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: Man loses 120 pounds, becomes triathlete after wife dies: ‘I wanted something more’ Bill Bowden, 52, from Burbank, California, has lost about 120 pounds since 2019 and is participating in his first triathlon on Saturday.

Man loses 120 pounds, becomes triathlete after wife dies: ‘I wanted something more’ Bill Bowden, 52, from Burbank, California, has lost about 120 pounds since 2019 and is participating in his first triathlon on Saturday. via FOX NEWS https://ift.tt/3ERS6Bp

New top story from Time: How China’s Response to the COVID-19 Lab Leak Theory Means It Will Rumble On and On

https://ift.tt/3vyD4f0 Zhao Lijian isn’t one for pulling punches. So when asked Thursday about U.S. President Joe Biden’s decision to reinvestigate whether the coronavirus originated in a Chinese laboratory, China’s hawkish Foreign Ministry spokesman came out swinging : “What secrets are hidden in the suspicion-shrouded Fort Detrick and the over 200 U.S. bio-labs all over the world?” The lab leak hypothesis has returned to front pages across the world and Zhao’s baseless rekindling of the conspiracy theory that COVID-19 came from the U.S. Army base in Maryland shows how the origins of the pandemic that has so far claimed 3.5 million lives globally is once again a central fissure in the already-tense U.S.-China relationship. [time-brightcove not-tgx=”true”] It also spotlights the difficulty in finding any firm answers in an authoritarian state shrouded in secrecy, consumed by victimhood and determined to avoid any culpability that would undermine its pitch that liberal ...

अभिषेक बच्चन का डिजिटल डेब्यू, वेबसीरीज ब्रीद इन द शैडोज की रिलीज डेट का ऐलान

अमेज़ॅन प्राइम वीडियो ने आज घोषणा कर दी है कि अमेज़न ऑरिजिनल श्रृंखला 'ब्रीद' का बहुप्रतीक्षित नया सीज़न 10 जुलाई 2020 में रिलीज़ किया जाएगा। साइकोलॉजिकल क्राइम थ्रिलर 'ब्रीद: इन द शैडोज़' अबुंदंतिया एंटरटेनमेंट द्वारा रचित और निर्मित है और इस from टेलीविजन की खबरें | Television News in Hindi | TV Serials Update in Hindi – FilmiBeat Hindi http:/hindi.filmibeat.com/television/abhishek-bachchan-digital-debut-with-breathe-into-the-shadows-web-series-release-date-090167.html?utm_source=/rss/filmibeat-hindi-television-fb.xml&utm_medium=23.213.205.12&utm_campaign=client-rss

FOX NEWS: Teen drivers giving parents cause for concern over hitting the road during COVID-19 pandemic, survey shows As many students prepare for a fall break, more teen drivers could be hitting the roadways soon – after the COVID-19 pandemic put up some roadblocks for young people learning the rules of the road.

Teen drivers giving parents cause for concern over hitting the road during COVID-19 pandemic, survey shows As many students prepare for a fall break, more teen drivers could be hitting the roadways soon – after the COVID-19 pandemic put up some roadblocks for young people learning the rules of the road. via FOX NEWS https://ift.tt/3CNVbRc

New top story from Time: Thousands of People Are Fleeing Into Thailand Following Air Strikes in Myanmar

https://ift.tt/3u7UFJB YANGON, Myanmar — Thai authorities along the country’s border with Myanmar are bracing Monday for a possible influx of more ethnic Karen villagers fleeing new airstrikes by the Myanmar military. Myanmar aircraft carried out three strikes overnight Sunday, according to Free Burma Rangers, a humanitarian relief agency that delivers medical and other assistance to villagers. The strikes severely injured one child but caused no apparent fatalities, a member of the agency said. Thai Prime Minister Prayut Chan-ocha on Monday acknowledged the problems across his country’s western border and said his government is preparing for a possible influx of people. “We don’t want to have mass migration into our territory, but we will consider human rights, too,” Prayut said. Asked about people who have already fled into Thailand, Prayut said, “We have prepared some places, but we don’t want to talk about the preparation of refugee centers at the moment. We won’t ...

IPL 2020 | Familiar concerns for RCB ahead of clash against Mumbai Indians https://ift.tt/3426eq5

It is the clash of two Indian superstars as Virat Kohli's Royal Challengers Bangalore take on Rohit Sharma's Mumbai Indians in the Indian Premier League on Monday. Both the sides have won a game each, but MI would walk in as favourites when they meet RCB later tonight.

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: Juul Is Paying $40 Million to Rebuild Its Reputation. Will It Work?

https://ift.tt/3y6XkVL Juul Labs reached a $40 million settlement with North Carolina Attorney General Josh Stein this week, agreeing to limit its sales and marketing practices to quell underage use of its potent e-cigarettes. The settlement is also part of an “ongoing effort to reset our company and its relationship with our stakeholders” and “earn trust through action,” as a Juul spokesperson put it in a statement. In other words: Juul is trying to shed its reputation as the company that fueled a youth vaping epidemic , and it’s willing to pay $40 million to do it. [time-brightcove not-tgx=”true”] But is it too late? Juul “developed a brand identity and style that is durable,” says Dr. Robert Jackler, a tobacco-marketing researcher at Stanford University who was set to be an expert witness for the state in the North Carolina trial before the settlement. “No matter what Juul has done—and it’s done many things in the face of withering regulatory attention and public s...

'ब्रोकन बट ब्यूटीफुल' के तीसरे सीजन में सिद्धार्थ शुक्ला बनेंगे हीरो, फैंस के लिए बड़ी खबर !

सबसे प्रतीक्षित और बहुप्रतीक्षित वेब शो "ब्रोकन बट ब्यूटीफुल" पर प्रोडक्शन फिर से जल्द शुरू होने वाला है। शो ने हमें दो टूटे दिलों से मिलवाया था जो एक दूसरे को दर्द से उभरने में मदद करते हैं। हाल ही में from टेलीविजन की खबरें | Television News in Hindi | TV Serials Update in Hindi – FilmiBeat Hindi http:/hindi.filmibeat.com/television/bigg-boss-13-winner-sidharth-shukla-in-ekta-kapoor-web-series-broken-but-beautiful-3-090165.html?utm_source=/rss/filmibeat-hindi-television-fb.xml&utm_medium=23.213.205.12&utm_campaign=client-rss

New top story from Time: Already Reeling From a Year of the Pandemic, Asian American Business Owners in Atlanta Are Despairing After an Attack on Their Community

https://ift.tt/2QoVj6G Thip Athakhanh says her approach to facing racism used to be to “shrug it off, be silent and continue to move forward.” A chef who owns the Lao restaurant Snackboxe Bistro in Doraville, just outside Atlanta, Athakhanh typically took the occasional name calling and condescension she would receive in stride, and avoided publicly voicing her opinion on issues related to Asian hate out of fear of retaliation that could harm her business or employees’ livelihoods. “As a restaurant owner, as an Asian woman, we always try to remain neutral,” she says. “I don’t want to try and draw attention to myself that would risk the business.” But the Atlanta spa shootings —in which a lone gunman drove across Atlanta to three businesses, killing eight people, six of them Asian women—completely changed Athakhanh’s perspective. “I nearly shut down; it was an agonizing feeling,” Athakhanh says about hearing the news. “Those [victims] could have been my mother, my sister, my fri...