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

New top story from Time: Chris Paul on the Legacy of the NBA Strike, 1 Year Later

https://ift.tt/3jiooN4 Even before Aug. 26, 2020—the date, one year ago today, on which the sports world shut down in protest of violence against unarmed Black people—NBA players were having difficulty processing the shooting of Jacob Blake . The video of police in Kenosha, Wis. shooting and wounding Blake emerged during the NBA’s 2020 postseason while players were isolated at Walt Disney World in a COVID-19 “bubble.” The surreal August playoffs were taking place after the season had shut down in March because of the pandemic. “It was weighing heavy on a lot of guys,” says Chris Paul , who was the president of the National Basketball Players Association (NBPA) for eight years before he stepped aside this summer. Paul told TIME in an interview this week that when George Floyd was murdered on May 25, 2020, he was home and could explain to his children Chris II and Camryn, then 11 and 8, what was unfolding on television. “Whereas when this situation happened, with Jacob Blake,...

IPL 2020 | Another high-scoring contest on the cards as Rajasthan Royals face Kings XI Punjab https://ift.tt/2RZ8eKl

The return of Jos Buttler is set to bolster the Rajasthan Royals batting order as they take on the Kings XI Punjab in Sharjah. The showdown has all the potential to be a high-scoring thriller, with big-hitting prowess in both the sides. While the Royals began their tournament with an impressive victory over the Chennai Super Kings, KXIP made a brilliant comeback after Super Over heartbreak in their opening match to beat RCB by 97 runs.

New top story from Time: Why It’s Crucial to Talk to Kids About Gender Pronouns

https://ift.tt/3fKr8kO It’s only been a week since Katherine Locke’s newest book was published, and they’ve already received messages from parents of trans and nonbinary children saying how much it spoke to them. The book, What Are Your Words? , tells the story of a kid named Ari, who is gender fluid and nonbinary and tries out different pronouns depending on how they feel on different days. Aimed at readers aged 4 to 8, the book follows Ari and his nonbinary uncle Lior as they try to figure out what words fit them. “I certainly didn’t grow up talking about pronouns that weren’t she/her, he/him, and I didn’t know how to have these conversations either,” says Locke, who released their first picture book last November and has previously written novels for young adults and adults. “It’s been really gratifying to see people embrace the book and its concepts.” [time-brightcove not-tgx=”true”] With colorful illustrations by Anne Passchier, the book emphasizes that pronouns are...

PM Modi launches Ayushman Bharat scheme to extend health insurance coverage to all J&K residents https://ift.tt/3hhpdmV

Prime Minister Narendra Modi on Saturday launched the Ayushman Bharat scheme via video-conferencing to extend health insurance coverage to all residents of Jammu and Kashmir. The Prime Minister's Office said the scheme will ensure universal health coverage, and focus on providing financial risk protection and ensuring quality and affordable essential health services to all individuals and communities.

FOX NEWS: Top baby names list for 2021 reveals familiar trends For the second year in a row, these two names are the most popular for girls and boys – leading BabyCenter's Top 100 Baby Names list.

Top baby names list for 2021 reveals familiar trends For the second year in a row, these two names are the most popular for girls and boys – leading BabyCenter's Top 100 Baby Names list. via FOX NEWS https://ift.tt/gX7QsfJ

New top story from Time: Despite Trump’s Attacks, Both Parties Are Vowing an Orderly Election

https://ift.tt/3hXVe29 WASHINGTON — President Donald Trump’s refusal to commit to a peaceful transfer of power if he loses drew swift blowback Thursday from both parties in Congress, and lawmakers turned to unprecedented steps to ensure he can’t ignore the vote of the people. Amid the uproar, Trump said anew he’s not sure the election will be “honest.” Congressional leaders, including Senate Majority Leader Mitch McConnell and House Speaker Nancy Pelosi, rejected Trump’s assertion that he’ll “see what happens” before agreeing to any election outcome. Many other lawmakers — including from Trump’s own Republican Party — vowed to make sure voters’ wishes are followed ahead of Inauguration Day in January. And some Democrats were taking action, including formally asking Trump’s defense secretary, homeland security adviser and attorney general to declare they’ll support the Nov. 3 results, whoever wins. Asked as he departed the White House for a campaign rally if the electio...

New top story from Time: Trump vs. Biden: Facing Off on Taming a ‘Rising China’

https://ift.tt/3n3S5l2 As President, Donald Trump has cast China as a global villain: a malevolent actor that all but launched a worldwide pandemic on an unsuspecting world, robbed Americans of their jobs and stole U.S. business secrets. He has made the Chinese Communist Party a catch-all enemy that pulls puppet-like strings to make international organizations like the World Health Organization work at cross-purposes with Washington, all charges Beijing vigorously denies. At the same time, Trump has presented himself to the world—and to U.S. voters—as the only person capable of pummeling Beijing into submission, chiefly through a landmark trade deal. Democrats, the President and his allies say, are the willing patsies who bow to Beijing, as when former Vice President-turned-Democratic presidential candidate Joe Biden sought closer ties to the growing superpower in his multiple visits there. “A rising China is a positive, positive development, not only for China but for Americ...

New Coronavirus Strain: UK reports highest daily Covid-19 deaths since April https://ift.tt/2Jhk2qp

After the discovery of a second new variant of the novel coronavirus in Britain, the UK has reported the highest number of single-day Covid-19 fatalities since late April.

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 ...

New top story from Time: Painter Bob Ross Remains Popular Decades After His Death. A New Netflix Documentary Examines Who Benefits

https://ift.tt/2WvNNu0 Bob Ross is an icon. Whether remembered for his soft voice, unforgettable hair, gorgeous landscapes or loose, fun approach to painting, the artist has remained indelible in popular culture since first appearing on PBS in 1983 as host of The Joy of Painting . Nearly 30 years after the show ended its 11-year run and Ross died following complications from lymphoma, his popularity endures, among both aspiring artists and ASMR fans, who turn on old Joy of Painting episodes just to bask in his calming presence. Bob Ross merchandise is everywhere—all over the internet, you can find everything from clothes inspired by Bob Ross artwork to plush toys and coffee mugs bearing the artist’s face. The question over who controls this legacy—and profits from the sales of Bob Ross merch—drives a new documentary that premiered on Netflix this week. [time-brightcove not-tgx=”true”] Titled Bob Ross: Happy Accidents, Betrayal & Greed , the name of filmmaker Josh...