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: The 5 Best New Shows Our TV Critic Watched in March 2021

https://ift.tt/3sHZ3ia If my memories of 2019 are correct, March tends to be a month of anticipation even in relatively normal times. The snow has melted, but the trees are still bare. The temperature’s rising, but not consistently enough to put your winter coat in storage. All of that nervous early-spring energy is heightened this year, as we wait our turns in the vaccination queue and cross our fingers that the variants won’t halt our progress toward herd immunity. My favorite new TV shows of the month—a detective story set in Northern Ireland, a pulpy Spanish thriller, a mouthwatering kids’ show, a docudrama filled with ecstatic musical numbers and a nostalgic blast from reality TV’s primordial past—probably say a lot about how I’m dealing with that impatience: through the pursuit of big, bright, unapologetically entertaining distractions. Maybe you’d like to do the same? Bloodlands (Acorn TV) Although they officially ended in 1998, the decades of political conf...

FOX NEWS: California 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.

California 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/3BKWsrb

Happy Lunar New Year 2022: Year of the Tiger 

Happy Lunar New Year 2022: Year of the Tiger  By Pamela Johnson Lunar New Year is one of the biggest holidays celebrated in many Asian communities. Diverse San Franciscan communities including Chinese, Japanese, Korean, and Vietnamese people have long celebrated this festive occasion.  For many, the Lunar New Year brings a fresh mindset and resolutions for happiness and health. A zodiac animal with specific traits represents each year in the repeating zodiac cycle of 12 years. 2022 is the Year of the Tiger, the third animal in the zodiac. The tiger is considered courageous and adventurous.   The holiday follows the moon's cycles and usually begins in late January or early February. This year Lunar New Year begins February 1.   Fun Fact: In the lunar calendar, the Vietnamese zodiac and the Chinese zodiac are similar, but the Vietnamese zodiac includes a cat while the Chinese ...

Fulton Street Sees Transit and Safety Improvements

Fulton Street Sees Transit and Safety Improvements By Shalon Rogers A temporary transit bulb was recently installed at 8th Avenue and Fulton, reducing travel time for the 5 Fulton and 5R Fulton Rapid and making boarding safer. For those who ride the 5 Fulton or 5R Fulton Rapid in the Richmond District, you may have recently noticed something new about the bus stops on Fulton Street at 6th and 8th avenues. And perhaps you noticed that your bus ride seemed to go slightly faster or with less disruption. Two new temporary transit bulbs installed at 6th Avenue eastbound and 8th Avenue westbound bring safety and transit benefits to Fulton Street in advance of the planned construction of permanent bulbs and are part of the Fulton Street Safety and Transit Project . Six permanent transit bulbs between Arguello and 10th Avenue are ultimately planned, which will save time and improve reliability for riders on the 5 Fulton and 5R Fulton Rapid by reducing the time it takes for buses to pull...

FOX NEWS: Students sing to teacher with stage 4 cancer outside hospital: 'It was overwhelming' In an emotional goodbye visit, 26 children sang worship songs prior to Carol Mack's move to hospice care

Students sing to teacher with stage 4 cancer outside hospital: 'It was overwhelming' In an emotional goodbye visit, 26 children sang worship songs prior to Carol Mack's move to hospice care via FOX NEWS https://ift.tt/3GWyQ6G

New top story from Time: Thailand Is Reopening Its Hottest Beach Destination. But One Bangkok Newspaper Is Calling It a “Prison Vacation”

https://ift.tt/3h3YXxR (PHUKET, Thailand) — Somsak Betlao covered the outboard motor on his traditional wooden longtail boat with a tarp, wrapping up another day on Phuket’s Patong beach where not a single tourist needed his services shuttling them to nearby islands. Since Thailand’s pandemic restrictions on travel were imposed in early 2020, tourism has fallen off a cliff, and nowhere has it been felt more than the resort island off the country’s southern coast, where nearly 95% of the economy is related to the industry. So, despite spiking coronavirus numbers elsewhere in the country, the government is forging ahead with a program known as the “Phuket sandbox” to reopen the island to fully vaccinated visitors. It hopes it will revive tourism — a sector that accounted for 20% of the country’s economy before the pandemic. [time-brightcove not-tgx=”true”] Instead of the hotel quarantines required elsewhere in Thailand, tourists on Phuket will be able to roam the entire isla...

New top story from Time: Delta Air Lines Is Charging Unvaccinated Employees $200 Insurance Fee. Will It Work?

https://ift.tt/3BnqAtb As the fourth wave of the COVID-19 pandemic continues, more companies are starting to require coronavirus vaccines for their employees. But this week, Delta Air Lines chose a different tactic when it became the first major U.S. company to say it will charge more for health insurance if employees do not get vaccinated. Some may see this as a compromise between vaccine mandates and more positive incentives, but experts say it could be complicated to execute and that there’s no way to tell how effective it will be. The move represents the tricky calculus employers are being forced to make as they try to keep employees safe and their companies running while avoiding the worker shortages hitting some industries. It also comes as vaccinated individuals around the country are blaming unvaccinated people for surging daily case numbers, resulting in increased hospitalizations, deaths, a return to mask-wearing and social-distancing measures, among other conseque...

FOX NEWS: California 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.

California 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/3BKWsrb

Central Subway Opens November 19 with Special Weekend Service

Central Subway Opens November 19 with Special Weekend Service By Mariana Maguire Central Subway special weekend service starts November 19 with service to Chinatown-Rose Pak Station, Union Square/Market Street Station, Yerba Buena/Moscone Station and 4th and Brannan. On Saturday, November 19, the Central Subway makes its historic debut with special weekend service, Saturdays and Sundays, from 8 a.m. to 12 a.m. with trains every 12 minutes.  During this special weekend service, customers will have a chance to ride through the new Central Subway for free and get to know the four new stations: Chinatown-Rose Pak at Stockton and Clay streets, Union Square/Market Street Station at Geary and Stockton streets, Yerba Buena/Moscone Station at 4th and Folsom and the new 4th & Brannan stop at 4th and Brannan streets. During the special weekend service, customers can transfer to the new Central Subway service at Powell Station from Muni Metro and BART by walking underground to the n...

FOX NEWS: Bride's father asks stepdad to help walk her down the aisle in sweet viral moment A selfless gesture by the father of a bride was shared on social media in a viral moment of him surprising the girl’s stepfather by asking him to help walk her to the altar.

Bride's father asks stepdad to help walk her down the aisle in sweet viral moment A selfless gesture by the father of a bride was shared on social media in a viral moment of him surprising the girl’s stepfather by asking him to help walk her to the altar. via FOX NEWS https://ift.tt/PrjRyvm