
Social distancing: Eindhoven University of Technology (TU/e) assists the railway manager ProRail with the analysis of crowds behavior and dynamics
(PRESS RELEASE) EINDHOVEN, 24-Nov-2020 — /EuropaWire/ — Eindhoven University of Technology, a research university specialized in engineering science & technology, has announced it is collaborating with the authority that runs the Dutch rail infrastructure ProRail to anonymously measure crowd dynamics of travelers to improve safety at train stations and tackle busy hotspots. The university assists the railway manager with the analysis and also uses the information to investigate the behavior of crowds. That behavior has completely changed due to the corona social distancing rule. Researchers at TU/e searched for new patterns and published their results in the journal Plos One.
Understanding human behavior in crowds is interesting from a scientific point of view, and it can also provide solutions to many societial problems. One of those is a congestion, which can turn dangerous in busy times. Over the past two years, TU/e has been working together with ProRail to use sensors to keep platforms in train stations safe. This allowed them to see if new systems aimed at spreading passengers on the platform really worked. During corona, the word congestion took on on a whole new meaning. TU/e-researchers saw opportunities to use the same sensors to look at behavior of crowds that must adhere to the distancing rule.
Frank van Schadewijk, pedestrial flow expert at ProRail: “With better information we can design our stations better, communicate in a more targeted way with our passengers and evaluate pilot projects at the platforms. For example, we are working on high-tech solutions such as real-time crowding information and automatic speakers, to improve traffic flow on the platform. The TU/e research is interesting for ProRail because it provides more insight into the pedestrian flows at the station, not only during the 1.5 meter society, but also afterwards. With that knowledge we can design even better stations in the future. ”
FILTERING PEOPLE WHO TRAVEL TOGETHER FROM THE DATASET
Although the corona situation means fewer people at the station, they suddenly need a lot more space due to the distancing rule. This can create new bottlenecks on platforms that were not a problem before. The researchers wanted to investigate this new behavior, but first had to filter people who travel together from the dataset. After all, there are many members of the same households, such as couples and parents with children, on the platforms, who “pollute” the data because they are not bound by the distance rule.
TU/e-researchers Alessandro Corbetta, Cas Pouw and Federico Toschi, from the Fluids and Flow research group at the department of Applied Physicis, set to work. Corbetta: “We developed an algorithm that can recognize family-like groups very precisely and in real time.” In other words: when two or more people enter the station together, stay together during their journey through the station, and also get on the same train together, you can safely assume that they are couples or family.
“The fact that we are able to do this real-time, is really new. Many algorithms go through the data several times before giving an outcome. That takes a lot of time and processing power. Our system is fast, runs on a simple laptop and is easily scalable,” explains Corbetta. With each new measurement that comes in, the system becomes more accurate. This additive process ensures that people traveling together are correctly recognized. The longer such a group stays in the measured area, the more securely you can exclude them from the dataset.
ONE HUNDRED THOUSAND TRAJECTORIES PER DAY
Since 2017, 19 sensors have been suspended above the platform of track 5 at Utrecht Central Station, which together can anonymously monitor the entire platform for research purposes. Platform 5 is known as one of the busiest platform in the Netherlands, with trains leaving for Amsterdam Central Station and Schiphol Airport. The sensors work day and night, with an average of 100,000 measurements per day in normal situations, and an average of 16,000 per day during the first three months of the corona crisis.
The sensors manage anonymous tracking using a principle that is similar to the technology developed by researchers at TU/e since 2014. The key of these tracking systems is the reconstruction of overhead ‘depth maps’. These maps represent the distance between each spatial point and the sensors. As pedestrians walk by a sensor, a distinct depth fingerprint emerges: heads are the topmost points, shoulders are a little lower, then comes the rest of the body, with arms and legs.
Corbetta: “Such a fingerprint, which per se does not include any personal identifiable information, lasts for a split-second only, enough to identify pedestrians’ positions and estimate trajectories. Only these positions and trajectories will be stored for analyses.” This enables reliable tracking while ensuring the passengers’ privacy.
UNDERSTAND HOW PEOPLE MOVE IN CROWDS
“Our Crowdflow topical group (part of the research group Fluids and Flow) tries to get to a fundamental understanding of how people move around in large crowds. Due to the social distancing rule, our research has suddenly acquired a whole new set of interesting variables,” says Cobetta.
He wants to find social structures in the data, for example what social ties there are between people. This research into family-like groups offers that possibility. But also, for example, the difference between a crowd at rush hour or on a Saturday afternoon is very interesting. “What’s more, we can study behavioural patterns before and during Corona,” Corbetta adds.
He concludes: “We are still computing over platform 3, so we expect to publish new insights soon. Moreover, we are eager to deploy our knowledge and system in other settings to support, for example, municipalities, museums, stadiums and airports,”
This research was subsidized by the NWO-VENI project 16771, “Understanding and controlling the flow of human crowds” (Corbetta), and appeared on 29 October in the journal PLOS One under the title ‘Monitoring physical distancing for crowd management: Real-time trajectory and group analysis’. DOI: https://doi.org/10.1371/journal.pone.0240963
Next to this research, ProRail and TU/e also work closely together in the field of education. This way, ProRail offers students the opportunity to work with real data in order to solve societal problems. This so-called ‘USE learning line: Physics of Social Systems‘ is accessible for all TU/e students. The goal is to learn to look at social structures through a mathematical perspective, combining it with psychology and ethics.
Media contact:
Hilde van Genugten – de Laat (Science Information Officer)
+31 40 247 5712 h.h.a.d.laat@tue.nl
SOURCE: TU/e
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- Digi Communications N.V.: Exercise of stock options by the Executive Directors of the Company
- Digi Communications N.V. announces DIGI Kft., the Hungarian subsidiary of the Company, launches mobile telephony services in Hungary
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 21 and 24 May 2019
- ZYXEL READY WITH 5G SAMPLES IN AUGUST 2019
- Digi Communications N.V. announces the initiation of the share buy-back program as authorized by the Company’s GSM on 30 April 2019
- Digi Communications N.V Q1 2019 Financial Report and the report regarding legal documents for April 2019, in accordance with article 82 of Law no. 24/2017 and FSA Regulation no. 5/2018 released
- Digi Communications N.V. announces the new date of the Conference Call for the presentation of the Q1 2019 Financial Report. Update to the Company’s 2019 Financial Calendar.
- Rhenium-SCT® (SCT= Skin Cancer Therapy) now being offered in Hanau, Germany
- Project consortium aims at driving the adoption of selective laser melting (SLM) for large scale metal parts printing
- Digi Communications N.V. announces the availability of the instructions on the 2018 share dividend payment
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 29 April 2019 – 1 May 2019, under the class B shares buy-back progr
- Biodiversity Report Is Urgent Call to Action Beyond Fixes; Geneva Global Initiative Calls on World Community to Focus on Concrete Actions
- Digi Communications N.V.’s general Shareholders’ meeting resolutions from 30 Apr 2019 approving, amongst others, the 2018 Annual Accounts and the availability of the adopted Annual Financial Report for the year ended Dec 31, 2018
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions occurred under DIGI symbol, 22 – 26 April 2019
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 15 April 2019 – 19 April 2019s
- XPAND Code was successfully scanned from 200 meters/700 feet at Olympics stadium
- Wasser eingießen, Warten und Einschalten
- Digi Communications N.V.: Reporting of legal documents concluded by the company in March 2019 in accordance with article 82 of Law no. 24/2017 and FSA Regulation no. 5/2018 published
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 8 and 12 April 2019
- Snowman releases new EP
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol, 1 – 5 April 2019
- Streamlining adoption of high-speed and high-resolution surface texturing delivered with the Prometheus project
- Customer Data Platform Institute Launches RealCDP to Reduce CDP Confusion
- ASI Technologies Focuses on the future as ASI Drives, and New AGV Pallet Robot, FRED2500
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 25 March 2019 – 29 March 2019
- Towards a Europe of Stakeholder Nations
- Associazione Veneta Lotta alla Talassemia (AVLT) and the UK Thalassaemia Society (UKTS) Clarification on European Regulatory Status of LENTIGLOBIN™
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 19 March 2019 – 22 March 2019
- A new flagship project on Additive Manufacturing skills aims to maintain Europe leading position in industrial competitiveness
- Jeroen Schouten Named Regional Manager, Europe of AeroGo, Inc.
- Digi Communications N.V. Convocation of the Company’s general shareholders meeting for 30 April 2019 for the approval of, among others, the 2018 Annual Report and of the 2018 Financial Statements
- España arrasa con la competencia y es nombrado como el país ideal para estudiar en el extranjero
- Xverify targets European Email Verification market with local data processing, Dublin office
- Digi Communications N.V. announces the resignation by Mr. Sambor Ryszka from his position as non-executive director of the Company
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 11 and 15 March 2019
- Digi Communications N.V.: Reporting of legal documents concluded by the company in February 2019 in accordance with article 82 of Law no. 24/2017 and FSA Regulation no. 5/2018 published
- Admission of Digi Communications N.V. €200,000,000 5.0% additional senior secured notes due 2023 to the listing on the Official List and trading on Irish Stock Exchange’s Main Securities Market
- Digi Communications N.V. announces the appointment of Dan Ioniță as a non-executive director of RCS & RDS S.A., the Romanian subsidiary of the Company
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 4 and 8 March 2019
- Digi Communications N.V. announces share transaction made by an executive director of the Company with class B shares on 4 march 2019
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 25 February – 1 March 2019
- Digi Communications N.V. announces share transaction made by an executive director of the Company with class B shares on 1 march 2019
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 18 and 22 February 2019
- Digi Communications N.V.: finalization and registration by the Company of the conversion of 1,200,000 A shares into an equal number of class B shares
- Digi Communications N.V.: Exercise of stock options by a PDMR in accordance with the stock option plan for the Group’s Romanian employees
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 11 and 15 February 2019
- Report of legal documents concluded by DIGI Communications N.V. in January 2019 or in other period but effective in January 2019
- Digi Communications N.V. announces Availability of Preliminary Financial Report for the year ended December 31, 2018 for Digi Communications N.V. Group
- Mono Solutions launches a new interface to drive the ultimate do-it-with-me (DIWM) experience
- Digi Communications NV Announces Investor Call on the Preliminary Financial Results for the year ended 31 December 2018
- Digi Communications NV: New date of the Conference Call for the 2018 Preliminary financial results; Update to the 2019 Company’s Financial Calendar
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 4 and 8 February 2019
- R.W. Chelsea Holdings Ltd Starts To Hold Fixed Income Investor Meetings In Vienna, Zurich, Geneva and London
- Digi Communications N.V. successfully increased and priced its Offering at €200,000,000 5.0% additional senior secured notes due 2023
- Digi Communications N.V. to offer additional €125,000,000 5.0% senior secured notes due 2023; new notes will be consolidated and treated as its existing €350,000,000; adjustment on interim unaudited consolidated financial statements for the nine-month period ending September 30, 2018
- World's largest superhero statue to be built in Central Europe
- The resignation of Mr. Bendei Ioan – VP and executive director of RCS&RDS S.A., DIGI COMMUNICATIONS N.V.’s subsidiary in Romania
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 28 January 2019 – 1 February 2019
- RCH Group to Showcase Integrated Selling Solutions at EuroCIS
- Mono and bfound partner to expand digital offerings for small businesses in the Middle East
- Digi Communications N.V. publishes the Independent Limited Assurance Report in accordance with Law 24/2017 (Article 82) and FSA Regulation no. 5/2018
- ERRATA of the reports dated 15 Jan 2019 and 15 Oct 2018 regarding the legal acts concluded by DIGI Communications N.V. in Dec 2018 and Sep 2018
- REVEALED: Experts reveal the best dates to book your summer holiday in Spain
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol, 21 – 25 January 2019
- Céline Dion visite son premier concept store de vêtements CELINUNUNU à Paris
- Anytime, anywhere tailored learning opportunities for welding professionals and apprentices alike
- i5invest открива офис в България
- Notification shares buy-back: DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol, 14 - 18 January 2019
- Mono helps Fonecta strengthen their digital presence offering for SMBs
- The Bucharest Tribunal’s decision regarding the investigation conducted by the Romanian National Anti-corruption Directorate with respect to RCS & RDS S.A., Integrasoft S.R.L. and certain of their directors
- Digi Communications N.V.: Exercise of stock options by a PDMR in accordance with the stock option plan approved by the Company for the Romanian employees of the Group in 2017
- Report of legal acts concluded by DIGI Communications N.V. in accordance with Romanian Law no. 24/2017 and FSA Regulation no. 5/2018 for December 2018
- Digi Communications N.V.: resolution of the Board of Directors to convert class 1,200,000 A shares into an equal number of class B shares for the purpose of the ongoing employees and directors stock option plans
- CELINUNUNU OUVRE SON PREMIER POP-UP À PARIS
- DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 07 – 11 January 2019
- Digi Communications NV: Announcement of the Conference Call for the 2018 Preliminary financial results. Update to the 2019 Company’s Financial Calendar
- A new Government Emergency Ordinance imposing additional corporate taxes with impact on the telecommunications sector in Romania
- DIGI COMMUNICATIONS N.V. reports to the regulated market the transactions which occurred under the DIGI symbol between 31 December 2018-04 January 2019
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