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Jumat, 10 Januari 2014

Data Collection in the Moscow Metro

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03.41

by Gulnaz Aksenova and Artur Shakhbazyan

In the words of John Holland, "the city is a pattern in time." Yet actions within its boundaries leave traces. Whether crossing the street, making a phone call or entering the subway, our traces are retained in the city's memory.


Arbatskaya Station, Moscow Metro. Source: Insight Guides

As the world becomes more digitized, so have our traces, joining the massive aggregate known as big data. This information is updated daily by sensors tracking social media, traffic flows, retail transactions, mobile phones, GPS signals and many other sources. A virtually limitless trove of quantitative measures, it has the potential to add new dimensions to our understanding of human experience in urban environments. But the positive and negative aspects of this potential defy measurement.


Visualization of human symptoms of stress on the Sokolnicheskaya Line of the Moscow Metro. Relative stress levels range from dark red (lowest) to light yellow (highest).

The Moscow Metro is full of urban traces. An estimated 70 percent of Muscovites, representing almost all social strata, use the Metro on a regular basis. This is inevitably tied to interaction with technology, both directly (validating tickets, riding escalators, using emergency call stands) and indirectly (being recorded by CCTV). The Metro's underground passages have become urban laboratories for collecting and analyzing data.


Crowded platform in the Park Kultury Station. Source: RIA Novosti

Macro data are among the oldest and most widely used sources, offering a snapshot of the past that can be used to forecast general trends. We know how many passengers used the Metro in the past few years and can thus predict the approximate number for the current year. What we do not know, at least from publicly available statistics, is how busy each station or train is at a given time, which is more intriguing.

Social media provides user-generated data from digital telecommunications and the Internet. Today, anyone can add to big data via cell phones and computers, sharing their thoughts or simply their locations. Digital networks collect information as people update their statuses and chat with friends, contributing to global databases that archive this activity.


Regularity of Foursquare check-ins in the Moscow Metro.

The Foursquare social network allows users to show where they are by "checking in" online. They can also rate places and leave tips for others based on their experience. These data show, for example, that stations in Moscow's outlying residential districts have surprisingly higher rates of check-in per user than those in the city center.

Biological data can tell us about human-environment interactions at local and global scales. Recent studies have addressed outdoor settings and their influence on experience. Yet there is relatively little research on the impacts of indoor transitive spaces, like subway stations.


Human ecological data from the Sokolnicheskaya Line (click for an enlarged image).

Earlier this year, as students at the Strelka Institute, we built a wearable data-collection tool to gather information on human-environment interactions in the Moscow Metro. The device measures galvanic skin response, body temperature, air temperature, humidity, noise levels and light intensity. This helped us identify where people experience stress or excitement, shedding light on contextual factors that influence their experience.

Embedded technologies are capable of recording, correlating and even anticipating human behavior. They can inform urban governance and play important roles in safeguarding health conditions, reducing criminal activity, improving transit efficiency, and other public services. At the same time, they can threaten privacy and facilitate the abuse of power.


Speculative forms of data collection and use in subway stations.

Data collection is becoming part of everyday life for Muscovites and visitors who use the Metro. Each person, train and station holds insight into solving urban problems. However, it is essential to remember that people decide how to apply data. These decisions must be transparent and democratic, with careful attention to potential errors and misuse.

Gulnaz Aksenova and Artur Shakhbazyan are 2013 graduates of the Strelka Institute in Moscow. Gulnaz is now a doctoral student at the École de technologie supérieure in Montreal, and Artur is a project director at the Moscow Department of Transportation.

Credits: All images are by Gulnaz Aksenova and Artur Shakhbazyan unless otherwise noted.

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Jumat, 12 Juli 2013

Moscow’s Protected Landscapes

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10.35

by Svetlana Samsonova

My home town, Moscow, has earned its reputation for abandoned industrial zones, flashy business districts and traffic jams. Visitors are often surprised to discover that it is also a green city.


High-rise buildings near the Khimka River in Moscow.

As Peter Sigrist mentioned in his series on public green space in Moscow, there are 96 parks and 100 square kilometers of forest within the city's borders. He describes some of these territories and considers how political processes influenced them over time. Some are now protected based on their acknowledged ecological or cultural value. Having recently completed a research project on protected areas, I'd like to add a series of posts on their current state and future prospects. This is the first, offering a brief historical overview.

Moscow's protected areas: 1. Tushino Park, 2. Izmaylovo Park, 3. Tsaritsyno Park, 4. Pokrovskoe-Stresnevo Park, 5. Sparrow Hills Park, 6. Setun River Valley Wildlife Preserve, 7. Teply Stan Park, 8. Moskvoretsky Park, 9. Ostankino Park, 10. Petrovsko-Razumovsky Park, 11. Skhodnya River Valley in Kurkino, 12. Kuzminki-Lyublino Park, 13. Kosino Park, 14. Skhodnya River Valley in Molzhaninovo, 15. Troparevo Park, 16. Sokolniki Park, 17. Zelenogradsky Park, 18. Bitsa Park, 19. Losiny Ostrov Park, 20. Degunino Park.

Precursors of today's protected areas have existed since the 16th century, when some territories were placed under special protection by the royal family and nobility as hunting grounds and private estates. These landscapes usually included not only houses and outbuildings, but gardens, farmland, meadows and woods.


A Russian estate in the painting "Grandmother's Garden" (1878) by Vasily Dmitriyevich Polenov. Source: Tretyakov Gallery

Losiny Ostrov (Moose Island) and Izmaylovo Park were strictly guarded hunting grounds for Grand Princes and Tsars. Other protected areas have estates or country houses within their borders.

Historic estates in protected areas: 1. Brattsevo (16th century), 2. Tsaritsyno (16th century), 3. Pokrovskoe-Stresnevo (17th century), 4. Vorobyovo (15th century), 5. Vasilevskoye, also known as Mamonova Dacha (18th century), 6. Troyekurovo, (17th century), 7. Troitse-Golenischevo (17th century), 8. Spasskoye-na-Setuni (17th century), 9. Kuntsevo (17th century), 10. Ostankino (16th century), 11. Petrovsko-Razumovsky (18th century), 12. Vlakhernskoye-Kuzminki (18th century), 13. Lyublino (18th century), 14. Kosino (17th century), 15. Uzkoye (18th century), 16. Znamenskoye-Sadki (18th century), 17. Yasenevo (18th century).

Due to limits on development, these territories have remained relatively unchanged since the 16th century. They are thus increasingly rare and valuable in today's rapidly growing metropolis.


A picturesque ravine in Tsaritsyno Park. Source: Sergey Vershinin

The first Russian Forest Act was adopted in 1804, when Emperor Alexander I issued a statute "On the Improved Protection of Forests and the Establishment of Forest Management in Moscow." Losiny Ostrov became the first official protected area in Russia.


Urban moose in Losiny Ostrov Park. Source: Lintas Tour

The modern history of Moscow's protected areas is based largely on the 1935 General Plan, which established a greenbelt 10-15 kilometers wide around the city limits. It included forests, meadows, fields, farms, gardens and towns, with a total population less than 270,000. The plan also included a ring of parks around the city center: Sparrow Hills, Fili, Serebryany Bor, Izmaylovo, Timiryazevo, Pokrovskoe-Stresnevo, Ostankino and Sokolniki. Today these parks are all protected. Wedges of greenery were to connect them to the greenbelt, creating comfortable microclimates and improving public health. Between 1940 and 1980, construction of factories, residential areas and roads significantly reduced the amount of green space in and around Moscow.

In the late 1980s, there were mass protests to protect green areas against increasing construction and neglect. The main problem areas were Losiny Ostrov Park, Bitsa Park, Teply Stan Park, Brateevskaya floodplain, Kosino Park, Tushino Park and several river valleys. Such environmental protest movements had never happened before in Moscow, and successfully captured the attention of public officials. In 1989, the Ninth Congress of People's Deputies focused on urban environmental problems. They released a report on environmental degradation, calling for action to preserve urban green space. Goals for the use of Moscow parks changed dramatically: urban development and environmental protection were given equal status.



Growth of protected areas in Moscow between 1973 and 2020.

The Moscow Soviet of People's Deputies (Mossovet) decided to set up a system of protected areas, and the second (Bitsa Park) appeared in 1992. Since then, the network has increased substantially. In 2004, the municipal government approved a plan for the "Development and Management of Protected Areas in Moscow" with a list of existing and planned sites up to the year 2025.

There are now 20 protected areas in Moscow, which comprised 14.4 percent of the city's 154-square-kilometer area before the 2012 expansion. Can these territories survive in a densely populated megacity? In upcoming posts, I'll focus on the mysteries of these territories, with detailed information on specific sites.

Sveta Samsonova is a junior research fellow in the geography department at Moscow State University and former president of the European Geography Association for Students and Young Geographers.

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