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: Police and Protesters Against the Shooting of Jacob Blake Clash for a Third Night in Kenosha

https://ift.tt/34zqgdm KENOSHA, Wis. (AP) — Police fired tear gas and rubber bullets to disperse protesters during a third night of unrest in this southeastern Wisconsin city following the shooting of a Black man whose attorney said he was paralyzed after being shot multiple times by police. A group of protesters walked toward a fence that was put in place Tuesday around the courthouse and started shaking it. Police behind it moved toward protesters as some threw water bottles and fireworks over the fence. Armored vehicles then rolled in and tear gas was fired into the crowd. When police ordered protesters to disperse, the crowd responded by chanting “Black lives matter.” Police then fired rubber bullets. Jacob Blake, the man shot by police responding to a domestic disturbance on Sunday, is paralyzed, and it will “take a miracle” for him to walk again, his family’s attorney said Tuesday, while calling for the officer who opened fire to be arrested and others involved to...

New top story from Time: At Donald Trump’s Republican Convention, It’s a Family Affair

https://ift.tt/3aXnO1y Two days in, and the Republican National Convention looks a lot like a Trump family business. Just as Donald Trump worked closely with his children at the Trump Organization, numerous members of the President’s immediate family, including all four of his adult children, are speaking throughout the week at the RNC to advocate for his re-election. On the first night of the convention, the president’s son Donald Trump Jr. spoke, as well as Don Jr.’s girlfriend Kimberly Guilfoyle. First Lady Melania Trump headlined the second night, with President Trump sitting in the front row to watch her speech in the Rose Garden. The president’s children Tiffany Trump and Eric Trump both spoke before Melania on Tuesday, and a list of speakers sent out by the Trump campaign ahead of the week’s events also has Ivanka Trump and Eric’s wife, Lara Trump, scheduled to speak. Trump has long valued loyalty among his closest associates above all else, and only a small group...

US will not allow Iran to obtain nuclear weapon, says Kamala Harris https://ift.tt/2D38TGL

The United States will not allow Iran to obtain nuclear weapon, Democratic vice-presidential nominee Kamala Harris said on Wednesday, asserting that if voted to power, a Biden Administration will work with allies to strengthen the Obama-era nuclear deal with Tehran and push back its other destabilizing actions.

Fire breaks out at mixing plant in Kullu, Himachal Pradesh https://ift.tt/31rOp3B

A fire broke out at a mixing plant in Himachal Pradesh's Kullu on Wednesday morning. The incident took place in Bajaura area. 

Kerala secretariat fire: Opposition alleges important files destroyed https://ift.tt/3gtukOW

High drama was witnessed at the secretariat here on Tuesday after a minor fire broke out at the protocol department, with Opposition Congress and BJP alleging that important files relating to the gold smuggling case were destroyed, while the Kerala government suspected a “conspiracy” by both parties.

Phase 2 human trial of Oxford vaccine likely to begin today https://ift.tt/32tIcnh

Doses of the potential coronavirus vaccine developed by researchers at Oxford University arrived at the Bharti Vidyapeeth's Medical College in Pune for phase-2 clinical human trials on Tuesday, an official said. The trial is very likely to begin from today (Wednesday), said a top official of the institute, one of the 17 sites selected for the phase 2 human trials in the country by Serum Institute of India (SII).

New top story from Time: Chris Paul on the Legacy of the NBA Strike, 1 Year Later

https://ift.tt/3jiooN4 Even before Aug. 26, 2020—the date, one year ago today, on which the sports world shut down in protest of violence against unarmed Black people—NBA players were having difficulty processing the shooting of Jacob Blake . The video of police in Kenosha, Wis. shooting and wounding Blake emerged during the NBA’s 2020 postseason while players were isolated at Walt Disney World in a COVID-19 “bubble.” The surreal August playoffs were taking place after the season had shut down in March because of the pandemic. “It was weighing heavy on a lot of guys,” says Chris Paul , who was the president of the National Basketball Players Association (NBPA) for eight years before he stepped aside this summer. Paul told TIME in an interview this week that when George Floyd was murdered on May 25, 2020, he was home and could explain to his children Chris II and Camryn, then 11 and 8, what was unfolding on television. “Whereas when this situation happened, with Jacob Blake,...

India records over 67,000 COVID-19 cases, 1,059 deaths in a day; tally crosses 32-lakh mark https://ift.tt/32jJQaM

India on Wednesday recorded as many as 67,150 new coronavirus cases and 1,059 deaths in the last 24 hours, according to Union health ministry data. India's Covid-19 tally crossed 32 lakh-mark with Maharashtra recording the highest number of cases.

Sushant Death Case LIVE: Actor's sister questions 'Why are we still waiting to take criminals in custody?' https://ift.tt/32x4hRV

After Rhea Chakraborty's deleted WhatsApp chats about use of drugs and other narcotic substances went viral, the Narcotics Control Bureau (NCB) on Wednesday registered an NDPS case against her and two others. It is alleged that the actress used to consume the drugs and also used to sedate Sushant Singh Rajput in order to control his finances and take over his life. The move came a day after the Enforcement Directorate (ED) wrote to the NCB to look into the drug angle in the case. Rhea and two others have been booked under Sections 20 (b), 28 and 29 of the Narcotic Drugs and Psychotropic Substances Act, which makes possession and peddling of drugs a crime.

Modhera's iconic Sun Temple looks splendid on a rainy day! PM Modi shares video https://ift.tt/2Yxq62E

Prime Minister Narendra Modi on Wednesday shared mesmerizing visuals of the iconic Sun Temple in Gujarat's Modhera. Taking to Twitter, Modi posted the video of the "splendid" view. Dedicated to the solar deity Surya, located in Modhera village of Mehsana, the temple is situated on the bank of the river Pushpavati.