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: TIME Announces Changes to Editorial Leadership Structure To Further Subscriptions and Digital Transformation

https://ift.tt/3yzPgOo Time Editor-in-Chief and CEO Edward Felsenthal and Deputy Editor Sam Jacobs sent the following note to staff Monday. Dear all, It’s remarkable what we’ve been able to accomplish together while navigating the many global crises of this past year. In the face of tremendous challenges, professional and personal, your support for each other and the collective focus on the humanity of the stories we tell has helped move TIME forward. Our journalism has never been more relevant, from our coverage of the historic events of 2020 to the recent “Climate Is Everything” project, the launch of TIME Business and May’s powerful Equity project led by TIME’s BIPOC journalists. TIME100 Talks and our virtual summits have showcased memorable conversations and artists. In little more than a year, TIME Studios, in partnership with so many of you, has transformed from an idea to an industry force. The incredible work of this team as we pivot through the pandemic is te...

Ukrainian military plane carrying aviation students crashes while landing; 22 killed https://ift.tt/36cpMuD

A Ukrainian military plane carrying aviation school students crashed and burst into flames Friday while landing, killing 22 people, the country’s emergencies service said. Two other people on board were seriously injured and four people were missing. The An-26 crashed while landing at the airport in Chuhuiv, about 400 kilometers (250 miles) east of the capital Kyiv.

BRT Service on Van Ness to Begin Tomorrow

BRT Service on Van Ness to Begin Tomorrow By Jiaying Yu Tomorrow, April 1, we will cut the ribbon on San Francisco’s first Bus Rapid Transit (BRT) corridor on Van Ness Avenue. The public is invited to join and celebrate this historic moment in front of the War Memorial. The ribbon-cutting will include speeches from local and state leaders, performances from local musicians and giveaways. After the ribbon is cut, there will be an inaugural ride on the new Van Ness BRT corridor to North Point where the celebration continues with live music.    BRT service on Van Ness is part of Muni’s Rapid Network, which prioritizes frequency and reliability for customers. Muni and Golden Gate Transit customers are expected to experience 32% shorter travel times. With dedicated transit lanes in the middle of the road, enhanced traffic signals with Transit Signal Priority and new platforms and shelters, the Van Ness BRT corridor will be the fastest way to travel north-south in this part of...

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 ...

New top story from Time: TIME Announces Changes to Editorial Leadership Structure To Further Subscriptions and Digital Transformation

https://ift.tt/3oMmwxb Time Editor-in-Chief and CEO Edward Felsenthal and Deputy Editor Sam Jacobs sent the following note to staff Monday. Dear all, It’s remarkable what we’ve been able to accomplish together while navigating the many global crises of this past year. In the face of tremendous challenges, professional and personal, your support for each other and the collective focus on the humanity of the stories we tell has helped move TIME forward. Our journalism has never been more relevant, from our coverage of the historic events of 2020 to the recent “Climate Is Everything” project, the launch of TIME Business and May’s powerful Equity project led by TIME’s BIPOC journalists. TIME100 Talks and our virtual summits have showcased memorable conversations and artists. In little more than a year, TIME Studios, in partnership with so many of you, has transformed from an idea to an industry force. The incredible work of this team as we pivot through the pandemic is tes...

New top story from Time: Japan Charges Two Americans With Helping Former Nissan Chairman Carlos Ghosn Flee While on Bail

https://ift.tt/2OZCS8f TOKYO — Japanese prosecutors charged two Americans, Michael Taylor and his son Peter, Monday in the escape of former Nissan Chairman Carlos Ghosn to Lebanon, while he was out on bail. Tokyo District Prosecutors have been questioning the Taylors since they were extradited from the United States earlier this month. They have been detained at a Tokyo detention center since March 2. Prosecutors said the Taylors were formally charged with helping a criminal escape, although dates and other details of a trial were undecided. The prosecutors sought their extradition for months after they were arrested and detained in the Boston area last May. Tokyo Deputy Chief Prosecutor Hiroshi Yamamoto said Monday was the last day the Taylors could have been detained without charges under Japanese law. Now that they have been charged they can continue to be detained. A court will decide whether they will be granted bail. Yamamoto said prosecutors are requesting conti...

New top story from Time: With Daily Infections Hitting a Record-High, Critics Say the U.K. Hasn’t Learned From Its Mistakes

https://ift.tt/3cv6m5i LONDON — Britain bungled its response to the coronavirus the first time around. Now many scientists fear it’s about to do it again. The virus is on the rise once more in the U.K., which has recorded almost 42,000 COVID-19 deaths, with confirmed daily infections hitting a record-high 6,634 on Thursday, though deaths remain far below their April peak. The surge has brought new restrictions on daily life, the prospect of a grim winter of mounting deaths — and a feeling of deja vu. “We didn’t react quick enough in March,” epidemiologist John Edmunds, a member of the government’s scientific advisory committee, told the BBC. “I think we haven’t learnt from our mistake back then and we’re, unfortunately, about to repeat it.” The U.K. is not alone in seeing a second wave of COVID-19. European countries including France, Spain and the Netherlands are struggling to suppress rising outbreaks while limiting the economic damage . But Britain’s pandemic respo...

More Muni Metro Rail to Return in May

More Muni Metro Rail to Return in May By Mariana Maguire By May, the SFMTA plans to restart more Muni Metro rail service, extending the T Third Metro rail route between Sunnydale and West Portal, and bringing the full N Judah Metro rail route back into service between 4th and King (CalTrain) and La Playa (Ocean Beach). Adding Metro rail service means we can connect more customers to essential jobs and locations along these routes and make it easier for customers to travel through downtown along Market Street. Since August 2020, Muni has been undertaking intensive subway repairs after discovering some potentially faulty overhead splices and issues with ballast in the Eureka Curve/Twin Peaks Tunnel. We are now moving closer to completing the essential repairs and upgrades which will allow us to reopen subway service. Our work crews have removed all of the splices that had been potentially defective and replaced them with splices from a new manufacturer. We’ve also finished construct...

New top story from Time: Millions of Tenants Behind on Rent, Small Landlords Struggling, Eviction Moratoriums Expiring Soon: Inside the Next Housing Crisis

https://ift.tt/2NAbOvm In late November, Rian de Laat reached the end of her rope. Over the past year, her mom had received a cancer diagnosis, her dad had undergone major surgery, and de Laat, 44, had been laid off from her job at a biotech startup. But her chief concern was the fact that she was now responsible for the mortgage not only on her own home–a quaint one-story bungalow just south of Seattle’s Ballard neighborhood–but also on an investment property, an unassuming two-bedroom condo eight miles north in Shoreline. Her tenant, Ollie Aldama, had lost his job at the beginning of the coronavirus pandemic in mid-March, began struggling to make his utility payments and ultimately stopped paying his monthly rent of $1,800. By Thanksgiving, he owed de Laat more than $20,000. State and national eviction moratoriums prevented de Laat from kicking Aldama out amid the COVID-19 pandemic. Yet her own financial situation wasn’t flush enough to float him indefinitely. After mont...

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 ...