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

Starting Tomorrow! Central Subway Special Service Opens

Starting Tomorrow! Central Subway Special Service Opens By Mariana Maguire Central Subway special weekend service starts November 19 with shuttle trains between Chinatown-Rose Pak Station and 4th and Brannan. Starting tomorrow, November 19, the four new Central Subway stations will open to the public with free special service, Saturdays and Sundays only, from 8 a.m. to 12 a.m. every 12 minutes. This is a special opportunity for customers to ride between the new stations and get to know them before the service change in January. To experience Central Subway special service, transfer at Powell Station from Muni Metro and BART by walking underground to the new Union Square/Market Street Station. SFMTA Ambassadors will be on hand to help customers navigate the new stations. Looks for our bright orange SFMTA Ambassador vests, hoodies and hats! At Chinatown-Rose Park Station, customers should listen to announcements and watch the displays for incoming train information. Trains may ...

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 ...

Taximeter Rate Increase

Taximeter Rate Increase By Today , our new taxi meter rates go into effect, providing a much-needed increase for taxi drivers. After extensive outreach, the SFMTA board passed an 18% increase in the taximeter rates – the first increase in 11 years. During this time, the cost of living  in the Bay Area has risen considerably.  45% increase in the cost of everyday items 50% increase in the cost of transportation  82% peak increase in the cost of gasoline. The new rates listed below will support an industry that is an integral part of  our transportation system, especially for SF’s paratransit program. The new rates go into effect beginning Thursday, November 17: First one-fifth mile of flag rate is $4.15 Each additional one-fifth mile or fraction thereof is $0.65 Each minute of waiting or traffic time delay is $0.65 SFO pick-up fee is unchanged at $5.50 For more information on the current structure of taxi fares, please visit Taxi Fares . To get a ...

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/3mMbkS5

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

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...

Public Artwork Unveiled Inside New Station in Yerba Buena

Public Artwork Unveiled Inside New Station in Yerba Buena By Enrique Aguilar Have you had a chance to explore the Central Subway's new stations? Special weekend service is Saturdays and Sundays, from 8 a.m. to 12 a.m. midnight, through the end of the year. Ride the trains and be mesmerized by beautiful artwork at each new station.  Muni customers will encounter public art when using the four new Central Subway stations to reach their destinations. The art was commissioned by the San Francisco Arts Commission and funded by the City’s Art Enrichment Ordinance, which allocates 2% of the total eligible costs of public works projects for public art. Public art helps draw out the identity of a space, aids in understanding a neighborhood's historical or cultural significance, and builds a connection between the visitor and surrounding community.  The Yerba Buena/Moscone Station includes artwork by Catherine Wagner, Leslie Shows and Roxy Paine. The installations can be found on th...

DU's academic, executive council members ask VC to scrap online open book exams https://ift.tt/2YubRfc

The academic and executive council members of the Delhi University on Thursday wrote to the vice-chancellor asking him to scrap the online open-book exams. Their letter to DU Vice-Chancellor Yogesh Tyagi comes in the wake of Union HRD Minister Ramesh Pokhriyal 'Nishank' asking the University Grants Commission (UGC) to revisit the guidelines issued earlier for intermediate and terminal semester examination, and the academic calendar. from IndiaTV: Google News Feed https://ift.tt/2YByOxg

Get a Text, Not a Tow

Get a Text, Not a Tow By Erica Kato Today we are pleased to announce “Text Before Tow,” a first-of-its-kind program where customers can sign up to receive a text message notification prior to having their vehicle towed. This pilot program applies to four categories of tows: (1) parking more than 72-hours (2) blocked driveways (3) construction zones and (4) temporary no-parking zones such as special event or moving trucks. These categories represent 27% of all vehicles towed in 2020, approximately 12,500. It is important to note that peak-hour tow-away lanes, hazards, yellow or white zones and all other violations are not included.   To enroll a vehicle, customers need to complete a short online form to register their license plate and phone number. When a customer’s vehicle is about to be towed, they will receive a text notifying them that a tow truck has been dispatched. Note: Vehicles will still receive a citation for the violation from Parking Control Officers (...