Case Selection

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These clusters are important, because ideally we should have 2 cases per cluster. With 6 cases in total, we’d like to have a case for at least one per cluster, even though it’s unlikely, depending on where we can find the most detailed information and the most people who will talk to us.

Clusters

1. Very low-cost countries

The first cluster is the success cases. These really come in two flavors: one is Switzerland and the Nordic countries, and the other is everywhere else with costs lower than $150 million per km, that is Spain, Portugal, Italy, Greece, Bulgaria, Turkey, and South Korea. The difference between the two flavors is that the first one consists of very high-wage countries with populations that trust their institutions, and the second consistent of countries with wages at the bottom of the first world or top of the second with populations who don’t believe me when I tell them their infrastructure construction is cheaper than in Germany. Even then, there are some important differences – for example, contracts in Turkey are lowest-bid, using the country’s high rate of construction and multitude of firms (a contract must have a minimum of 3 bids) to discipline contractors into behaving, whereas Spain instead has technical scoring for bids and only assigns 30% weight to cost.

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This is countries close to the global average, which is around $250 million per kilometer for underground construction. China has about the same average cost as the rest of the world, and since a slight majority of our current database is Chinese, it falls in this category. France and Germany are definitely in this category; Austria, Czechia, and Romania are also in this category but have fewer distinct metro tunnels; Japan may be in this category but it’s unclear, since the few tunnels it’s building nowadays are both more expensive and more uniquely complicated, rather like regional rail. Big parts of Latin America fall into this category too, though they bleed with the high-cost category too. There’s a good case for separating China, France, Germany, and Japan into four separate categories (Austria should probably be institutionally similar to Germany), each of which gets different things right and wrong.

3. Countries with recent cost growth

This cluster consists of places that have high costs but didn’t until recently. Canada and Singapore are both competing for worst construction costs outside the United States but were not until well into the 2000s. Australia may be in this category too – it’s unclear, since Melbourne is extremely expensive to tunnel in but Sydney isn’t. New Zealand’s regional rail costs suggest it might be too – initial electrification was cheap but the regional rail tunnel is expensive. All of these countries share the characteristic of extreme cultural cringe toward Britain and the US, adopting recent British and American ideas of privatization of the state, and it would be valuable to follow up and see if this is indeed what happened with all of their infrastructure programs.

4. Rich countries with very high costs

This cluster is dominated by the US and UK. Taiwan is there too but is much smaller and likely has completely different institutional reasons – one person told me of political corruption. Hungary and Russia might be in this category too – they have very high costs (Budapest is scratching $500 million per km), but their wages are at the first/second world boundary, rather like Bulgaria or Turkey.

5. Countries on the global periphery with very high costs

This cluster consists of the high-cost world that is too poor or peripheral to be in cluster 4. This includes ex-colonies like India, Pakistan, Indonesia, Egypt, and Vietnam, but also the never- or more-or-less-never-colonized Gulf states; these two categories, the Gulf and the rest, must form two distinct flavors, but I lump them together because both seem to have extreme levels of cultural cringe and to associate bringing in European and East Asian consultants with modernity and success. (Meanwhile, parts of Europe, at least in the less self-assured East, bring in Turkish contractors.) The higher-cost Latin American countries, like Brazil and possibly Colombia, belong here too, and may form a distinct flavor. Thailand is on the edge between this cluster and cluster 2, which may befit its liminal colonial status before and during World War 2.

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We’ve been sending feeler messages to people in a number of places. This is far from perfect coverage – so far none of these countries is poorer than Turkey. In general, we’ve had early success in the lower-income range in cluster 1 (Italy, Spain, Korea, Turkey) and in cluster 4. Cluster 3 seems reachable too, especially since Stephen Wickens did much of the legwork for Toronto’s cost growth; we may be able to look at Sydney as well, and Singapore and Auckland seem like it shouldn’t be too difficult to find sources, nor to get people to listen if our conclusion ends up being “your government reforms in the last 15 years are terrible and should be reversed.”

Within the rich world, so far getting sources in Germany and Scandinavia has proved the hardest. I don’t know if it’s random or if it’s the fact that in countries that believe their standards of living are higher than those of the US and UK people are less likely to be forthcoming to someone who writes them in English. I’ve seen a decent amount of written material about rail capital construction projects in Germany, though not about the one I’m most interested in, that is the U5-U55 connection here in Berlin; but the rail advocates I’ve talked to are not quite in metro construction, though I have learned a lot about public transportation issues in Germany from them.

In Scandinavia things are even harder. Costs there seem pretty consistently low. A common explanation is that the rock in both Stockholm and Helsinki is gneiss, which forms a natural arch and makes tunnel boring easy, but a short tunnel in Oslo, the Løren Line, was even cheaper in softer rock. Moreover, the planned Helsinki-Turku high-speed rail is currently budgeted at €2 billion for 94 km of which 10 are in tunnel, so maybe equivalent to 140 km of at-grade line; this is noticeably below French costs, let alone German ones.

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The reasons I’d ideally like to have 20 case studies are that there are a lot of questions about internal differences, and that things that look like clusters from cost data may not actually be similar. There are a lot of questions that doing more cases might explain.

  • South Korea and Japan share many institutional similarities, and many of those are also shared with Taiwan. How come South Korea near-ties for lowest costs in the world, Taiwan near-ties for highest costs in the non-Anglophone first world, and Japan is somewhere in the middle?
  • What explains why different Eastern European countries with similar histories and institutions have such cost divergence?
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  • Why does Japan have high metro construction costs where it builds and low costs of Shinkansen tunneling?
  • Turkey seems similar in costs to Southern Europe, but it does things very differently – for one, it uses lowest-bid contracting. To what extent this is about Turkey’s very high rates of construction recently, and does this generalize elsewhere? Of note, there are extremely high construction rates all over middle-cost China, and also decently high rates in high-cost India, Singapore, and California.
  • The Netherlands is institutionally within the same range of what’s seen elsewhere in Northern Europe, and yet its construction costs are high. Is this just a matter of alluvial soil tunneling? If so, why did HSL Zuid cost so much?
Written by Alon Levy 怎样使用轻蜂加速器上外网 Posted in Construction Costs, 轻蜂加速器使用方法, Transportation

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Our current project timeline includes posting the dataset of urban rail lines and their construction costs in a month. This means looking at various spreadsheets and checking them item by item. Part of it is checking for mistakes, which do unfortunately occur for some items. Sometimes even the sources have mistakes – for example, most sources for the Sinbundang Line in Seoul say it cost 1.169 trillion won (e.g. here, a bit higher in PDF-p. 60 怎样使用轻蜂加速器上外网, and my now-linkrotted original source), but 轻蜂加速器使用方法, which I’m fairly certain is a typo. However, the biggest source of errors in my file is that the majority of lines I included were under construction as of 2018, so cost overruns and schedule slips remain possible. And unfortunately, while a number of projects have significantly higher costs, the US is especially rich in cost overruns.

The case of Los Angeles is the most infuriating. It is not the highest-cost American city, not even close – nothing is within a factor of 2 of dislodging Second Avenue Subway Phase 2 from its throne. However, it’s making a strong bid for the second highest. The third phase of the Purple Line extension in the Westside, connecting Century City (reached in the second phase) with UCLA and the VA Hospital in Westwood, is $3.6 billion for 4.2 km. Costs have been creeping up from what used to start with a 2, and now this is $857 million per kilometer. This is in year-of-expenditure dollars, so in 2024 money it’s more like $800 million per km.

The contrast to what LA looked like in the 2000s is huge. In 2010-11, it looked like the lowest-cost US city; it was still really expensive to tunnel in, but it seemed more like $300-400 million per km. But things keep getting worse. If Canada and Australia and Singapore and Britain today are like the US 10-15 years ago, the US is pulling ahead, eager to be #1 in everything.

Of note, this is an environment with high and stable funding levels. Transit funding in Los Angeles is bonded through 2060. Contracts in Los Angeles are let on a lowest-cost basis; sometimes there’s a technical score, but officials at LA Metro told Eric and me that unless the weight of the technical score is very high, around 70%, then in practice the contract will go to the lowest bidder. Now, it is not true that all low-cost countries have high technical score weights like Spain does; Turkey in particular uses lowest cost, and uses its high construction rates to discipline bidders into behaving, since shoddy work will risk their ability to get future contracts. Nonetheless, in Los Angeles the great extent of construction does not involve any such discipline. Metro prefers dealing with familiar contractors, even if their record is poor.

Americans, as a culture, would rather die than be more like another nation. Taiwan’s last domestic corona infection was on April 12th, the US averages 60,000 such infections a day. The sort of change required to make Americans forget about 2 generations of learned public-sector helplessness is immense, and will not come spontaneously (and no, your chosen revolutionary movement won’t do it – revolutionaries are selected for incompetence).

The upshot is that the share of current senior managers who have anything to contribute to improving public transportation in the US is very low. Not zero, but still very low. The process selects the least imaginative, least technically apt, and least curious people. Whether it’s best practices that do not look outside the Boston-Seattle-San Diego-Miami quadrilateral, or grants that have language that makes it clear foreign knowledge is unwelcome, or hiring practices that exclude immigrants on visas, everything about the process in the US screams it. It’s not a coincidence that the US has the world’s highest construction costs, and when other countries begin to catch up often thanks to adoption of American practices, the US keeps staying ahead.

Written by Alon Levy 13 Comments Posted in Construction Costs, Transportation

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I was recently asked about the issue of incrementalism in infrastructure, with specific reference to Strong Towns and its position against big projects (e.g. here). It’s useful to discuss this right now in context of calls for a big infrastructure-based federal jobs program in the United States. The fundamental question to answer is, what is the point of incremental projects?

The issue is that the legitimate reason to prefer less ambitious projects is money. If a new subway tunnel costs $5 billion, but you only have the ability to secure $1.5 billion, then you should build what you can for $1.5 billion, which may be a tram rather than a subway, or surface improvements to regional rail instead of a new regional rail tunnel, etc.

A secondary legitimate reason is that even if there is more money, sometimes you get better results out of building something less flashy. This is the electronics-before-concrete approach – in a developed country it’s almost always cheaper to invest in signaling, electrification, and platform upgrades than to build new tunnels. This can look incremental if it’s part of a broader program: for example, if there’s already investment in electrification in the region then extending wires is incremental, so that completing electrification on the commuter rail lines in New York, reopening closed suburban branches in Philadelphia with new wires, and even completing electrification in a mostly-wired country like Belgium and the Netherlands would count.

But the example of electrification in a mostly already electrified place showcases the differences between cost-effectiveness and incrementalism. The same investment – electrification – has a certain cost-effectiveness depending on how much train traffic there is. There’s a second-order effect in that the first line to be electrified incurs the extra cost of two train fleets and the last line has a negative cost in no longer needing two fleets, but this isn’t relevant to first order. Nonetheless, electrifying a system where electrification is already familiar is considered incremental, to the point that there were extensions of electrification in suburban New York in the 1980s and there remain semi-active projects to build more, whereas electrifying one that is currently entirely diesel, like Boston, is locally considered like a once-in-a-generation project.

And that is the real problem. American cities are hardly hotbeds of giant flashy construction. They barely are in highways – big highway construction plans are still done but in suburbs and not anywhere where public transit is even remotely relevant. And transit construction plans are always watered down with a lot of reconstruction and maintenance money; most of the money in the Los Angeles sales tax measures that are sold to the urbanist public as transit measures is not about rail construction, which is why with money programmed through 2060 the region is going to only have one full subway line; an extension of the Red Line on South Vermont is scheduled to open in 2067, partly because construction costs are high but mostly because there are maintenance projects ahead in line.

So in reality, there are two real reasons why incrementalism is so popular in the United States when it comes to transportation, neither of which is legitimate. Both are types of incompetence, but they focus on different aspects of it.

The first reason is incompetence through timidity. Building something new, e.g. rail electrification in Boston or in California, requires picking up new knowledge. The political appointees in charge of transit agencies and the sort of people who state legislators listen to do not care to learn new things, especially when the knowledge base for these things is outside their usual social networks. Can Massachusetts as a state electrify its rail network? Yes. Can it do so cheaply? Also yes. But can the governor’s political appointees do so? Absolutely not, they are incurious and even political people who are not beholden to the governor make excuses for why Massachusetts can’t do what Israel and Norway and New Zealand and Austria and Germany do.

In that sense, incrementalism does not mean prudence. It means doing what has been done before, because the political people are familiar with it. It may not work, but it empowers people who already have political clout rather than sidelining them in favor of 腾讯云服务器套餐类型如何选择 - 云+社区 - 腾讯云:腾讯云有着深厚的基础架构,并且有着多年对海量互联网服务的经验,不管是社交、游戏还是其他领域,都有多年的成熟产品来提供产品服务。腾讯在云端完成重要部署,为开发者及企业提供云服务、云数据、云运营等整体一站式服务方案。具体包括云服务器、云存储、云数据库和弹性web引擎等基础 ... from foreign countries who might be too successful.

The second reason is incompetence through lack of accountability. This is specific to an approach that a lot of American urbanists have backed, wrongly: fix-it-first, or in its more formal name state of good repair (SOGR). The urbanist emphasis on SOGR has three causes: first, in the 1980s New York had a critical maintenance backlog and neglected expansion in order to fix it, which led to positive outcomes in the 1990s and 2000s; second, in highways, fix-it-first is a good way to argue against future expansion while hiding one’s anti-car ideology behind a veneer of technical prudence; and third, Strong Towns’ specific use case is very small towns with serious issues of infrastructure maintenance costs and not enough residential or commercial demand to pay for them, which it then generalizes to places where there’s more market demand for growth.

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Incrementalism is fundamentally a method of improving a legitimate institution. The EU needs incremental reform; China needs a democratic revolution. By the same token, in infrastructure, incrementalism should be pushed when, and only when, the status quo with tweaks is superior to the alternatives. (Note that this is not the same as electronics-before-concrete – what Switzerland did with its rail investment in the 1990s was very far-reaching, and had tangible benefits expressed in trip times, timed connections, and train frequency, unlike various American bus redesigns.) Strong Towns does not believe that there’s anything good about the American urban status quo, and yet it, and many urbanists, are so intimidated by things that happened in the 1950s, 60s, and early 70s that they keep pushing status quo and wondering why there is no public transportation outside about eight cities.

Written by Alon Levy 71 Comments 怎样使用轻蜂加速器上外网 Incompetence, Regional Rail, Transportation, 怎样使用轻蜂加速器上外网

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I was asked a few months ago about priorities for street pedestrianization in New York. This issue grew in importance during the peak of the corona lockdown, when New Yorkers believed the incorrect theory of subway contagion and asked for more bike and pedestrian support on the street. But it’s now flared again as Mayor de Blasio announced the cancellation of Summer Streets, a program that cordons off a few streets, such a the roads around Grand Central, for pedestrian and bike traffic. Even though the routes are outdoors, the city is canceling them, citing the virus as the reason even though there is very little outdoor infection.

But more broadly, the question of pedestrianization is not about Summer Streets, which is an annual event that happens once and then for the rest of the year the streets revert to car usage. It’s about something bigger, like the permanent Times Square and Herald Square pedestrianization.

In general, pedestrianization of city centers is a good thing. This can be done light, as when cities take lanes off of roadways to expand bike lanes and sidewalks, or heavy, as when an entire street loses car access and becomes exclusive to pedestrians and bikes. The light approach should ideally be done everywhere, to reduce car traffic and make it viable to bike; cycling in New York is more dangerous than in Paris and Berlin (let alone Amsterdam and Copenhagen) since there are too few separated bike lanes and they are not contiguous and since there is heavy car traffic.

The heavy approach should be used when feasible, but short of banning cars cannot be done everywhere. The main obstacle is that in some places a critical mass of consumers access retail by car, so that pedestrianization means drivers will go elsewhere and the region will suffer; this happened with 1970s-era efforts in smaller American cities like Buffalo, and led to skepticism about the Bloomberg-era Times Square pedestrianization until it was completed and showcased success. Of course, Midtown Manhattan is rich in people who access retail by non-auto modes, but it’s not the only such place.

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Taking all of this together, the best places for pedestrianization are,

  1. City centers and near-center areas. In New York, this is the entirety of Manhattan south of Central Park plus Downtown Brooklyn and Long Island City. There, the car mode share is so low that there is no risk of mass abandonment of destinations that are too hard to reach by car.
  2. Non-residential areas. The reason is that it’s easier to permit truck deliveries at night if there are no neighbors who would object to the noise.
  3. Narrow streets with plenty of commerce. They’re not very useful for drivers anyway, because they get congested easily. If there are deliveries, they can be done in off-hours. Of note, traffic calming on wider streets is still useful for reducing pollution and other ills of mass automobile use, but it’s usually better to use light rather than heavy traffic reduction, that is road diets rather than full pedestrianization.
  4. Streets with easy alternatives for cars, for example if the street spacing is dense. In Manhattan, this means it’s better to pedestrianize streets than avenues.
  5. Streets that are not useful for buses. Pedestrianized city center streets in Europe are almost never transit malls, and the ones I’m familiar with have trams and not buses, e.g. in Nice.

Taking this all together, some useful examples of where to pedestrianize in New York would be,

  1. Most of Lower Manhattan. There are no residents, there is heavy commerce, there is very heavy foot traffic at rush hour, and there are enough alternatives that 24/7 pedestrianization is plausible on many streets and nighttime deliveries are on the rest.
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  3. St. Mark’s. It’s useless for any through-driving; there’s a bus but its ridership is 1,616 per weekday as of 2018, i.e. a rounding error and a prime candidate for elimination in a bus redesign. There’s so much commerce most buildings have two floors of retail, and the sidewalk gets crowded.
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怎样使用轻蜂加速器上外网 Alon Levy 37 Comments Posted in 轻蜂加速器使用方法, New York, Urban Design, Urbanism

Construction Costs in the Arab World

The construction costs of rail infrastructure in the Arab world are globally atypical. We looked at the entire region, because of the common use of the literary Arab language; nearly all of this work is due to a New School student named Anan Maalouf, who’s doing long-term work on urban planning as relevant to Nazareth. Here is a presentation he gave at NYU on the subject last month. Update 7/22: here is an updated version of the presentation.

There are identifiable clusters in the Arab world, which is not surprising – it’s similar to how there is a common Nordic cost (which is low), a common cost to the English-speaking world (which is high), and so on. Of course, these clusters are not perfectly predictable ex ante; in light of the most important global pattern with the coronavirus crisis, I keep stressing that there is no distinct Europe vs. East Asia cluster when it comes to costs, and instead both regions have similar averages and huge internal variations. The Arab world does not form an entire cluster itself, but its clusters are at least somewhat understandable based on internal divisions.

One cluster is the six states of the Gulf Cooperation Council: Kuwait, Saudi Arabia, Qatar, Bahrain, the UAE, and Oman. All are distinguished by high incomes, comparable to those of the developed world, but coming almost exclusively from oil extraction. All also have atypically large numbers of immigrants, who form large majorities of the populations of the UAE and Qatar, and who have few rights and earn very low wages by local standards. One might expect that in such an environment, construction costs should be low, since there is ample cheap labor but also money for imported capital. Instead, these states all have high costs; for example, the Doha metro project costs around $700 million per kilometer, and is not even 100% underground but only 90%.

The explanation, per Anan and an Israeli-British planner named Omer Raz, is that there is no interest in cost control in the Gulf region. The GCC states have money. They are buying prestige and the trappings of modernity; for all of their crowing about the superiority of their traditional values and Islamic law, they crave Western acceptance, in similar vein to Singapore. So they invite first-world consultancies to build their infrastructure to build what Aaron Renn would call “world-class in Doha” (or Dubai, or Riyadh, etc.), as opposed to “world-class Doha,” i.e. domestic production that is good enough that other people are attracted to it. On top of it all, Omer gave an example in which Saudi Arabia was not a reliable partner for these foreign consultancies; Anan, too, notes a plethora of postponements and cancellations of rail lines, sometimes because of changing economic conditions, sometimes because these lines are international and relationships between Saudi Arabia and Qatar deteriorated recently, etc.

Another cluster consists of Egypt and Iraq. Both have high costs, in line with other third-world ex-colonies, like India, Vietnam, Indonesia, and Nigeria. The Cairo Metro extensions are $600-700 million per km; the Baghdad Metro is, in PPP terms, 学习网课太卡?用轻蜂加速器改善网络!- MBA中国网:2021-4-27 · 用轻蜂加速器改善网络! 商业导报网 2021-04-27 浏览量: 2511 本网4月27日讯 现在国内疫情大范围内已经基本控制,各省市也陆续开学,国内的学子伔相继 .... This is not surprising – these countries use first-world consultancies with background in high-wage, strong-currency, cheap-capital economies. Unlike in the other datasets, like mine or Yinan Yao’s, Anan included a crucial piece of information: who the lead contractor or consultant was. It’s often a foreign firm, from a much richer country – in Iraq’s case, it’s Alstom. On the other hand, Egypt is using a domestic contractor, Orascom, and costs there remain high.

Finally and most interestingly, there is the Maghreb. One would expect that Tunisia, Algeria, and Morocco should have high costs, just like the other ex-colonies. However, they do not. Anan pointed out that the Arab world inverts my theory about how ex-colonies have higher costs than never-colonized countries like Iran, Turkey, and China. He adds that these countries have much closer ties with France than other ex-colonies do, whether they used to be French outside Africa (i.e. Vietnam) or other European empires’ (e.g. India, Indonesia, Nigeria). Alstom has had continuous presence in the area for 20 years.

In a sense, France didn’t fully decolonize in the Maghreb and the Sahel. It still views these regions as its near abroad, with a forever war in Mali, currency pegs, and deep economic ties with the higher-functioning countries. One can even see the French way of building urban rail in the Maghreb, for example on the Sfax tramway. This isn’t quite every urban subway – the Algiers Metro is pretty expensive. But the Oran Metro has normal costs, and light rail systems like those of Sfax and Casablanca have reasonable costs, as does the TGV system running as Morocco’s high-speed rail system.

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Written by 怎样使用轻蜂加速器上外网 43 Comments Posted in 怎样使用轻蜂加速器上外网, Transportation

School Transit-Oriented Development

Transit-oriented development, or TOD, means building more stuff in places with good access to public transportation, typically the immediate vicinity of a train station. This way people have more convenient access to transit and are encouraged to take it because they live or work near the train, or ideally both. In practice, American implementations heavily focus on residential TOD, and secondarily on commercial TOD, the latter focusing more on office than retail. I covered some retail issues 轻蜂加速器使用方法; in this post, I’m going to look at a completely different form of TOD, namely public-sector institutions that government at various levels can choose the location of by fiat. These includes schools, government offices, and cultural institutions like museums. Of these, the most important are schools, since a huge share of the population consists of schoolchildren, who need convenient transportation to class.

This principle here is that the state or the city can site public schools where it wants, whether it’s by diktat or by inducements through funding for school construction. This occurs even in situations with a great deal of autonomy: American suburban schools are autocephalous, but still receive state funding for school construction, and if anything that incentivizes moving to new suburban campuses inaccessible by public transit. Other cultural institutes are usually less autonomous and more strapped for cash, and getting them to move to where it’s easier for people to access them without a car should be easier.

School siting: central cities

Urban schools tend to spread all over the city. There are more schools in denser and younger neighborhoods; there also are more high-end schools (Gymnasiums, etc.) in richer neighborhoods. But overall, there isn’t much clustering. For example, here is what I get when Googling both Gymnasiums in Berlin:

There are many Gymnasiums in rich areas like Wilmersdorf and few in poor areas (the map shows one in Neukölln and none in Gesundbrunnen and Wedding, although a few that aren’t shown at this zoom level do exist). But overall, the school locations are not especially rail-oriented. They’re strewn all over the middle-class parts of the city, even though most students do not live close enough to walk. Only the most specialized of the elite schools is in city center, the French school.

The situation in New York is similar to that of Berlin – the schools in the city are all over. This is despite the fact that there’s extensive school choice at the high school level, so that students typically take the subway and bus network over long distances. New York’s school stratification is not the same as Berlin’s – its Specialized High Schools serve the top 3% of city population, Germany’s Gymnasiums serve maybe 30% – but there, too, schools that explicitly aim to draw from all over the city are located all over the city. Only the most elite of New York’s schools, Stuyvesant, is in the central business district, namely in Lower Manhattan; the second and third most elite, Bronx Science and Brooklyn Tech, are just outside Downtown Brooklyn and in the North Bronx, respectively. A huge fraction of Bronx Science’s student population commutes from feeder neighborhoods like Flushing, Sunset Park, Chinatown, Jackson Heights, and the Upper West Side, and has to wake up early in the morning for an hour-long commute.

If schools are not just for very local neighborhood children, then they should not be isotropic, or even middle-class-isotropic as in Berlin. They should be in areas that are easily accessible by the city’s rapid transit network, on the theory that the time of children, too, is valuable, and replacing an hour-long commute with a half-hour one has noticeable benefits to child welfare and educational outcomes.

Urban school nodes

So to improve transit access to school in transit cities, it’s useful to get schools to move to be closer to key nodes on the rail network. City center may be too expensive – the highest and best use of land around Times Square or Pariser Platz is not a school. But there are other useful nodes.

The first class of good locations is central and near-center areas that don’t have huge business demand. In New York, Lower Manhattan and Downtown Brooklyn both qualify – business prefers Midtown. In Berlin, there are a lot of areas in Mitte that don’t have the development intensity of Potsdamer Platz, and to some extent the French school picked such an area, on the margin of Mitte.

The second is key connection points on the rail network that are not in the center. Berlin is rich in such connections thanks to the Ring. To some extent there are a bunch of schools close to Ringbahn stations, but this isn’t perfect, and for example the Europasportspark shown on the map is between two Ringbahn stations, at one of the few arterial roads through the Ring that doesn’t have an S-Bahn station. In New York, there is no ring, so connections are more sporadic; desirable nodes may include Queensborough Plaza, Metropolitan/Lorimer in Williamsburg, and East New York.

East New York supplies an example of the third class: an area that is rich in transit connections but is commercially undesirable because the population is poor. (The Berlin equivalent is Gesundbrunnen – non-German readers would be astounded by the bile Germans I know, even leftists who vote for anti-racist politicians, heap on U8 and on Gesundbrunnen and Neukölln.) Since everyone goes to school, even working-class children, it is valuable to site schools and other cultural amenities in such areas for easy accessibility.

One important caveat is that freeways, which make office and retail more attractive, have the opposite effect on schools. Air pollution makes learning more difficult, and children do not own cars and thus do not benefit from the convenience offered by the car. If rail lines are near freeways, then schools should be set somewhat away, on the principle that the extra 5-minute walk is worth the gain in health from not sitting hours in a polluted environment.

The suburbs

Outside the cities, the place for schools is the same as that for local retail and offices: the town center, with a regional rail station offering frequent access by train and timed connections by bus. Even when the student population is local, as it is in American suburbs, the density is too low for people to walk, forcing some kind of mechanized transportation. For this, the school bus is a poor option – it is capital-intensive, requiring what is in effect a second bus system, one that is as useless for non-students as the regular buses are for students if the school is far away from the local transit network.

Instead, a central school location means that the suburban bus network, oriented around city center, is useful for students. It increases transportation efficiency rather than decreasing it – there is no duplication of service, and the school peaks don’t usually coincide with other travel peaks, like the office worker peak and the retail worker peak. The bus network, designed around a 15- or 30-minute clockface schedule, also means that students can stay in longer, if they have on-campus club activity or if they have things to do in the town center, such as going shopping.

In some distant suburbs the school peak, arriving around 8 in the morning, may be the same as the peak for office workers who take the bus to the train to go to the central city. This isn’t necessarily a bad thing – for parents who insist on driving, this makes it easier to drop off children on the way to work. If this turns out to create real congestion on the bus, then the solution is to move school start time later, to 9 or so.

It’s crucial to use state power to effect this change when possible. For example, Massachusetts funds school construction through state funds but not renovation, which has encouraged schools to move to new campuses, generally in harder-to-reach areas. Fitchburg’s high school used to be in city center but recently moved to a suburban location close to nothing. Even in environments with a lot of local autonomy, the state should fund school construction in more central areas.

Written by Alon Levy 47 Comments 怎样使用轻蜂加速器上外网 Urbanism, New York, 轻蜂加速器破解版, Development, Germany

Density and Subway Stop Spacing

Normally, the best interstation distance between subway or bus stops does not depend on population density. To resurrect past models, higher overall density means that there are more people near a potential transit stop, but also that there are more people on the train going through it, so overall it doesn’t influence the decision of whether the stop should be included or deleted. Relative density matters, i.e. there should be more stops in areas that along a line have higher density, for example city centers with high commercial density, but absolute density does not. However, there is one exception to the rule that absolute density does not matter, coming from line spacing and transfer placement. This can potentially help explain why Paris has such tight stop spacing on the Métro and why New York has such tight stop spacing on the local subway lines.

Stop spacing and line spacing

The spacing between transit stops interacts with that between transit lines. The reason is that public transportation works as a combined network, which requires every intersection between two lines to have a transfer. This isn’t always achieved in practice, though Paris has just one missed connection on the Métro (not the RER), M5/M14 near Bastille; New York has dozens, possibly as many as all other cities combined, but the lines built before 1930 only have one or two, the 3/L in East New York and maybe the 1/4-5 around South Ferry.

The upshot is that the optimal stop spacing depends on the line spacing. If the line spacing is tight – say this is Midtown Manhattan and there is a subway line underneath Lex/Park, Broadway, 6th, 7th, and 8th – then crossing lines have to have tight stop spacing in order to connect to all of these parallel lines. In the other direction, there were important streetcars on so many important cross-streets that it was desirable to intersect most or ideally all of them with transfers. With so many streetcar lines extending well past Midtown, it is not too surprising that there had to be frequent subway stops.

So why would denser cities have tighter line spacing?

Line spacing and density

The intuitive relationship between line spacing and density is that denser cities need more capacity, which requires them to build more rail lines.

To see this a bit more formally, think of an idealized city on a grid. Let’s say blocks are 100*100 meters, and the planners can figure out the target density in advance when designing the subway network. If the city is very compact, then the subway could even be a grid, at least locally. But now if we expect a low-density city, say 16 houses per block, then the subway grid spacing should be wide, since there isn’t going to be much traffic justifying many lines. As the city densifies, more subway is justifiable: go up to missing middle, which is around 30-40 apartments per block; then to the Old North of Tel Aviv, which would be around 80; then to a mid-rise euroblock, which is maybe 30-40 per floor and 150-200 per block; then finally a high-rise with maybe 500-1,000 apartments.

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Even if the first subway lines are not planned with big systems in mind, which New York’s wasn’t, the idea of connections to streetcar lines was historically important. A stop every 10 blocks, or 800 meters, was not considered on the local lines in New York early on; however, stops could be every 5 blocks or every 7, depending on the spacing of the major crosstown streets.

Dense blobs and linear density

Line spacing is important to stop spacing not on parallel lines, but crossing lines. If a bunch of lines go north-south close to one another, this by itself says little about the optimal spacing on north-south lines, but enforces tight spacing on east-west lines.

This means that high density encourages tight stop spacing when it is continuous in a two-dimensional area and not just a line. If large tracts of the city are very dense, then this provides justification for building a grid of subway, since the crosstown direction is likely to fill as well; in New York, 125th Street is a good candidate for continuing Second Avenue Subway Phase 2 as a crosstown line for this reason.

In contrast, if dense development follows a linear corridor, then there isn’t much justification for intense crosstown service. If there’s just one radial line, then the issue of line spacing is moot. Even if there are two closely parallel radial lines in the same area, a relatively linear development pattern means there’s no need for crosstown subways, since the two lines are within walking distance of each other. The radial urban and suburban rail networks of Tokyo and Seoul do not have narrow interstations, nor do they have much crosstown suburb-to-suburb service: density is high but follows linear corridors along rapid transit. Dense development in a finger plan does not justify much crosstown service, because there are big low-density gaps, and suburb-to-suburb traffic is usually served efficiently by trips on radial lines with a transfer in city center.

Written by Alon Levy 29 Comments Posted in Good Transit, New York, Transportation, Urban Design, Urban Transit, Urbanism

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The Modernizing Rail (Un)Conference happened last Sunday. We’re still gathering all the materials, but here are video uploads, including the keynote by Michael Schabas.

We will also have slides as given by presenters who used them. But for now, here are the slides used by the keynote. You may notice that the recording does not begin on the first slide; we missed Schabas’s introduction and some remarks on his background, detailing his 40 years of experience designing public transit systems in a number of countries, mainly Britain and Canada but also elsewhere in the developed world.

My session on construction costs was slide-free (and was not recorded), since I mostly just showed people around our under-construction cost dataset and answered a lot of questions. Some of those questions were annoying, by which I mean they questioned my thinking or brought up a point I haven’t considered before. I am not talking too much about it partly because I was mostly (mostly) repeating things I’ve said here, and the full database should be out later this summer, with all the mistakes I’ve made in currency conversion rates and in not updating for cost overruns fixed.

After my breakout, I was uncertain between which of two sessions to attend – one on HSR-legacy rail compatibility by María Álvarez, and one on equity issues in rail planning, by Grecia White and Ben She. I ended up going to the latter, which featured interesting discussions of inclusion of low-income people and minorities, both as riders (that is, serving people who are not middle-class whites better on regional rail) and as workers (that is, diversifying planning and engineering departments).

It went well in that there was no monopolization of discussion by people who have more a comment than a question, or any open racism or sexism; but it was somewhat frustrating in that while there was a lot of productive discussion of racial equality in rail planning, there was very little of gender equality even though we did intend to talk about both; Grecia was specifically interested in discussing these, for example women’s perceptions of public safety. This is in line with conference demographics – the organizing team and the breakout presenters were each one-third people of color, in line with US demographics; but the organizing team had 2/18 active women and the presenters 3/15. TransitMatters is similar in that regard – racial diversity is comparable to that of the Boston region, and the proportion of regulars who are queer is enormous, but there are very few women.

Finally, I hosted a session on how to set up a transport association, a.k.a. Verkehrsverbund. Christof Spieler did the most talking, and German attendees explained a lot about the difference between a transport association and agency amalgamation. But for the most part that session felt like an ersatz conclusion to the entire conference; it technically lasted an hour, but once the hour had lapsed, people from other sessions came to the room and the conversation continued naturally, talking a bit about different transit planning issues in Germany and a bit about applicability to rail reform in the Northeastern US.

怎样使用轻蜂加速器上外网 Alon Levy 1 Comment Posted in 轻蜂加速器使用方法, High-Speed Rail, Personal/Admin, Politics and Society, Regional Rail, Transportation

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The Deutschlandtakt plans are out now. They cover investment through 2040, but even beforehand, there’s a plan for something like a national integrated timetable by 2030, with trains connecting the major cities every 30 minutes rather than hourly. But there are still oddities that are worth discussing, especially in the context of what Germans think trains are capable of and what is achieved elsewhere.

The key is the new investment plans. The longer-term plans aren’t too different from what I’ve called for. But somehow the speeds are lower. Specifically, Hamburg-Hanover is planned to be a combination of legacy rail (“ABS”) and newly-built high-speed rail (“NBS”), dubbed the Alpha-E project, with trains connecting the two cities in 63 minutes.

The point of an integrated takt timetable is that trains should connect major nodes (“knots”) in just less than an integer number of half-hours for hourly service, or quarter-hours for half-hourly service. Trains connect Zurich and Basel in 53 minutes and each of these two cities with Bern in 56 minutes, so that passengers can change trains on the hour and have short connections to onward destinations like Biel, St. Gallen, and Lausanne. To that effect, Switzerland spent a lot of money on tunnels toward Bern, to cut the trip time from somewhat more than an hour to just less than an hour. So the benefits of cutting trip times from 63 minutes to just less than an hour are considerable.

What’s more, it is not hard to do Hamburg-Hanover in less than an hour. Right now the railway is 181 km long, but the planned Alpha-E route is shorter – an alignment via the A 7 Autobahn would be around 145 km long. The Tokaido Shinkansen’s Hikari and Nozomi trains run nonstop between Nagoya and Kyoto, a distance of 134 km, in 34 minutes. Kodama trains make two additional stops, with long dwell times as there are timed overtakes there, and take 51 minutes. Shinkansen trains have better performance characteristics than ICE trains, but the difference in the 270-300 km/h range is around 25 seconds per stop, and the Tokaido Shinkansen is limited to 270 km/h whereas an Alpha-E NBS would do 300. So doing Hamburg-Hanover in less than 40 minutes is eminently possible.

Of course, major cities have slow approaches sometime… but Hamburg is not a bigger city than Kyoto or Nagoya. It’s about comparable in size to Kyoto, both city proper and metro area, and much smaller than Nagoya. Hanover is a lot smaller, comparable to cities served by Hikari but not Nozomi, like Shizuoka and Hamamatsu. Hamburg-Hanover has 12 km between Hamburg and Harburg where trains would be restricted to 140 km/h, and around 6 in Hanover where trains would be restricted to 130 km/h; in between they’d go full speed, which at the performance characteristics of the next-generation Velaro would be a little more than 35 minutes without schedule padding and maybe 38 minutes with. This fits well into a 45-minute slot in the takt, permitting both Hanover and Hamburg to act as knots.

Moreover, if for some reason a full NBS is not desirable – for example, if NIMBY lawsuits keep delaying the project – then it’s possible to built a partial NBS to fit into an hourly time slot, trains taking around 53 minutes. The cost per minute saved in this context is fairly consistent, as this is a flat area and the legacy line is of similar quality throughout the route; if for some reason the cost per minute saved is too high, e.g. if nuisance lawsuits raise construction costs above what they should be on such a route, which is around 15-20 million euros per kilometer, then going down only to 53 minutes is fine as it makes the hourly takt work well.

And yet, it’s not done. The biggest cities are not planned to have regular half-hourly knots, because there’s too much traffic there. But Hanover is in fact a perfect place for a knot, with trains going east to Berlin, west to the Rhine-Ruhr, north to Hamburg, and south to Frankfurt and the cities of Bavaria. Hamburg is at the northern margin of the country, with trains going mostly south to Hanover, but having some timed connection with trains continuing north to Kiel and eventually Copenhagen is not a bad idea.

For some reason, German rail activists, including presumably the ones who pushed the Deutschlandtakt from the bottom up while the ministry of transport was run by pro-car conservatives, are just too conservative about the capabilities of trains. I’ve seen one of the D-Takt groups, I forget which one, criticize plans to build an NBS between Hanover and Bielefeld, a segment on which the existing line is fairly slow, on the grounds that it could never fit into a knot system. It is not possible to do the roughly 100 km between Hanover and Bielefeld (actually closer to 95 km) in less than half an hour to fit a knot, they say – average speeds higher than 200 km/h are only found on very long nonstop stretches of high-speed rail, as in France, they insist. Shinkansen trains achieve such speeds over such segments every day, and even with the slightly lower performance characteristics of the next-generation Velaro, Hanover-Bielefeld in 24 technical minutes and 26 minutes with 7% pad (and the Shinkansen only has 4% pad) is feasible.

I genuinely don’t know why there is such conservatism among German rail planners and advocates. It could be that Europeans don’t like learning from Asia, just as Americans don’t like learning from Europe. There are examples of faster trains than in Germany within Europe, but maybe German advocates discount French and Spanish examples because of genuine problems with French and Spanish rail operations, leading them to also make excuses like “the trains run nonstop for 500 km and that’s why they’re fast” to avoid adopting the things where France and Spain are genuinely superior to Germany.

Nothing about the integrated timed transfer schedule idea impedes high speeds. On the contrary, in some cases, like Hanover-Hamburg but also the planned Frankfurt-Stuttgart line (already in place south of Mannheim), high speeds are necessary to make the desired knots. Moreover, where distances between cities are long compared with desired frequency, as on Berlin-Hanover, it’s possible to build 300 km/h lines and cut entire half hours or even full hours from trip times. Germany could innovate in this and build such a network for an amount of money well within the limits of the corona recovery package, which includes €50 billion for climate mitigation.

But either way, Germany is about to make mistakes of underinvestment because it’s not quite willing to see where the frontier of rail transport technology is. This is not the American amateur hour, it’s not the sort of situation where I can spend a few hours with maps and come up with better timetables myself, but even so, the plans here are far too timid for Germany’s medium- and long-term transportation needs.

The D-Takt is a step forward, don’t get me wrong. None of the investments I’m seeing is bad. But it’s a small, hesitant step forward rather than a firm, bold walk toward direction of intercity rail modernization. A country that expects intercity rail ridership to double, putting Germany’s per capita intercity rail ridership in the vicinity of Japan’s, should have something similar to the Shinkansen network, with a connected network of NBS links between the major cities averaging 200-250 km/h and not 120-160 km/h.

Written by Alon Levy 49 Comments Posted in Germany, Good Transit, High-Speed Rail, Incompetence, Transportation

The French Way of Building Rapid Transit

It’s been a while since I last wrote this series, where I covered the American, Soviet, and British traditions of building urban rail. I’d like to return by focusing attention on the French tradition, which has been influential not just within France itself but also to some extent former French colonies, especially Quebec.

An issue I hope to return to soon is the extent to which France has not truly decolonized; former French colonies in Africa, especially the Maghreb, rely on French technical expertise for construction, and often outsource their monetary policy (as with the CFA franc, but Morocco too has a peg to a dollar and euro mix). This matters, because this means the French way of building urban transit is influential in former French colonies in Africa, whereas the British tradition’s impact on India, Nigeria, and so on is limited.

The history of Paris

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The Paris Métro opened in 1900, as the world’s fifth metro system. Already then, it had a critical feature that the previous four (London, Budapest, Chicago, Glasgow) lacked: it was a centrally planned multi-line system. The city planned a coordinated system of what would become Lines 1-6, in the shape of a # in a circle: Lines 1 and 3 would run east-west, Lines 4 and 5 would run north-south, and Line 2, eventually split into Lines 2 and 6, would run the trace of the wall that delineated the city’s pre-1860 boundary.

The Métro was a municipal effort run by the municipal CMP, designed around the city’s needs, which included not just good transportation but also separation from the working-class suburbs. Whereas the London Underground was mostly technologically compatible with the mainline system, the Métro was deliberately designed not to be, to protect the urban middle class from transport integration with the suburban poor. This led to the following features:

  • The trains are extremely narrow, 2.4-2.44 meters wide, compared with about 2.9 m on the mainline; the deep Tube trains in London, held to have the narrowest loading gauge on a standard-gauge railway, are 2.68 m wide.
  • The interstation distance is very short, 562 meters on average. Paris is compact and dense and the short interstations are only a real problem in the suburbs.
  • The trains run on the right, like French road traffic, whereas French trains run on the left.
  • No legacy lines were incorporated into the system, unlike in New York and London, and thus the shape of the network looks much more like how one would design a metro network from scratch and less like how old West London branches or Brooklyn excursion lines looked.

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That said, the missed connection between Lines 5 and 14 is the only one in the system, though two more are under construction on Line 14 extensions. Only one among the major metro systems of the world runs entirely without missed connections, the Mexico City Metro, which has unusually low line density in the core and unusually many tangential lines.

The suburbs and the RER

The Métro’s deliberate exclusion of the suburbs made sense from the point of view of a middle-class Parisian in 1900 who was mortally afraid of the working class. But by the 1930s, it was leading to serious design constraints. Further Métro extensions both densified the network and extended it outward, and in the 1930s, lines began to extend past city limits, to such suburbs as Lilas, Issy, Neuilly, and Montreuil. The short interstations made longer extensions infeasible, and some solution involving regional rail was needed.

In 1938, CMP bought and electrified the Ligne de Sceaux, which alone among the Paris commuter lines had reached close to city center, terminating at Jardin du Luxembourg rather than at the farther away rail stations, which are located at or just inside the M2/M6 ring. Then after the war, as suburbanization intensified and commuter traffic at Gare Saint-Lazare grew increasingly congested, CMP’s successor RATP collaborated with SNCF on connecting regional rail branches to form an express system, that is the RER; the Ligne de Sceaux became the southern half of the RER B, while a similar branch going east paired with one of the Saint-Lazare lines to form the RER A. Through-service opened in 1977, roughly at the same time as the German S-Bahn through-tunnels, but the system grew much larger as Paris was and remains far larger than any German city.

But it is not exactly correct to view the RER as identical to a German S-Bahn, or to one of the RER’s inspirations, the Tokyo through-running system. A number of features characterize it, some shared with other urban regional rail systems, some not:

  • There are multiple trunk lines through the city, which form something like a coherent network among themselves, and do not share rolling stock. The biggest warts are that the RER B and D share tracks (but no platforms) on one interstation, and that the RER C mostly stays on the Left Bank, legacy of when planning in Paris conceived of the area around Saint-Michel as a central area to be served, where in reality it is decidedly secondary to the CBD stretching from Les Halles to Champs-Elysées.
  • It runs largely, though not entirely, on separate tracks from non-RER lines.
  • It is locally viewed as deficient to Métro service – researchers who use the RER B to get to IHES think of it as lower-quality, lower-class service than the Métro in the city and its immediate suburbs. I suspect that this is why Grand Paris Express is designed around Métro standards rather than as intensification of RER service, while RER expansion has fallen to the wayside.
  • RER-Métro integration is imperfect: the fares are integrated but there are still barriers between RER and Métro platforms, and there are many missed RER-Métro connections, whereas in Berlin the S-Bahn and U-Bahn have only one missed connection between them.
  • The interstation is around 2-3 km, but it’s actually slightly longer on the new urban tunnels build for the RER A, B, D, and E than on the legacy lines in the inner suburbs; 药物脱蜂装置 湖北天马养蜂场:2021-9-4 · 药物脱蜂方法是利用蜜蜂忌避剂来驱赶蜜蜂,使之离开蜜继箱。目前,用于脱蜂的药品有石炭酸、丙酸酐、苯醛和丁酸酐等四种,使用时都必须与相应的器具配合,才能使脱蜂工作顺利、安全、快速地进行。药物脱蜂在国外采用较多。⒈石炭酸脱蜂装置, but in Berlin and Tokyo it is completely absent.

Exporting Parisian ideas

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  • Rubber-tired metros. This technology was in vogue in postwar Paris, which converted Lines 1, 4, and 11 to it figuring this was just better than steel wheels, and also Line 6, figuring that an elevated line would benefit from a quieter propulsion system.
  • Non-radial network design. London and the systems inspired by it, including all Eastern bloc systems, have radial design, with nearly all lines entering a relatively small city center. Paris expanded its #-in-a-circle system to a combination of a radial network and a grid, with a large number of pairs of parallel lines. Mexico City, the largest system inspired by Paris, is rich in tangential lines but has only three lines serving city center, which are by far the three busiest.
  • Short interstations, though this is truer domestically than in Montreal and Mexico City.
  • Driverless operations. This technology became popular in the 1980s, starting with the Lille Metro, and France has used it on new lines in Paris (M14) and elsewhere (Lyon Line D, both lines in Toulouse), also innovating in converting manual lines to automatic on Paris M1 and now M4. While the Parisian lines are full-size metro lines, the other ones are light metro running shorter vehicles, often with extensive elevated service.
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  • Light rail. France’s modern light rail systems do not originate in Paris – Nantes opened its system in 1985, suburban Paris only in 1992 – but Paris has a notable feature that isn’t common elsewhere in Western Europe: it is a mixed system with some Métro lines and some tram lines filling in the gaps. This mixed system is also present in Lyon, Marseille, and Toulouse, whereas Bordeaux, Strasbourg, and Nice have entirely tram-centric systems. But in no case is there any subway-surface running as in the United States or Germany: lines are either clearly trams or clearly metros, rather than mixtures, and it is the system that is mixed, not the individual line.

Has France decolonized?

Like Britain, France did not take its geopolitical disempowerment at the end of World War Two easily. Both countries have maintained superpower pretensions, decolonizing but trying to treat their former colonies as their spheres of influence as much as possible. In Britain, this relationship broke down – the ex-colonies were being too loud in the Commonwealth, leading the country to seek to join the EU instead. In France, this relationship remains in Africa, and notable not in Southeast Asia, where Vietnam is buildings its urban rail networks with Chinese and Japanese financing.

But France is not just providing financing to infrastructure projects in its former (or current?) African colonies. It has a permanent presence. In researching Arab rail infrastructure, Anan Maalouf has noted that Alstom has had a subsidiary operating in Algeria since 2002, which does not exist elsewhere in the Arab world. This way, French firms maintain close knowledge of the situation in the Maghreb, where incomes and productivity levels are much lower than in France, so that different methods are optimal from those common in rich countries.

Nonetheless, what they build remains noticeably French. For example, the Sfax tramway does not look too different from what Bordeaux or Nice has. The Tunis Métro looks rather like a French tramway system too, despite the name; of note, even though the Tunis Métro branches, and has some underground segments, those segments are not on line trunks and thus the system does not form a subway-surface or Stadtbahn network.

I haven’t gone too much into intercity rail, but it is worth mentioning that Morocco has a high-speed rail system, built with French technical assistance and running TGV equipment.

怎样使用轻蜂加速器上外网

怎样使用轻蜂加速器上外网

The Paris system works. It is not perfect, and in particular the integration between the Métro and the RER could be better; at least one tram line should be a full metro line (a completed T3 ring), and suburban extensions should generally use the RER, with more investment in RER capacity within the city as well. That said, public transport usage is higher in Paris than in its closest comparison, that is London; Paris’s system is also superior in both overall usage and future prospects to that of another megacity in Europe, Moscow. Only Istanbul could potentially do better in the future, in the context of extremely low construction costs.

That said, Paris is a giant that casts a long shadow, which doesn’t always work well for secondary cities. Lyon, Marseille, Toulouse, and the other secondary French cities aren’t too different in modal split from similar-size British cities, and are behind Vancouver, a North American city with extensive postwar growth. German cities in the Lyon size class do a lot better. See for example data here and here.

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The issue is that Paris does not need to think in terms of repeating schedules, because it is so big that the RER trunks run every 5 minutes off-peak. It thinks of the RER as mostly separate trunk lines with dedicated fleets, because the primary problem is train capacity through city center. In Lyon, let alone smaller cities, this is not the main issue. There do exist a handful of individual lines running an off-peak takt elsewhere in France, but integration with urban rail remains imperfect and a comparison with Vienna, Copenhagen, Zurich, Stuttgart, and Hamburg would not be favorable. It matters that, like Britain, France has such a dominant capital that it doesn’t know how to scale down to provide rail service in a metropolitan area where if the transfers aren’t perfectly timed, people won’t ride.

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