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: Germany Has Officially Recognized Colonial-Era Atrocities in Namibia. But For Some, Reconciliation Is a Long Way Off

https://ift.tt/3fVRkaO The German government formally recognized colonial-era atrocities against the Herero and Nama people in modern-day Namibia for the first time, referring to the early 20th century massacres as “genocide” on Friday and pledging to pay a “ gesture to recognize the immense suffering inflicted.” “In light of the historical and moral responsibility of Germany, we will ask Namibia and the descendants of the victims for forgiveness,” said German Foreign Minister Heiko Maas in a statement , adding that the German government will fund projects related to “reconstruction and the development” of Namibia amounting to €1.1 billion ($1.3 billion). The sum will be paid out over 30 years and must primarily benefit the descendants of the Herero and Nama, Agence France-Presse reported . [time-brightcove not-tgx=”true”] Although it’s a significant step for a once colonial power to agree such a deal with a former colony, there’s skepticism among some experts and ob...

Raksha Bandhan 2020

Raksha Bandhan 2020 is going to be celebrated in India according to the lunar calendar month of Shravan which is August 3 this year. During the celebration women tie a variety of Rakhi on the wrist of their brothers with a wish to keep all misfortune, distress, evils away from their brothers. In return, brothers promise them for protection and to stand by her in every circumstance. During the rituals, brother offers some gifts to their sisters as a customary gesture. Raksha Bandhan is a very important festival in India. During the festival, sisters who resides far away from their brothers send them Raksha Bandhan quotes to brother through SMS or any other electronic medium. Similarly, brothers sent to their sisters Raksha Bandhan quotes to sister through these media to express their good wishes and well beings for their sisters. In this festival, Raksha Bandhan Quotes, Raksha Bandhan Images, Raksha Bandhan greetings typically trends on all social media platforms. People sen...

FOX NEWS: Canine influenza outbreak: What dog owners need to know A canine influenza outbreak in Los Angeles is drawing up concern among pet owners on the West Coast.

Canine influenza outbreak: What dog owners need to know A canine influenza outbreak in Los Angeles is drawing up concern among pet owners on the West Coast. via FOX NEWS https://ift.tt/lTOH3qM

FOX NEWS: Nathan's hot dog eating contest returns July Fourth — outdoors and with a crowd America’s most delicious wiener war returns to Coney Island on the Fourth of July – outdoors, under the sun and open to the public.

Nathan's hot dog eating contest returns July Fourth — outdoors and with a crowd America’s most delicious wiener war returns to Coney Island on the Fourth of July – outdoors, under the sun and open to the public. via FOX NEWS https://ift.tt/3p35tr1

FOX NEWS: College student sheds 100 pounds after years of dedication: 'The greatest accomplishment' Lori Odegaard, 24, from Fargo, North Dakota, tells Fox News about her incredible weight loss journey.

College student sheds 100 pounds after years of dedication: 'The greatest accomplishment' Lori Odegaard, 24, from Fargo, North Dakota, tells Fox News about her incredible weight loss journey. via FOX NEWS https://ift.tt/4Ccj9TY

New top story from Time: How Olivia Rodrigo Became America’s Biggest New Pop Star

https://ift.tt/3bQZBM6 You don’t have to be a teenager to love Olivia Rodrigo’s music, but it certainly helps. Hitting play on Sour , the 18-year-old Disney star and hit singer-songwriter’s debut album, is a guaranteed one-way ticket to reliving the most potent emotions of adolescence: the all-consuming heartbreak, the envy and insecurity, the sense that everything that’s happening is the biggest thing ever. Mirroring the album’s intensity, Rodrigo’s rise has been quick and efficient: the January release of chart-topper “Drivers License” propelled her to the top of the pop stratosphere. (Rodrigo is the rare breakout artist to debut at the top of the charts with her very first single.) In just a few months, she has become a household name with an SNL sketch dedicated to her song—and a subsequent SNL performance under her belt. It’s fitting that everything has happened at lightning speed. Rodrigo is a digitally-native celebrity who lives at the beating heart of youth cul...

New top story from Time: President Trump’s Brother, Robert Trump, Dies at 71

https://ift.tt/3g1Evdc (NEW YORK) — President Donald Trump’s younger brother, Robert Trump, a businessman known for an even keel that seemed almost incompatible with the family name, died Saturday night after being hospitalized in New York, the president said in a statement. He was 71. The president visited his brother at a New York City hospital on Friday after White House officials said he had become seriously ill. Officials did not immediately release a cause of death. “It is with heavy heart I share that my wonderful brother, Robert, peacefully passed away tonight,” Donald Trump said in a statement. “He was not just my brother, he was my best friend. He will be greatly missed, but we will meet again. His memory will live on in my heart forever. Robert, I love you. Rest in peace.” The youngest of the Trump siblings had remained close to the 74-year-old president and, as recently as June, filed a lawsuit on behalf of the Trump family that unsuccessfully sought to stop ...

FOX NEWS: Cowboy caviar dip for game day Looking for a super simple dip that’s on the table in five minutes fast?

Cowboy caviar dip for game day Looking for a super simple dip that’s on the table in five minutes fast? via FOX NEWS https://ift.tt/3vDeni4

New top story from Time: Actor Farhan Akhtar Pays Tribute to Legendary Sprinter Milkha Singh, India’s ‘Flying Sikh’

https://ift.tt/3gTcTuw I played Milkha Singh—the Indian sporting legend who died on June 18 of COVID-19 complications at age 91—in the 2013 biopic Bhaag Milkha Bhaag. ( The title translates to Run Milkha Run. ) Singh was a child of partition, and who came from poverty, but he had a lot of faith in himself and the belief that if you work hard, you will be remembered. That, to me, is his legacy. Back in my school days, I remember how my physical education teacher would often point to Singh as an example when we would slack off on our training. Many of us were told that growing up: if you want to be successful in sports, you have to train like this guy. [time-brightcove not-tgx=”true”] And the first time we met was at a running track in Mumbai where I was training for the film. Singh had spent time serving in the army before his athletic career; I expected him to be concise and terse in his demeanor. But he quickly put me at ease. He arrived dressed in a tracksuit, and tol...

New top story from Time: Republicans Sink Proposal for a January 6 Commission

https://ift.tt/3wHhZyS This article is part of the The DC Brief, TIME’s politics newsletter. Sign up here to get stories like this sent to your inbox every weekday. As the clock ticked past 2 a.m. this morning, Sen. Dan Sullivan stood before a mostly-empty Senate chamber. Ostensibly the Alaska Republican was talking about the pending tech bill, but those watching in their offices knew their colleague’s filibuster was about everything but a tech bill on the floor. “We must face this challenge with confidence and strategic resolve,” Sullivan droned on as he took his turn gumming up the legislative process in a 19-hour filibuster. Just so long as facing that challenge wasn’t investigating the failed insurrection at the Capitol on Jan. 6. [time-brightcove not-tgx=”true”] Senators today rejected a planned commission to study what led to a mob storming the Capitol while trying to overturn the results of the 2020 election. The Democratic-led House had already passed its ver...