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

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...

New top story from Time: Tom Brady and Gisele Bündchen Take Equity Stake in Crypto Firm FTX

https://ift.tt/2UQsN09 Celebrity couple Tom Brady and Gisele Bündchen have taken an equity stake in crypto firm FTX as part of a long-term partnership, marking the duo’s newest foray into the world of digital assets. Both Brady, a celebrated American football player, and Bündchen, a world-renowned supermodel, will serve as ambassadors for FTX, according to an announcement Tuesday. The cryptocurrency exchange declined to disclose their equity stake, but did say they will both receive an unspecified amount and type of crypto. Bündchen will also take on the role of FTX’s environmental and social-initiatives adviser, according to the release. “Tom and Gisele are both legends and they both reached the pinnacle of what they do,” Sam Bankman-Fried, founder and chief executive officer of FTX, said in a phone interview. “When we think about what FTX represents, we want to be the best product that is out there.” [time-brightcove not-tgx=”true”] FTX, with 29-year-old Bankman-Fried at...

Sushant Singh Rajput Death Probe LIVE Updates: Bombay HC to hear Rhea Chakraborty, Showik's bail plea today https://ift.tt/3cDjpBM

The slow pace of the Central Bureau of Investigation (CBI) in Sushant Singh Rajput's death case has irked many supporters who have claimed that the focus has been shifted to questioning actresses Deepika Padukone, Sara Ali Khan, Shraddha Kapoor and others in Bollywood Drug Probe than investigating if Sushant died by suicide or was he murdered. The late actor's family has also been demanding justice at the earliest and urging fans to stay united at this time. In the probe, CBI has also received the final forensic report by AIIMS Forensic Chief Dr. Sudhir Gupta. The CBI has claimed that they have not ruled out any aspect as of date but need to look into the legal aspects for a logical legal conclusion. 

FOX NEWS: 19-year-old shelter cat adopted after his birthday party goes viral: 'Open your heart' A senior shelter cat named Sammy was quickly adopted after going viral on TikTok.

19-year-old shelter cat adopted after his birthday party goes viral: 'Open your heart' A senior shelter cat named Sammy was quickly adopted after going viral on TikTok. via FOX NEWS https://ift.tt/3xXcnkE

Criticism on Pakistan army by opposition similar to Indian propaganda: PM Imran Khan https://ift.tt/3c8Z5aA

Pakistan PM Imran Khan on Saturday likened the language used by opposition parties to alleged Indian propaganda aimed at discrediting his country. Addressing an event in Chakwal, the Khan said, "The way the political opposition of Pakistan has attacked the Pakistan Army, this has never happened before in our history."

Bike to Wherever Day

Bike to Wherever Day By Join people across the city bicycling today for the annual Bike to Wherever Day. The SFMTA is proud to be the official citywide sponsor of  Bike to Wherever Day 2023,  San Francisco's favorite biking celebration!    Hosted by the San Francisco Bicycle Coalition, Bike to Wherever Day celebrates  bicycles as a fun and healthy way to get around. This annual event invites people to pedal to their destinations, and it promotes bicycling both as an alternative commute and as a healthy and safe alternative to driving to…wherever.  We encourage everyone, including those who don't usually bike, to get out and cycle today. After grabbing some wheels  (your own or  a bikeshare bike ), consider joining one of the Neighborhood Rides. Need more reason to stop by? You also can pick up your free Bike to Wherever Day canvas tote bag, filled with goodies, courtesy of the SF Bicycle Coalition.  Resources to Help You Plan Your Bicycle Trip  ...

Kejriwal issues directives to reduce price of RT-PCR test in Delhi https://ift.tt/3mphaWP

Delhi Chief Minister Arvind Kejriwal on Monday said he has issued directives to reduce the price of the RT-PCR test in the national capital, saying it will help those going to private labs for COVID-19 tests. Currently, people have to spend Rs 2,400 for the RT-PCR test at private labs. "I have directed that the rates of RT PCR tests be reduced in Delhi. Whereas tests are being conducted free of cost in govt establishments, however this will help those who get their tests done in pvt labs," Kejriwal tweeted.

New top story from Time: Deaths and Blackouts Have Hit the U.S. Northwest Due to the Unprecedented Heat Wave

https://ift.tt/2UgzckI SPOKANE, Wash. — The unprecedented Northwest U.S. heat wave that slammed Seattle and Portland, Oregon, moved inland Tuesday — prompting a electrical utility in Spokane, Washington, to resume rolling blackouts amid heavy power demand. Officials said a dozen deaths in Washington and Oregon may be tied to the intense heat that began late last week. The dangerous weather that gave Seattle and Portland consecutive days of record high temperatures exceeding 100 degrees Fahrenheit (37.7 degrees Celcius) was expected to ease in those cities. But inland Spokane saw temperatures spike. The National Weather Service said the mercury reached 109 F (42.2 C) in Spokane— the highest temperature ever recorded there. [time-brightcove not-tgx=”true”] About 9,300 Avista Utilities customers in Spokane lost power on Monday and the company said more planned blackouts began on Tuesday afternoon in the city of about 220,000 people. “We try to limit outages to one hour per...

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...

New top story from Time: Asia’s Richest Man Plans $10 Billion Push Into Green Energy

https://ift.tt/3dgLfoS Indian tycoon Mukesh Ambani unveiled an ambitious push into clean energy involving 750 billion rupees ($10.1 billion) of investment over three years, marking a new pivot for one of the world’s biggest fossil-fuel billionaires. Reliance Industries Ltd., which gets 60% of its revenue from oil refining and petrochemicals, plans to spend 600 billion rupees on four “giga factories” to make solar modules, hydrogen, fuel cells and to build a battery grid to store electricity. An additional 150 billion rupees will be invested in value chain and other partnerships, Asia’s richest man told shareholders on Thursday. The move toward green by the Mumbai-based giant, which reported an annual revenue of $63 billion, offers a glimpse of the new order awaiting some of the world’s major fossil-fuel producers. Global giants such as Exxon Mobil Corp. and TotalEnergies SE have been under pressure to pare their carbon footprint, as governments, investors and consumers join ...