Traffic congestion explained

Traffic congestion is a condition in transport that is characterized by slower speeds, longer trip times, and increased vehicular queueing. Traffic congestion on urban road networks has increased substantially since the 1950s.[1] When traffic demand is great enough that the interaction between vehicles slows the traffic stream, this results in congestion. While congestion is a possibility for any mode of transportation, this article will focus on automobile congestion on public roads.

As demand approaches the capacity of a road (or of the intersections along the road), extreme traffic congestion sets in. When vehicles are fully stopped for periods of time, this is known as a traffic jam[2] [3] or (informally) a traffic snarl-up[4] [5] or a tailback.[6]

Drivers can become frustrated and engage in road rage. Drivers and driver-focused road planning departments commonly propose to alleviate congestion by adding another lane to the road. This is ineffective: increasing road capacity induces more demand for driving.

Mathematically, traffic is modeled as a flow through a fixed point on the route, analogously to fluid dynamics.

Causes

Traffic congestion occurs when a volume of traffic generates demand for space greater than the available street capacity; this point is commonly termed saturation. Several specific circumstances can cause or aggravate congestion; most of them reduce the capacity of a road at a given point or over a certain length, or increase the number of vehicles required for a given volume of people or goods. About half of U.S. traffic congestion is recurring, and is attributed to sheer weight of traffic; most of the rest is attributed to traffic incidents, road work and weather events.[7] In terms of traffic operation, rainfall reduces traffic capacity and operating speeds, thereby resulting in greater congestion and road network productivity loss.

Individual incidents such as crashes or even a single car braking heavily in a previously smooth flow may cause ripple effects, a cascading failure, which then spread out and create a sustained traffic jam when, otherwise, the normal flow might have continued for some time longer.[8]

Separation of work and residential areas

People often work and live in different parts of the city. Many workplaces are located in a central business district away from residential areas, resulting in workers commuting. According to a 2011 report published by the United States Census Bureau, a total of 132.3 million people in the United States commute between their work and residential areas daily.[9]

Movement to obtain or provide goods and services

People may need to move about within the city to obtain goods and services, for instance to purchase goods or attend classes in a different part of the city. Brussels, a Belgian city with a strong service economy, has one of the worst traffic congestion in the world, wasting 74 hours in traffic in 2014.

Mathematical theories

Some traffic engineers have attempted to apply the rules of fluid dynamics to traffic flow, likening it to the flow of a fluid in a pipe. Congestion simulations and real-time observations have shown that in heavy but free flowing traffic, jams can arise spontaneously, triggered by minor events ("butterfly effects"), such as an abrupt steering maneuver by a single motorist. Traffic scientists liken such a situation to the sudden freezing of supercooled fluid.[10]

However, unlike a fluid, traffic flow is often affected by signals or other events at junctions that periodically affect the smooth flow of traffic. Alternative mathematical theories exist, such as Boris Kerner's three-phase traffic theory (see also spatiotemporal reconstruction of traffic congestion).

Because of the poor correlation of theoretical models to actual observed traffic flows, transportation planners and highway engineers attempt to forecast traffic flow using empirical models. Their working traffic models typically use a combination of macro-, micro- and mesoscopic features, and may add matrix entropy effects, by "platooning" groups of vehicles and by randomizing the flow patterns within individual segments of the network. These models are then typically calibrated by measuring actual traffic flows on the links in the network, and the baseline flows are adjusted accordingly.

A team of MIT mathematicians has developed a model that describes the formation of "phantom jams", in which small disturbances (a driver hitting the brake too hard, or getting too close to another car) in heavy traffic can become amplified into a full-blown, self-sustaining traffic jam. Key to the study is the realization that the mathematics of such jams, which the researchers call "jamitons", are strikingly similar to the equations that describe detonation waves produced by explosions, says Aslan Kasimov, lecturer in MIT's Department of Mathematics. That discovery enabled the team to solve traffic-jam equations that were first theorized in the 1950s.[11]

Economic theories

Congested roads can be seen as an example of the tragedy of the commons. Because roads in most places are free at the point of usage, there is little financial incentive for drivers not to over-use them, up to the point where traffic collapses into a jam, when demand becomes limited by opportunity cost. Privatization of highways and road pricing have both been proposed as measures that may reduce congestion through economic incentives and disincentives . Congestion can also happen due to non-recurring highway incidents, such as a crash or roadworks, which may reduce the road's capacity below normal levels.Economist Anthony Downs argues that rush hour traffic congestion is inevitable because of the benefits of having a relatively standard work day . In a capitalist economy, goods can be allocated either by pricing (ability to pay) or by queueing (first-come first-served); congestion is an example of the latter. Instead of the traditional solution of making the "pipe" large enough to accommodate the total demand for peak-hour vehicle travel (a supply-side solution), either by widening roadways or increasing "flow pressure" via automated highway systems, Downs advocates greater use of road pricing to reduce congestion (a demand-side solution, effectively rationing demand), in turn plowing the revenues generated therefrom into public transportation projects.

A 2011 study in The American Economic Review indicates that there may be a "fundamental law of road congestion." The researchers, from the University of Toronto and the London School of Economics, analyzed data from the U.S. Highway Performance and Monitoring System for 1983, 1993 and 2003, as well as information on population, employment, geography, transit, and political factors. They determined that the number of vehicle-kilometers traveled (VKT) increases in direct proportion to the available lane-kilometers of roadways. The implication is that building new roads and widening existing ones only results in additional traffic that continues to rise until peak congestion returns to the previous level.[12] [13]

Classification

Qualitative classification of traffic is often done in the form of a six-letter A-F level of service (LOS) scale defined in the Highway Capacity Manual, a US document used (or used as a basis for national guidelines) worldwide. These levels are used by transportation engineers as a shorthand and to describe traffic levels to the lay public. While this system generally uses delay as the basis for its measurements, the particular measurements and statistical methods vary depending on the facility being described. For instance, while the percent time spent following a slower-moving vehicle figures into the LOS for a rural two-lane road, the LOS at an urban intersection incorporates such measurements as the number of drivers forced to wait through more than one signal cycle.[14]

Traffic congestion occurs in time and space, i.e., it is a spatiotemporal process. Therefore, another classification schema of traffic congestion is associated with some common spatiotemporal features of traffic congestion found in measured traffic data. Common spatiotemporal empirical features of traffic congestion are those features, which are qualitatively the same for different highways in different countries measured during years of traffic observations. Common features of traffic congestion are independent on weather, road conditions and road infrastructure, vehicular technology, driver characteristics, day time, etc. Examples of common features of traffic congestion are the features [J] and [S] for, respectively, the wide moving jam and synchronized flow traffic phases found in Kerner's three-phase traffic theory. The common features of traffic congestion can be reconstructed in space and time with the use of the ASDA and FOTO models.

Negative impacts

Traffic congestion has a number of negative effects:

Road rage

Road rage is aggressive or angry behavior by a driver of an automobile or other motor vehicle. Such behavior might include rude gestures, verbal insults, deliberately driving in an unsafe or threatening manner, or making threats. Road rage can lead to altercations, assaults, and collisions which result in injuries and even deaths. It can be thought of as an extreme case of aggressive driving.The term originated in the United States in 1987–1988 (specifically, from Newscasters at KTLA, a local television station), when a rash of freeway shootings occurred on the 405, 110 and 10 freeways in Los Angeles, California. These shooting sprees even spawned a response from the AAA Motor Club to its members on how to respond to drivers with road rage or aggressive maneuvers and gestures.[15]

Economic loss

!Area!Loss in billions!Note
US$305 [16] [17]
UK$52.01 [18]
NYC$33.7
LA$19.2[19]
Manila$18.615 [20]
Bangladesh$11.4[21]
SF$10.6
Atlanta$7.1
Jakarta$5[22]
Dhaka$4.463[23]
GTHA$3.3[24]

Positive effects

Congestion has the benefit of encouraging motorists to retime their trips so that expensive road space is in full use for more hours per day. It may also encourage travellers to pick alternate modes with a lower environmental impact, such as public transport or bicycles.[25]

It has been argued that traffic congestion, by reducing road speeds in cities, could reduce the frequency and severity of road crashes.[26] More recent research suggests that a U-curve exists between the number of accidents and the flow of traffic, implying that more accidents happen not only at high congestion levels, but also when there are very few vehicles on the road.[27]

Countermeasures

Improving Road infrastructure

Urban planning and design

City planning and urban design practices can have a huge impact on levels of future traffic congestion, though they are of limited relevance for short-term change.

Supply and demand

See also: Transportation demand management. Congestion can be reduced by either increasing road capacity (supply), or by reducing traffic (demand). Capacity can be increased in a number of ways, but needs to take account of latent demand otherwise it may be used more strongly than anticipated. Critics of the approach of adding capacity have compared it to "fighting obesity by letting out your belt" (inducing demand that did not exist before). For example, when new lanes are created, households with a second car that used to be parked most of the time may begin to use this second car for commuting.[32] [33] Reducing road capacity has in turn been attacked as removing free choice as well as increasing travel costs and times, placing an especially high burden on the low income residents who must commute to work.

Increased supply can include:

Reduction of demand can include:

Traffic management

Use of so-called intelligent transportation systems, which guide traffic:

Other associated

By country

Australia

Traffic during peak hours in major Australian cities, such as Sydney, Melbourne, Brisbane and Perth, is usually very congested and can cause considerable delay for motorists. Australians rely mainly on radio and television to obtain current traffic information. GPS, webcams, and online resources are increasingly being used to monitor and relay traffic conditions to motorists.

Bangladesh

Traffic jams have become intolerable in Dhaka. Some other major reasons are the total absence of a rapid transit system; the lack of an integrated urban planning scheme for over 30 years;[59] poorly maintained road surfaces, with potholes rapidly eroded further by frequent flooding and poor or non-existent drainage;[60] haphazard stopping and parking;[61] poor driving standards;[62] total lack of alternative routes, with several narrow and (nominally) one-way roads.[63] [64]

Brazil

According to Time magazine, São Paulo has the world's worst daily traffic jams.[65] Based on reports from the Companhia de Engenharia de Tráfego, the city's traffic management agency, the historical congestion record was set on May 23, 2014, with of cumulative queues around the city during the evening rush hour.[66] The previous record occurred on November 14, 2013, with of cumulative queues.[66]

Despite implementation since 1997 of road space rationing by the last digit of the plate number during rush hours every weekday, traffic in this 20-million-strong city still experiences severe congestion. According to experts, this is due to the accelerated rate of motorization occurring since 2003 and the limited capacity of public transport. In São Paulo, traffic is growing at a rate of 7.5% per year, with almost 1,000 new cars bought in the city every day.[67] The subway has only 61km (38miles) of lines, though 35 further kilometers are under construction or planned by 2010. Every day, many citizens spend between three up to four hours behind the wheel. In order to mitigate the aggravating congestion problem, since June 30, 2008, the road space rationing program was expanded to include and restrict trucks and light commercial vehicles.[68] [69]

Canada

According to the Toronto Board of Trade, in 2010, Toronto is ranked as the most congested city of 19 surveyed cities, with an average commute time of 80 minutes.[70]

China

The Chinese city of Beijing started a license plate rationing since the 2008 Summer Olympics whereby each car is banned from the urban core one workday per week, depending on the last digit of its license plate. As of 2016, 11 major Chinese cities have implemented similar policies.[71] Towards the end of 2010, Beijing announced a series of drastic measures to tackle the city's chronic traffic congestion, such as limiting the number of new plates issued to passenger cars to 20,000 a month, barring vehicles with non-Beijing plates from entering areas within the Fifth Ring Road during rush hours and expanding its subway system.[72] The government aims to cap the number of locally registered cars in Beijing to below 6.3 million by the end of 2020.[73] In addition, more than nine major Chinese cities including Shanghai, Guangzhou and Hangzhou started limiting the number of new plates issued to passenger cars in an attempt to curb the growth of car ownership.[74] [75] In response to the increased demand to public transit caused by these policies, aggressive programs to rapidly expand public transport systems in many Chinese cities are currently underway.[76]

A unique Chinese phenomenon of severe traffic congestion occurs during Chunyun Period or Spring Festival travel season.[77] It is a long-held tradition for most Chinese people to reunite with their families during Chinese New Year. People return to their hometown to have a reunion dinner with their families on Chinese New Year. It has been described as the largest annual human migration in the world.[78] [79] Since the economic boom and rapid urbanization of China since the late 1970s, many people work and study a considerable distance from their hometowns. Traffic flow is typically directional, with large amounts of the population working in more developed coastal provinces needing travel to their hometowns in the less developed interior. The process reverses near the end of Chunyun. With almost 3 billion trips[80] made in 40 days of the 2016 Chunyun Period, the Chinese intercity transportation network is extremely strained during this period.

The August 2010 China National Highway 110 traffic jam in Hebei province caught media attention for its severity, stretching more than from August 14 to 26, including at least 11 days of total gridlock.[81] [82] [83] The event was caused by a combination of road works and thousands of coal trucks from Inner Mongolia's coalfields that travel daily to Beijing. The New York Times has called this event the "Great Chinese Gridlock of 2010."[83] [84] The congestion is regarded as the worst in history by duration, and is one of the longest in length after the long Lyon-Paris traffic jam in France on February 16, 1980.

Recently, in Hangzhou City Brain has become active, reducing traffic congestion somewhat.[85]

A 2021 study of subway constructions in China found that in the first year of a new subway line, road congestion declined.[86]

Greece

Since the 70s, the traffic on the streets of Athens has increased dramatically, with the existing road network unable to serve the ever-increasing demand. In addition, it has also caused an environmental burden, such as the photochemical smog. To deal with it, the Daktylios has been enforced.

India

The number of vehicles in India is quickly increasing as a growing middle class can now afford to buy cars. India's road conditions have not kept up with the exponential growth in number of vehicles.

Various causes for this include:

Indonesia

According to a 2015 study by motor oil company Castrol, Jakarta is found to be the worst city in the world for traffic congestion. Relying on information from TomTom navigation devices in 78 countries, the index found that drivers are stopping and starting their cars 33,240 times per year on the road. After Jakarta, the worst cities for traffic are Istanbul, Mexico City, Surabaya, and St. Petersburg.[87]

Daily congestion in Jakarta is not a recent problem. The expansion of commercial area without road expansion shows worsening daily congestion even in main roads such as Jalan Jenderal Sudirman, Jalan M.H. Thamrin, and Jalan Gajah Mada in the mid-1970s.[88]

In 2016, 22 people died as a result of traffic congestion in Java. They were among those stuck in a three-day traffic jam at a toll exit in Brebes, Central Java called Brebes Exit or 'Brexit'. The traffic block stretched for 21 km here and thousands of cars clogged the highway. Many people died because of carbon monoxide poisoning, fatigue or heat.[89]

New Zealand

New Zealand has followed strongly car-oriented transport policies since after World War II (especially in Auckland, where one third of the country's population lives, is New Zealand's most traffic congested city, and has been labeled worse than New York for traffic congestion with commuters sitting in traffic congestion for 95 hours per year),[90] and currently has one of the highest car-ownership rates per capita in the world, after the United States.[91] Traffic congestion in New Zealand is increasing with drivers on New Zealand's motorways reported to be struggling to exceed 20 km/h on an average commute, sometimes crawling along at 8 km/h for more than half an hour.

Philippines

According to a survey by Waze, traffic congestion in Metro Manila is called the "worst" in the world, after Rio de Janeiro, São Paulo, and Jakarta.[92] It is worsened by violations of traffic laws, like illegal parking, loading and unloading, beating the red light, and wrong-way driving.[93] Traffic congestion in Metro Manila is caused by the large number of registered vehicles, lack of roads, and overpopulation, especially in the cities of Manila and Caloocan, as well as the municipality of Pateros.[94]

Traffic caused losses of ₱137,500,000,000 on the economy in 2011, and unbuilt roads and railway projects also causes worsening congestion.[95] The Japan International Cooperation Agency (JICA) feared that daily economic losses will reach Php 6,000,000,000 by 2030 if traffic congestion cannot be controlled.[96]

Turkey

In recent years, the Istanbul Metropolitan Municipality has made huge investments on intelligent transportation systems and public transportation. Despite that, traffic is a significant problem in Istanbul.Istanbul has chosen the second most congested[97] and the most sudden-stopping traffic in the world.[98] Travel times in Turkey's largest city take on average 55 percent longer than they should, even in relatively less busy hours.[99]

United Kingdom

In the United Kingdom the inevitability of congestion in some urban road networks has been officially recognized since the Department for Transport set down policies based on the report Traffic in Towns in 1963:

Even when everything that it is possibly to do by way of building new roads and expanding public transport has been done, there would still be, in the absence of deliberate limitation, more cars trying to move into, or within our cities than could possibly be accommodated.[100]

The Department for Transport sees growing congestion as one of the most serious transport problems facing the UK.[101] On December 1, 2006, Rod Eddington published a UK government-sponsored report into the future of Britain's transport infrastructure. The Eddington Transport Study set out the case for action to improve road and rail networks, as a "crucial enabler of sustained productivity and competitiveness". Eddington has estimated that congestion may cost the economy of England £22 bn a year in lost time by 2025. He warned that roads were in serious danger of becoming so congested that the economy would suffer.[102] At the launch of the report Eddington told journalists and transport industry representatives introducing road pricing to encourage drivers to drive less was an "economic no-brainer". There was, he said "no attractive alternative". It would allegedly cut congestion by half by 2025, and bring benefits to the British economy totaling £28 bn a year.[103]

A congestion charge for driving in central London was introduced in 2003. In 2013, ten years later, Transport for London reported that the scheme resulted in a 10% reduction in traffic volumes from baseline conditions, and an overall reduction of 11% in vehicle kilometers in London. Despite these gains, traffic speeds in central London became progressively slower.

United States

The Texas Transportation Institute estimated that, in 2000, the 75 largest metropolitan areas experienced 3.6 billion vehicle-hours of delay, resulting in 5.7 billion U.S. gallons (21.6 billion liters) in wasted fuel and $67.5 billion in lost productivity, or about 0.7% of the nation's GDP. It also estimated that the annual cost of congestion for each driver was approximately $1,000 in very large cities and $200 in small cities. Traffic congestion is increasing in major cities and delays are becoming more frequent in smaller cities and rural areas.

30% of traffic is cars looking for parking.[104]

According to traffic analysis firm INRIX in 2019,[105] the top 31 worst US traffic congested cities (measured in average hours wasted per vehicle for the year) were:

!!City!Hours wasted per vehicle!Cost of congestion per driver
1Boston, Massachusetts149 hours$2,205
2Chicago, Illinois145 hours$2,146
3Philadelphia, Pennsylvania142 hours$2,102
4New York City, New York140 hours$2,072
5Washington, D.C.124 hours$1,835
6Los Angeles, California103 hours$1,524
7San Francisco, California97 hours$1,436
8Portland, Oregon89 hours$1,317
9Baltimore, Maryland84 hours$1,243
10Atlanta, Georgia82 hours$1,214
11Houston, Texas81 hours$1,199
12Miami, Florida81 hours$1,199
13New Orleans, Louisiana79 hours$1,169
14Seattle, Washington74 hours$1,095
15Stamford, Connecticut74 hours$1,095
16Providence, Rhode Island70 hours$1,036
17San Diego, California70 hours$1,036
18Austin, Texas69 hours$1,021
19Sacramento, California64 hours$947
20Dallas, Texas63 hours$932
21Denver, Colorado63 hours$932
22Hartford, Connecticut61 hours$903
23Minneapolis, Minnesota52 hours$770
24Charlotte, North Carolina49 hours$725
25San Juan, Puerto Rico46 hours$681
26Cleveland, Ohio44 hours$651
27Columbus, Ohio43 hours$636
28Milwaukee, Wisconsin41 hours$607
29Detroit, Michigan39 hours$577
30San Antonio, Texas39 hours$577
31Boulder, Colorado37 hours$548
The most congested highway in the United States, according to a 2010 study of freight congestion (truck speed and travel time), is Chicago's Interstate 290 at the Circle Interchange. The average truck speed was just 29mi/h.[106]

See also

References

Bianchi Alves, B., & Darido, G. (February 7, 2016). Sustainable cities, two related challenges: high quality mobility on foot and efficient urban logistics (Part II). Retrieved November 2, 2019, from https://blogs.worldbank.org/transport/sustainable-cities-two-related-challenges-high-quality-mobility-foot-and-efficient-urban-logistics-1.2019 Top 100 Truck Bottlenecks. (February 14, 2019). Retrieved November 3, 2019, from https://truckingresearch.org/2019/02/06/atri-2019-truck-bottlenecks/.Haag, M., & Hu, W. (October 27, 2019). 1.5 Million Packages a Day: The Internet Brings Chaos to N.Y. Streets. Retrieved November 1, 2019, from https://www.nytimes.com/2019/10/27/nyregion/nyc-amazon-delivery.html?searchResultPosition=1.Popovich, N., & Lu, D. (October 10, 2019). The Most Detailed Map of Auto Emissions in America. Retrieved November 1, 2019, from https://www.nytimes.com/interactive/2019/10/10/climate/driving-emissions-map.html?module=inline.Reed, S. (September 21, 2018). In London, Electric Trucks Are Helping UPS Make 'Eco-Friendly' Deliveries. Retrieved November 3, 2019, from https://www.nytimes.com/2018/09/21/business/energy-environment/electric-ups-trucks-in-london.html?module=inline.Rooney, K. (April 3, 2019). Online shopping overtakes a major part of retail for the first time ever. Retrieved November 2, 2019, from https://www.cnbc.com/2019/04/02/online-shopping-officially-overtakes-brick-and-mortar-retail-for-the-first-time-ever.html.

Further reading

External links

Notes and References

  1. Book: Caves, R. W.. Encyclopedia of the City. Routledge. 2004. 141.
  2. Book: Traffic Flow Dynamics: Data, Models and Simulation. Treiber. Martin. Kesting. Arne. October 11, 2012. Springer Science & Business Media. 978-3-642-32459-8. en. October 29, 2020. March 30, 2021. https://web.archive.org/web/20210330012623/https://books.google.com/books?id=sWiUjVAGTVgC&q=traffic+jam. live.
  3. Book: May, Adolf Darlington. Traffic Flow Fundamentals. 1990. Prentice Hall. 9780139260728. en. October 29, 2020. March 30, 2021. https://web.archive.org/web/20210330012608/https://books.google.com/books?id=XikpAQAAMAAJ&q=Traffic+jam%22. live.
  4. Book: Hotelier & Caterer: Official Magazine of FEDHASA.. July 1993. Ramsay Son & Parker. en. October 29, 2020. March 30, 2021. https://web.archive.org/web/20210330012550/https://books.google.com/books?id=WVssAQAAMAAJ&q=Journal+article%3A+%22Traffic+snarl-up%22. live.
  5. Book: Eve: The Essence of Africa's New Woman. 2004. Oakland Media Services Limited. en. October 29, 2020. March 30, 2021. https://web.archive.org/web/20210330012550/https://books.google.com/books?id=4o23AAAAIAAJ&q=Journal+article%3A+%22Traffic+snarl-up%22. live.
  6. Web site: TAILBACK . Cambridge Dictionary.
  7. Web site: Congestion: A National Issue. August 29, 2008. September 25, 2008. July 25, 2008. https://web.archive.org/web/20080725055811/http://www.ops.fhwa.dot.gov/aboutus/opstory.htm. dead.
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  15. Web site: "Road rage" meaning and origin, Phrases.org.uk. October 5, 2014. June 21, 2009. https://web.archive.org/web/20090621083855/http://www.phrases.org.uk/meanings/303700.html. dead.
  16. News: Gridlock woes: Traffic congestion by the numbers. Smart Cities Dive. March 28, 2018. en-US. March 28, 2018. https://web.archive.org/web/20180328170147/https://www.smartcitiesdive.com/news/gridlock-woes-traffic-congestion-by-the-numbers/519959/. live.
  17. News: Rahim . Zamira . Here's How Much Sitting In Traffic Is Costing You . en . Money.com . live . March 28, 2018 . https://web.archive.org/web/20200824191107/https://money.com/traffic-los-angeles-driving/ . August 24, 2020.
  18. Web site: Home. newburghgazette.com. en. March 28, 2018. March 28, 2018. https://web.archive.org/web/20180328231050/http://newburghgazette.com/2018/02/06/congestion-costs-united-kingdom-almost-40bn-a-year-report/. live.
  19. News: Here's How Much Traffic Congestion Costs the World's Biggest Cities. February 11, 2018. March 28, 2018. en. March 28, 2018. https://web.archive.org/web/20180328164742/http://mentalfloss.com/article/530705/heres-how-much-traffic-congestion-costs-worlds-biggest-cities. live.
  20. News: Find Out What's The Cost of Traffic In Metro Manila . Isla. Rouselle. May 26, 2016. iMoney.ph. March 28, 2018 . en-US. March 28, 2018. https://web.archive.org/web/20180328164843/https://www.imoney.ph/articles/the-cost-of-traffic-in-metro-manila/. live.
  21. News: Traffic jam: The ugly side of Dhaka's development. May 13, 2018. The Daily Star. May 14, 2018. en. May 15, 2018. https://web.archive.org/web/20180515183626/https://www.thedailystar.net/opinion/society/traffic-jam-the-ugly-side-dhakas-development-1575355?amp. live.
  22. News: Jakarta foots US$5b annual bill for traffic jams: Minister. The Jakarta Post. March 28, 2018. en. March 28, 2018. https://web.archive.org/web/20180328165501/http://www.thejakartapost.com/news/2017/10/06/jakarta-foots-us5b-annual-bill-for-traffic-jams-minister.html. live.
  23. News: Colossal loss. March 25, 2018. The Daily Star. March 28, 2018. en. March 27, 2018. https://web.archive.org/web/20180327140846/http://www.thedailystar.net/frontpage/colossal-loss-1553002. live.
  24. Web site: Costs of Congestion. www.metrolinx.com. en. March 28, 2018. March 28, 2018. https://web.archive.org/web/20180328231027/http://www.metrolinx.com/en/regionalplanning/costsofcongestion/costs_congestion.aspx. live.
  25. Web site: Congestion - Friend or Foe? - W R Blunden 1983. October 5, 2014. March 9, 2015. https://web.archive.org/web/20150309160401/http://aptnsw.org.au/blunden83.html. live.
  26. Web site: Maximum fares for metropolitan and outer metropolitan buses from January 2014 - Draft Report, p. 37, citing work by LECG "Value of Sydney bus externalities and optimal Government subsidy - Final report", September 2009, p. 17 . July 12, 2018 . May 25, 2017 . https://web.archive.org/web/20170525171209/https://www.ipart.nsw.gov.au/files/13687885-53fa-40c8-b33d-a246010695c4/Draft_Report__Maximum_fares_for_metropolitan_and_outer_metropolitan_buses_from_January_2014.pdf . live .
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