: SMEs hopeful ahead of holiday peak

Report: SMEs hopeful ahead of holiday peak

Businesses are cautiously optimistic as peak holiday shipping season draws near, with many anticipating year-over-year sales increases as they continue to battle challenging supply chain conditions.

That’s according to the DHL 2024 Peak Season Shipping Survey, released today by express shipping service provider DHL Express U.S. The company surveyed small and medium-sized enterprises (SMEs) to gauge their holiday business outlook compared to last year and found that a mix of optimism and “strategic caution” prevail ahead of this year’s peak.

Keep ReadingShow less
retail store tech AI zebra

Retailers plan tech investments to stop theft and loss

Eight in 10 retail associates are concerned about the lack of technology deployed to spot safety threats or criminal activity on the job, according to a report from Zebra Technologies Corp.

That challenge is one of the reasons that fewer shoppers overall are satisfied with their shopping experiences lately, Lincolnshire, Illinois-based Zebra said in its “17th Annual Global Shopper Study.”th Annual Global Shopper Study.” While 85% of shoppers last year were satisfied with both the in-store and online experiences, only 81% in 2024 are satisfied with the in-store experience and just 79% with online shopping.

Keep ReadingShow less
warehouse automation systems

Cimcorp's new CEO sees growth in grocery and tire segments

Logistics automation systems integrator Cimcorp today named company insider Veli-Matti Hakala as its new CEO, saying he will cultivate growth in both the company and its clientele, specifically in the grocery retail and tire plant logistics sectors.

An eight-year veteran of the Georgia company, Hakala will begin his new role on January 1, when the current CEO, Tero Peltomäki, will retire after a long and noteworthy career, continuing as a member of the board of directors, Cimcorp said.

Keep ReadingShow less

Securing the last mile

Although many shoppers will return to physical stores this holiday season, online shopping remains a driving force behind peak-season shipping challenges, especially when it comes to the last mile. Consumers still want fast, free shipping if they can get it—without any delays or disruptions to their holiday deliveries.

One disruptor that gets a lot of headlines this time of year is package theft—committed by so-called “porch pirates.” These are thieves who snatch parcels from front stairs, side porches, and driveways in neighborhoods across the country. The problem adds up to billions of dollars in stolen merchandise each year—not to mention headaches for shippers, parcel delivery companies, and, of course, consumers.

Keep ReadingShow less