Skip to main content

Tech Talk: Muni Predictions 101

Tech Talk: Muni Predictions 101
By Christopher Ward

A picture containing contractors speaking with a Muni Rider as customer information displays are being installed in a transit shelter. New Customer Information Systems are being installed and causing customer curiosity! 

Got a burning question about the SFMTA’s Muni predictions that are made by our Next Generation Customer Information System (CIS)? We’ve got answers! Below are some of the frequently asked questions from Muni customers. Send us yours! 

Where do Muni predictions come from?  

Muni predictions come from data provided by multiple SFMTA systems including equipment on our vehicles. Real-time predictions are based on the real-time locations of Muni vehicles. A computer algorithm compares the real-time data to past travel times based on time of day, day of week, season and other factors that affect travel to predict future arrival times. Travel patterns in this historic data are applied to real-time data to generate accurate Muni predictions. 

When the system has no real-time information, it uses Muni schedules to make predictions. This often occurs at or near terminals and during service changes. However, schedule data isn’t as reliable as real-time data, particularly because the SFMTA has made Muni service more reliable by shifting away from using schedules to headway management, scheduling service at regularly spaced intervals to reduce gaps and bunching, rather than clock times. 

What factors impact predictions? 

The two main problems with predictions are 1) vehicles in service but not showing up in the Customer Information System (we call those “surprise vehicles”) and 2) predictions made from the schedule, but the vehicle doesn't show up (we call those “ghost vehicles”).  

A “surprise vehicle” is when a bus or train is running but it is not picked up by the real-time position data feed. This may be because of damaged equipment, a vehicle not signed into the system when it departs the division, or when changes are not entered into the system. When a vehicle is missing from the system, the wait times at stops appear longer than they actually will be. This happens because the prediction system does not “see” one of the vehicles. 

A “ghost vehicle” usually occurs at stops close to the start of the line. You might see this at the stop when looking at the prediction countdown. When the count gets to zero, no vehicle appears! This happens because the prediction system is not picking up any vehicles while they are at the terminal and before they start the route. This results in the countdown relying on the schedule, even if the vehicle is delayed. If a vehicle is scheduled but not coming, then the countdown will end and there will be no vehicle. The system relies on the vehicle data when it is available, otherwise it will show the schedule information that may not be accurate.  

The same problem occurs with trains as with buses but at an increased rate, because trains cannot pass each other like buses. Because of this, there are often service adjustments made at the control center to manage gaps that result in inaccurate predictions. 

Why do different apps have different predictions sometimes? 

The SFMTA generates vehicle information and shares this data openly for anyone to use cost-free. Third party apps like Transit, Google and Waze, as well as “mom and pop” apps, each have their own way of taking in and making use of the data that we provide. 

These third parties are independent of the SFMTA and we do not keep track of the quality of their predictions. If customers experience problems, we recommend reporting the problem directly to the third-party and checking the predictions at SFMTA.com/Routes. 

What does it mean when a Muni display says, “no predictions available?”  

The “no predictions” message displays when there is no real-time vehicle data to generate predictions, either because the system is down or a vehicle is not logged into the system. This does not mean that isn’t service. Buses and trains are still running. If there is a service issue affecting bus or train operation, the SFMTA will display relevant information, make audio announcements, send out email and SMS alerts and post on Twitter.    

What new features will be added and how can I learn more?  

The Next Generation CIS screens now display real-time vehicle locations on a map and real-time on-board vehicle capacity information, along with arrival prediction times. 

Some of the next features we plan to roll out are real-time alerts such as reroutes and elevator availability. We’re also improving terminal predictions, and we are working on multiple MuniMobile app upgrades.  

For more information visit our CIS project and System Updates websites! 



Published March 13, 2023 at 10:27PM
https://ift.tt/P9nFb4S

Comments

Popular posts from this blog

FOX NEWS: Rattlesnake bites 5-year-old girl multiple times in dad's backyard, revealing previously unknown allergy Education is the best way to prepare for emergencies.

Rattlesnake bites 5-year-old girl multiple times in dad's backyard, revealing previously unknown allergy Education is the best way to prepare for emergencies. via FOX NEWS https://ift.tt/3vOQO4j

New top story from Time: Hongkongers Line Up to Buy Last Edition of Pro-Democracy Apple Daily Newspaper

https://ift.tt/3vYZQfu (HONG KONG) — Across Hong Kong, people lined up early Thursday to buy the last print edition of the last remaining pro-democracy newspaper. By 8:30 a.m., Apple Daily’s final edition of 1 million copies was sold out across most of the city’s newsstands. The newspaper said it would cease operations after police froze $2.3 million in assets, searched its office and arrested five top editors and executives last week, accusing them of foreign collusion to endanger national security — another sign Beijing is tightening its grip on the semi-autonomous city. In recent years, the newspaper has become increasingly outspoken, criticizing Chinese and Hong Kong authorities for limiting the city’s freedoms not found in mainland China and accusing them of reneging on a promise to protect them for 50 years after the 1997 handover from Britain. [time-brightcove not-tgx=”true”] The pressure on the paper — and Hong Kong’s civil liberties — increased after authorities r...

FOX NEWS: Texas nurse loses 109 pounds while she cared for coronavirus patients Megan Hill, 35, from Fort Worth, Texas, lost 109 pounds despite the stress of the coronavirus pandemic and the end of her marriage.

Texas nurse loses 109 pounds while she cared for coronavirus patients Megan Hill, 35, from Fort Worth, Texas, lost 109 pounds despite the stress of the coronavirus pandemic and the end of her marriage. via FOX NEWS https://ift.tt/35SQG9s

New top story from Time: Simone Biles Is Already the Best Gymnast Ever. She’ll Be Even Better for Tokyo

https://ift.tt/3qlhBnM When you’ve won seven national championships, 19 world titles, five Olympic medals ( four of them gold ), and your leotards are already decorated with a rhinestone goat (a nod to Greatest of All Time status), is there anything left to prove? For most people, the answer is no. But Simone Biles is not like most people, or even most Olympians. The 4 ft. 8 in. 24-year-old from Spring, Texas, is not only the most dominant gymnast of her time—she is likely the greatest in history. With an unmatched blend of skill, power and daring—and more than a splash of charisma—Biles has won every all-around national, world and Olympic competition she has entered since 2013. Her record haul of 25 World Championship medals is five more than that of her closest rival—who retired in 2004. Biles has four gymnastics skills named after her, an honor reserved for the first competitor to execute a new move in a major international competition. And she has a fifth that she is lik...

FOX NEWS: Horse photobombs maternity shoot with hilarious smile: 'Always into mischief' When Amanda Eckstein and Phillip Werner posed together for their maternity shoot, they didn’t think a horse would steal the show.

Horse photobombs maternity shoot with hilarious smile: 'Always into mischief' When Amanda Eckstein and Phillip Werner posed together for their maternity shoot, they didn’t think a horse would steal the show. via FOX NEWS https://ift.tt/2UEG8Zv

New top story from Time: ‘This Is a Window of Opportunity.’ Ret. General Vincent K. Brooks on Why Things Might Be Moving Again With North Korea

https://ift.tt/3zQFKad Last month, U.S. President Joe Biden hosted his South Korean counterpart, Moon Jae-in , at the White House. The allies agreed on a raft of deals covering COVID-19 vaccine deployment and hi-tech investment, and emphasized “their shared commitment to the complete denuclearization of the Korean Peninsula.” On June 17, North Korean Supreme Leader Kim Jong Un responded. According to the state-run Korean Central News Agency, following “a detailed analysis” of Biden’s North Korea Policy Review, Kim told a meeting of the ruling Workers’ Party to “get prepared for both dialogue and confrontation, especially … confrontation.” Few know the intricacies of the North Korean problem better than General Vincent K. Brooks, who retired from active duty in January 2019 as a four-star general in command of over 600,000 Koreans and Americans comprising the U.S. Forces Korea, U.N. Command and ROK-U.S. Combined Forces. He also previously served as commanding general of U....

FOX NEWS: Firefighter helps veteran suffering from PTSD episode on airplane Firefighters don’t just fight fire.

Firefighter helps veteran suffering from PTSD episode on airplane Firefighters don’t just fight fire. via FOX NEWS https://ift.tt/3ddRzO9

New top story from Time: I’m Grateful for the Hugs I Can Now Share–and Haunted by the Ones I Can’t

https://ift.tt/3zSw4fm I’m at the stage of pandemic life when I am still counting the hugs. The first time I invited a good friend not just over to but into my house, postvaccination , sans masks, I couldn’t even wait until she walked up to my door–I ran outside to greet her, and we tackle-hugged each other in the driveway. We both held on tight, the otherworldly buzz of a thousand cicadas in our ears, as we took turns exclaiming how good it was to see each other. We hadn’t hung out in person since January 2020, and of course I was looking forward to talking, sharing a meal, catching up on all her news–but somehow I’d forgotten that before any of that happened, I would also get to hug her. It was my first hug from a friend in more than a year, and a reminder of just how comforting a good hug can be. [time-brightcove not-tgx=”true”] I’ve been a hugger since middle school, when my friends and I would run up to one another in the halls between classes and embrace as though ...

New top story from Time: South Korean President Moon Jae-in Makes One Last Attempt to Heal His Homeland

https://ift.tt/3zNEV25 Moon Jae-in can still hear the roar today. South Korea’s President had been seated next to Kim Jong Un in Pyongyang’s May Day Stadium on Sept. 19, 2018, for the close of the Mass Games when North Korea’s leader beckoned him up to the dais. Beneath a vast collage calling for Korea to “unite the strength of the entire people,” Moon urged the 150,000-strong crowd to “hasten a future of common prosperity and reunification,” while revelers brandished white flags with powder blue outlines of a unified Korean Peninsula. For Moon, it was a transformative experience. The North Koreans’ “eyes and attitudes” showed that they “strongly aspire for peace,” he tells TIME. “I could see for myself that North Korea has completely changed … and is doing everything possible to develop.” [time-brightcove not-tgx=”true”] That speech was the first by a South Korean leader in North Korea and the high point of a long, often agonizing process of engagement that Moon had charted...

Delhi's air quality hits 'very poor' level first time this season https://ift.tt/2IqcAsn

The national capital's air quality was in the “very poor” category on Tuesday morning, the first time this season, with calm winds and low temperatures allowing the accumulation of pollutants. According to the Ministry of Earth Sciences' Air Quality Early Warning System for Delhi, an increase in farm fires in Punjab, Haryana and neighbouring regions of Pakistan is also going to impact the air quality in Delhi-NCR.