Scheduling Algorithm Picks Up the Slack
Maged Dessouky, a professor in the USC Viterbi School’s Daniel J. Epstein Department of Industrial and Systems Engineering, collaborated with two colleagues to analyze the problem last year. Now, their efforts have been recognized with a “Best Paper for 2007” award from the Institute for Operations Research and Management Science.
Slack time is extra time built into a bus schedule to accommodate unexpected delays. The paper published in the November 2006 issue of Transportation Science noted, “if slack time is insufficient, buses are unlikely to be able to catch up with the schedule when they fall behind, deteriorating reliability. But too much slack time reduces service frequency, which may inconvenience passengers.”
For the simplest case, a single vehicle traveling in a loop, the algorithm published in the paper gives an exact number, based on the size of the loop and the distribution of the travel-time delay. The analysis also provides a way to approximate the effect of adding more buses to the loop.
The calculations are not simple. The effects that the equations have to model involve human behavior that is easy to describe but hard to quantify. For example, if trains or buses are spaced close together (less than 10 minutes apart, typically), travelers tend not to consult schedules or expect vehicles to arrive exactly on time, and buses can leave early without upsetting travel plans. If buses are an hour apart, travelers react differently.
And delays tend to be cumulative. “Buses on frequent lines have a tendency to bunch … when a bus falls slightly behind schedule, it tends to pick up more passengers, causing it to slow further.”
While not all effects like this can be modeled, a surprising amount of the dynamics can be captured by simplifying assumptions, according to the paper by Dessouky and co-authors Jiamin Zhao and T.S. Bukkapatnam, formerly a graduate student and assistant professor at USC, respectively.
The new work emerged from Dessouky’s 1999 empirical studies of bus operations at the Los Angeles Metropolitan Transit Authority. At the time, Dessouky measured an average slack time ratio of .25 on three MTA lines – that is, a bus trip scheduled to take an hour generally was accomplished in 45 minutes, with the extra 15 minutes in the schedule built in to accommodate possible delays.
But was the 15 minutes more than necessary? Dessouky later worked with the MTA to incorporate these delay measurements into more effective scheduling while continuing to determine what the optimal level might be.
The 2006 paper used the equations to create curves to correlate average levels of delay and slack-time ratios, leading to an approximation of how much slack time is optimal, depending on total round-trip travel time. The bottom line: Build in between 15 and 20 percent slack, more for longer trips.
Dessouky said no transit system is yet using the new algorithms to schedule operations but “our next step is to make the agencies aware of our approach.”
Dessouky will receive the award for the paper Nov. 5 in Seattle.
Dessouky is a member of the executive committee of the National Center for Metropolitan Transportation Research, a research center at USC and California State University, Long Beach sponsored by the U.S. Department of Transportation and the California Department of Transportation, which sponsored the research.
Latest stories
- Life on the Rez February 9, 2012 12:10 PM
- Professor's Analysis Followed in Prop. 8 Court Ruling February 9, 2012 7:52 AM
- Two USC Schools Go Mobile February 9, 2012 7:42 AM
-
For Journalists »
-
USC in the News
for 2/9/2012 »-
Scientific American featured research by Valter Longo of the USC Davis School finding that short periods of fasting could help cancer patients better tolerate chemotherapy, and may even make treatment more effective. NPR Boston affiliate WBUR-FM reported that in an animal model, 40 percent of subjects who received no food or drink except water before and after chemotherapy were cured of cancer, compared with zero percent of subjects who only received chemo. Patients in California are now trying the fasting, Longo said. The study was also covered by BBC News (U.K.), Daily Mail (U.K.), La Repubblica (Italy), Corriere della Sera (Italy), The Scientist, Agence France-Presse, The Press Association (U.K.), AOL News, Asian News International, Indian Express (India), Press Trust of India (India), Radio Santiago (Chile), Diario Digital (Portugal), EFE (Spain), Salute 24 (Italy), ANSA (Italy), ASCA (Italy), Gaianews (Italy), Republika (Indonesia) and Ihlas Son Dakika (Turkey).
The New York Times featured a joint project by the USC Annenberg Innovation Lab and IBM, analyzing public sentiment of football quarterbacks on social media. They examined Facebook and Twitter activity to determine which player had more support online. The researchers found increased support for Manning leading up to the Super Bowl. The technology was developed to help companies better understand their customers, the story reported.
ElGolfo (Mexico) featured the Oscar Senti-meter, a tool developed by the USC Annenberg School, Los Angeles Times and IBM that analyzes thousands of tweets about the Academy Awards nominees. The story noted that Mexican actor Demian Bechir received an enormous boost on Twitter the day of the nominations, with a total of 6,893 tweets mentioning him, versus 33 the day before. La Primera Plana (Mexico) also ran a story.
Los Angeles Times quoted Thomas Lyon of the USC Gould School about legal complaints surrounding the Miramonte Elementary School.
Inc. cited Edward Kleinbard of the USC Gould School about the carried interest tax break and how lobbying has kept it alive.
-
-
Campus News
- Capital Connections
- USC faculty, staff and alumni in Washington, D.C., and Sacramento
- In Print
- New and recent books written or edited by USC faculty and staff
- Family Matters
- Achievements and awards
- Obituaries
