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

'Happy birthday, Jason!' Kylie Minogue shares throwback Neighbours pics Kylie Minogue has shared a series of nostalgic photos of her and her old Neighbours flame Jason Donovan to mark his birthday.

via Entertainment News - Latest Celebrity & Showbiz News | Sky News https://ift.tt/2TZ14a2

Jason Roy chooses one between Rohit Sharma, David Warner as his opening partner https://ift.tt/3fkBiWu

Rohit Sharma and David Warner are two of the most destructive openers in the limited-overs format. The duo had been reigning the opening spot for their respective sides for years. Both the players continue to be the mainstays for their countries in all the three formats of the game. from IndiaTV: Google News Feed https://ift.tt/2ZjgDNe

New top story from Time: ‘It’s a Catastrophe.’ Iranians Turn to Black Market for Vaccines as COVID-19 Deaths Hit New Highs

https://ift.tt/3AODY94 In January, Iranian Supreme Leader Ayatollah Ali Khamenei made the sudden announcement that American and British-made COVID-19 vaccines would be “forbidden” as they were “completely untrustworthy.” Almost nine months later, Iran is facing its worst surge in the virus to date — a record number of deaths and infections per day with nearly 4.2 million COVID-19 patients across the country , and a healthcare system near collapse. “It’s a catastrophe; and there is nothing we can do,” said an anesthesiology resident in one of Tehran’s public hospitals who due to the current surge is tasked to oversee the ICU ward for COVID-19 patients. “We can’t treat them nor help them; so all I can ask people to do is to stay home and do whatever it takes to not get exposed.” The doctor requested anonymity in order to speak freely; others interviewed by TIME asked to be identified only by their first name. [time-brightcove not-tgx=”true”] The scale of the crisis is such ...

FOX NEWS: Olympic gymnasts sound off on the evolving leotard: 'Power and prestige goes with those leos' The world may have grown accustomed to seeing Olympic gymnasts wearing leotards as they compete for the highest honor in the sport, but these garments haven’t always been the first pick for women.

Olympic gymnasts sound off on the evolving leotard: 'Power and prestige goes with those leos' The world may have grown accustomed to seeing Olympic gymnasts wearing leotards as they compete for the highest honor in the sport, but these garments haven’t always been the first pick for women. via FOX NEWS https://ift.tt/3BQEKE3

FOX NEWS: Couple gets married at 'most beautiful' Taco Bell: 'It was the best of both worlds' Analicia Garcia, 24, and Kyle Howser, 25, from Sacramento, California, got married on Tuesday, Oct. 26 and had their reception at the famous Pacifica, California, Taco Bell.

Couple gets married at 'most beautiful' Taco Bell: 'It was the best of both worlds' Analicia Garcia, 24, and Kyle Howser, 25, from Sacramento, California, got married on Tuesday, Oct. 26 and had their reception at the famous Pacifica, California, Taco Bell. via FOX NEWS https://ift.tt/3ES5g0B

New top story from Time: Top U.S. General Foresees Afghan Civil War as Security Worsens

https://ift.tt/3ycQZbv KABUL, Afghanistan — The U.S.’s top general in Afghanistan on Tuesday gave a sobering assessment of the country’s deteriorating security situation as America winds down its so-called “forever war.” Gen. Austin S. Miller said the rapid loss of districts around the country to the Taliban — several with significant strategic value — is worrisome. He also cautioned that the militias deployed to help the beleaguered national security forces could lead the country into civil war. “A civil war is certainly a path that can be visualized if this continues on the trajectory it’s on right now, that should be of concern to the world,” he said. [time-brightcove not-tgx=”true”] Miller also told a small group of reporters in the Afghan capital that for now he has the weapons and the capability to aid Afghanistan’s National Defense and Security Forces. “What I don’t want to do is speculate what that (support) looks like in the future,” he said. In meetings at the...

New top story from Time: Myanmar Security Forces Open Fire on Protesters, Killing Several and Marking Deadliest Day of Protests

https://ift.tt/3uFmav3 YANGON, Myanmar — Security forces in Myanmar opened fire and made mass arrests Sunday as they sought to break up protests against the military’s seizure of power, and a U.N. human rights official said it had “credible information” that 18 people were killed and 30 were wounded. That would be the highest single-day death toll among protesters who are demanding that the elected government of Aung San Suu Kyi be restored to power after being ousted by a Feb. 1 coup. “Deaths reportedly occurred as a result of live ammunition fired into crowds in Yangon, Dawei, Mandalay, Myeik, Bago and Pokokku,” the U.N. Human Rights Office said in a statement referring to several cities, adding that the forces also used tear gas, flash-bang grenades and stun grenades. “We strongly condemn the escalating violence against protests in Myanmar and call on the military to immediately halt the use of force against peaceful protesters,” its spokesperson Ravina Shamdasani was...

Innovation to Icon: 150 Years of Cable Cars Exhibit Opens

Innovation to Icon: 150 Years of Cable Cars Exhibit Opens By Jeremy Menzies We are happy to announce the opening of a special history exhibit at the San Francisco Public Library, as part of the ongoing celebrations for the 150th anniversary of the cable cars . The “Innovation to Icon: 150 Years of Cable Cars” exhibit runs from July 1 to September 30 on the 6th floor of the public library’s main branch library at 100 Larkin Street. 150 years strong, San Francisco’s cable car system is a symbol of the city.  "Innovation to Icon: 150 Years of Cable Cars" takes a visual journey through time that brings the incredible history of San Francisco’s beloved cable cars to life. Combining photographs, original documents, and unique memorabilia from the San Francisco History Center and the SFMTA Photo Archive, this exhibit showcases the spirit, ingenuity and timeless allure of a city icon.   Cable cars once dominated the transit scene in San Francisco. This 1890s shot was taken at M...

FOX NEWS: Bride threatens to send a wedding guest away if she wears ‘off-white’ outfit A bride-to-be posted on Reddit’s “Am I the A--h---” about how her father’s girlfriend is planning to wear a cream silk dress to her wedding.

Bride threatens to send a wedding guest away if she wears ‘off-white’ outfit A bride-to-be posted on Reddit’s “Am I the A--h---” about how her father’s girlfriend is planning to wear a cream silk dress to her wedding. via FOX NEWS https://ift.tt/3kYvWTf

New top story from Time: ‘I Can Be Someone I Didn’t Have.’ Actor Simu Liu on Asian Representation and His Marvel Future

https://ift.tt/3ad9HoX A Chinese-Canadian actor as the face of a Marvel superhero franchise? That’s not the world Simu Liu grew up in. But that’s the world Liu is making this year. “ I can be someone I didn’t have as a kid ,” the actor tells TIME100 Talks He’s talking about the upcoming Shang-Chi and the Legend of the Ten Rings , the first Marvel Cinematic Universe movie starring a hero of Asian descent, due out in July. The Kim’s Convenience actor will play the titular character, Shang-Chi. And—as his comment suggests—it’s been a long time coming. “ I loved comics as a kid, I loved superheroes, but I really didn’t see myself represented in that space,” he says. “I really hope with this movie, kids who are like me, who grew up similarly, can have that. That’s really the power of representation: seeing yourself on screen and feeling like you’re a part of this world, which for Asian children who have grown up in the West hasn’t always been the case.” Liu’s leading-man s...