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

Republic Day 2021 LIVE: All set for Rajpath parade; heavy security for farmers' tractor rally https://ift.tt/3pn0hOa

An unprecedented security cover has been put in place in and around Delhi for Republic Day. While the main traditional event will be at Rajpath where India's military might and cultural diversity will be on display, farmers' tractor rally across several routes in the national capital will keep the security forces on their toes. One of the major attractions at this year's Republic Day parade will be the flypast by Rafale fighter jets. Sukhoi-30 MKI fighter jets,T-90 tanks, the Samvijay electronic warfare system will also enthrall the audience. Total 32 tableaus -- 17 from states and union territories, six from the Defence ministry and nine from other Union ministries and paramilitary forces -- depicting the nation's rich cultural heritage, economic progress and defence prowess will roll down the Rajpath at the Republic Day parade. For the first time, 122-member contingent of the Bangladesh armed forces will also march on Rajpath.

New top story from Time: After ISIS-K’s Kabul Airport Attack, the U.S. Faces a New Terrorist Threat in Afghanistan

https://ift.tt/3BhBD78 Just days away from pulling its last troops out of Afghanistan following 20 years of protracted war, the U.S. faces a new terrorist threat: Islamic State-Khorasan Province. The group, abbreviated ISIS-K or ISKP, claimed responsibility for the coordinated bomb attack Thursday at the Abbey Gate of Kabul’s Hamid Karzai International Airport , where hundreds of Afghans and foreign citizens had been queuing up to get on the last evacuation flights out of the country. At least 90 people were killed, including 13 U.S. service members. It was the deadliest day for the U.S. military in Afghanistan in a decade. [time-brightcove not-tgx=”true”] ISIS-K was labelled by the Institute of Economics and Peace’s Global Terrorism Index in 2019 as one of the most dangerous terrorist organizations in the world, though many believed it had been decimated by U.S. and Afghan military counter-terrorism efforts. The attack raises questions about whether Islamist terro...

Boris Johnson greets India on Republic Day, says working together to eliminate COVID https://ift.tt/3qRBrGh

The UK and India are working side by side to free humanity from the coronavirus pandemic, British Prime Minister Boris Johnson said in a special reference to the vaccine collaboration in his Republic Day message on Tuesday. Johnson was due to be in New Delhi as the chief guest at the annual parade to mark India’s 71st Republic Day but had to call off the visit to focus on the domestic crisis unleashed by the emergence of a new, deadlier variant of coronavirus in the UK at the end of last year.

Take Muni’s Safety Survey!

Take Muni’s Safety Survey! By Greer Cowan Everyone should feel safe on Muni. Help make Muni safer by taking the SFMTA’s survey about personal safety and harassment in the Muni system.   As part of the MuniSafe Safety Equity Initiative launched in August 2022, the SFMTA has partnered with the UCLA Institute of Transportation Studies to better understand Muni riders’ experiences and develop safety recommendations, tools and policies aimed at preventing harassment and assault on Muni.  Take the 5-minute survey   Survey information will also help the SFMTA understand Muni customers’ specific safety needs and challenges, and help us identify valuable trends and patterns so we know where, when and how harassment shows up in the Muni system.  Incidents often go unreported, but the SFMTA is working to change that with new reporting options. As of October 2022, Muni customers can report incidents of  harassment by calling 311, using the 311 mobile app or using t...

Time for Imran Khan government to go home: Asif Ali Zardari https://ift.tt/2Y98n0y

Pakistan Peoples Party leader and former president Asif Ali Zardari has lashed out at Prime Minister Imran Khan, saying running a country is not the same as managing a cricket team. He said that the next few months are very important for the future of Pakistan's politics and predicted that "the government will collapse on its own".

https://ift.tt/eA8V8J ज़ी5 की आगामी मिस्ट्री ड्रामा थ्रिलर 'माफ़िया’ इस दिन होगी रिलीज़!

ज़ी5 ने कुछ बेहतरीन थ्रिलर प्रस्तुत करने की प्रतिष्ठा हासिल कर ली है। हाल ही में काली 2, लालबाजार और नक्सल के साथ मनोरंजन करते हुए, ज़ी5 अब विशेष रूप से आपके लिए 10 जुलाई को एक मिस्ट्री ड्रामा थ्रिलर 'माफ़िया' from टेलीविजन की खबरें | Television News in Hindi | TV Serials Update in Hindi – FilmiBeat Hindi http:/hindi.filmibeat.com/television/mafia-will-be-released-on-10-july-zee5-090316.html?utm_source=/rss/filmibeat-hindi-television-fb.xml&utm_medium=23.213.205.54&utm_campaign=client-rss

ISRO to launch communication satellite CMS-01 on December 17 https://ift.tt/3p6oOae

India will launch a communication satellite CMS-01, formerly named GSAT-12R, on December 17 evening, using its Polar Satellite Launch Vehicle (PSLV) rocket's XL variant numbered as PSLV-C50, the Indian space agency said on Friday. According to the Indian Space Research Organisation (ISRO), the PSLV-C50 rocket carrying CMS-01 is tentatively scheduled to blast off at 3.41 p.m. on December 17 from the second launch pad at the rocket port in Sriharikota.

New top story from Time: One Year Later, Breonna Taylor’s Family Honors Her Legacy and Continues to Demand Justice

https://ift.tt/3qKtQci LOUISVILLE, Ky. — On the one year anniversary of her death, Breonna Taylor ‘s family will gather in downtown Louisville Saturday to honor Taylor’s legacy and continue their demand for justice. They will speak at Jefferson Square Park, which became an impromptu hub during months of demonstrations last summer. Activists have also set up an outdoor memorial with a mural, posters, artwork and other mementos honoring her life. Last summer, Louisville, Kentucky’s largest city, became the site of huge protests in the wake of the police killing of Taylor, a Black woman who was shot multiple times by police during a botched drug raid in March. Demonstrations were a frequent occurrence, as protesters called for charges to be brought against the officers involved in Taylor’s death. A grand jury indicted one officer on wanton endangerment charges in September for shooting into a neighbor’s apartment, but no officers were charged in connection with her death. Pol...

New top story from Time: U.S. Donates 500,000 COVID-19 Vaccine Doses to Moldova

https://ift.tt/3xs4Uud BUCHAREST — Moldova is set to receive half a million doses of Johnson & Johnson vaccine from the United States to help the small nation combat the coronavirus pandemic. The first 150,000 doses of J&J are to arrive in Moldova — a country of 3.5 million, Europe’s poorest sandwiched between Romania and Ukraine — on July 12, the U.S. Embassy officials in Moldova said.. Moldovan President Maia Sandu thanked the U.S. for the vaccines and said that they will “help save lives, preserve the health of our citizens and reduce the force of the pandemic.” [time-brightcove not-tgx=”true”] “Now, we must mobilize ourselves and, in solidarity, get vaccinated,” Sandu, a former World Bank official, wrote online. The announcement came days ahead of an early) parliamentary election in Moldova that pits pro-Western reformists against a Russia-friendly bloc of Socialists and Communists, with recent polls giving a lead to the former. “This donation could not come...

सैलरी न मिलने पर TV एक्ट्रेस एरिका फर्नांडिस का दर्दनाक खुलासा, \"बिल चुकाने के लिए भी नहीं है पैसे\"

कोरोना संकट के चलते पूरी एंटरटेंमेंट इंडस्ट्री ठप सी हो गई है। ऐसे में इंडस्ट्री से बकाया पेमेंट को लेकर लगातार छुट पुट खबरें सामने आ रही है। कसौटी जिंदगी की 2 फेम एरिका फर्नांडिस भी अपनी सैलरी को लेकर परेशान from टेलीविजन की खबरें | Television News in Hindi | TV Serials Update in Hindi – FilmiBeat Hindi http:/hindi.filmibeat.com/television/kasauti-zindagi-kay-fame-erica-fernandes-speaks-non-payment-of-dues-i-had-no-funds-090157.html?utm_source=/rss/filmibeat-hindi-television-fb.xml&utm_medium=104.71.130.47&utm_campaign=client-rss