Share to: share facebook share twitter share wa share telegram print page

Domain Awareness System

Photograph of camera housing
An NYPD owned CCTV Argus Camera in Madison Square Garden.[1]

The Domain Awareness System is the largest digital surveillance system in the world[2] as part of the Lower Manhattan Security Initiative in partnership between the New York Police Department and Microsoft to monitor New York City.[3] It allows the NYPD to track surveillance targets and gain detailed information about them, and is overseen by the counterterrorism bureau.[4]

The system is connected to 18,000 CCTV video cameras around New York City.[5] It also has access to data from at least 2 billion license plate readings, 100 million summonses, 54 million 911 calls, 15 million complaints, 12 million detective reports, 11 million arrests, and 2 million warrants.[6] The data from the CCTV cameras is kept for 30 days,[6] the LPR readings for at least 5 years.[7] Text records are searchable.[6]

The initial cost of development was funded by $350 million in Federal Homeland Security grants.[6] The software component of the system is also licensed out to other cities with New York City getting 30% of the profits.[8]

This system is highlighted in a May 2013 episode of PBS' Nova on tracking the Boston Marathon bombers Tamerlan and Dzhokhar Tsarnaev.[9]

History

NYPD vehicle with tablet computer visible
NYPD vehicle with tablet computer installed.
image of doors leading into 55 broadway, lobby visible through glass doors
55 Broadway, home of Lower Manhattan Security Coordination Center (LMSCC) which is the hub of the Domain Awareness System

According to internal NYPD documents, prior to 2002 the Department's information technology capabilities were managed by police officers as opposed to IT professionals.[10] After his appointment in 2002, Commissioner Raymond Kelly placed software professional James Onalfo in charge of the NYPD's Office of Information Technology in 2003, beginning a period of widespread modernization.[11]

The NYPD's digital overhaul led to the launch of a data warehouse known as the Real Time Crime Center in 2005, and in 2008 the development of a network of security cameras and automated license plate readers which comprise the Lower Manhattan Security Initiative.

After a terrorist car bombing attempt in Times Square in 2010, city officials increased efforts to expand the prototype surveillance system from Lower Manhattan into other areas of the city.[12] In August 2012, the NYPD in partnership with Microsoft announced the launch of a Domain Awareness System that would cover all of the five boroughs.[13] Although the system was framed as a counter-terrorism measure, it was acknowledged at the time that any data collected could be used for law enforcement purposes.[13]

In 2014, after the City of New York received $447 million in forfeitures from French bank BNP Paribas, a sum of $160 million was allocated to the NYPD Mobility Initiative in which handheld devices were distributed to officers and ruggedized tablets installed into police vehicles.[14] With these devices, officers were able to access a mobile version of the DAS from anywhere in the city.

Capabilities

multiple electronic devices mounted on lightpole by the Manhattan Bridge
Fixed sensors at the Manhattan end of the Manhattan Bridge

Hardware

The backbone of DAS is a network of thousands of physical sensors.

a parked NYPD crown victoria passenger vehicle with license plate readers mounted on either side of the rear bumper.
NYPD vehicle with mobile license plate readers
two CCTV cameras pointed in different directions mounted on the corner of a brick building
Private CCTV cameras which are part of the DAS

The most widespread are the network of approximately 9,000 CCTV cameras, owned either by the NYPD or private actors, which are used to generate an aggregate citywide video stream, which are maintained for 30 days, and can be searched in realtime by officers. Search queries may include physical characteristics such as shirt color. Search results include live video feeds of all individuals fitting a given query within a given region.[6] The Intercept has claimed that the search functionality extends to racial characteristics such as skin tone.[15] Helinet technologies gave a press release in 2014 stating that they were selected by the NYPD to deploy a custom technology suite to four of the NYPD's Bell 429 GlobalRanger helicopters which "instantl[y] overlays critical information such as addresses, points of interest and other data on top of the live video and then transmit[s] the video and data in real-time via secure microwave downlink" to handheld devices of officers in the field.[16]

NYPD Bell 429 Helicopter

There are also several hundred automated license plate readers (LPR's) deployed throughout the city, with 50 fixed cameras on bridges and tunnels entering Manhattan and running the full length of Canal Street. These sensors record every spotting of license plates on a NYPD-defined "watch list," generating roughly 3 million records per day. However, all license plate readings are stored for a minimum of five years[7] regardless of whether or not the plate is on any watchlist.[17]

Officers can be alerted whenever a pattern of repeated visits to the same location or route is observed, with the stated goal of making it easier for officers to interdict and apprehend the drivers of monitored vehicles more efficiently than is possible with GPS tracking.[6]

A FOIL request by the NYCLU revealed a $442,500 contract with Vigilance Solutions to provide access to real-time and historical license plate records from around the country.[18]

Additionally, DAS pulls in data from dozens of radiation and chemical sensors located on key infrastructure and precinct roofs, gunshot detectors, and cell tower simulators spread throughout the city.[6][19]

Software

A machine learning algorithm known as Patternizr is included in the DAS, which connects similar unsolved crimes in order to speed arrests and close old cases.[20][21] The algorithm is trained on a decade of historic police data of manually identified crime patterns.[22][20] Patternizr came into use in 2017 when the NYPD hired one hundred civilian analysts to use it.[20] The algorithm now processes over six hundred reports per week.[20] When prompted about the potential for racism embedded into the algorithm, the NYPD responded that the algorithm does not provide different results than a random sampling of police reports.[8] However critics have expressed skepticism, arguing that historical police reports already demonstrate racial bias.[23][24] Patternizr was released publicly with the intent that it be used and replicated in other police departments.[20]

Live camera feeds are passed through algorithms which detect for suspicious behavior such as unattended bags or entry to restricted areas, and raise these feeds to officer attention via an alert if detected.[9][6]

Since 2011, the NYPD has also used the DAS to perform facial recognition against both adults and juveniles.[25] The DAS privacy statement specifies it does not use facial recognition [26]

Response

From the initial announcement of the citywide Domain Awareness System in 2012, critics have suggested that the system represents a possible violation of privacy and should be overseen by a non-police entity.[27]

In 2014, Justice Quarterly published an article stating that there was statistical evidence of the NYPD manipulating CompStat data,[28] which is used by the Domain Awareness System for various purposes including predictive policing.[6] A number of organizations, such as the NAACP, have suggested that predictive policing algorithms that rely on machine-learning and historical police data to make decisions reinforce existing police bias, rather than correct for it.[29][24][23]

See also

References

  1. ^ Doyle, John (2010-03-08). "Cop cams key in 'hundreds' of cases: NYPD". New York Post. Retrieved 2019-11-07.
  2. ^ "Technology". nyc.gov. Retrieved 2024-05-03.
  3. ^ New York Police Department. "Developing the NYPD's Information Technology" (PDF). Retrieved June 8, 2019.
  4. ^ "Counterterrorism - NYPD". www1.nyc.gov. Retrieved 2019-06-21.
  5. ^ Parascandola, Rocco (24 October 2018). "New NYPD surveillance cameras to cover stretch of Upper East Side not easily reached by patrol cars". nydailynews.com. Retrieved 2019-10-22.
  6. ^ a b c d e f g h i Levine, E. S.; Tisch, Jessica; Tasso, Anthony; Joy, Michael (February 2017). "The New York City Police Department's Domain Awareness System". Interfaces. 47 (1): 70–84. doi:10.1287/inte.2016.0860.
  7. ^ a b Sledge, Matt (13 March 2013). "The NYPD Is Watching: Cameras Will Be Able To Track Every Car Entering Manhattan". HuffPost. Retrieved 10 June 2019.
  8. ^ a b Ungerleider, Neal (August 8, 2012). "NYPD, Microsoft Launch All-Seeing 'Domain Awareness System' With Real-Time CCTV, License Plate Monitoring [Updated]". Fast Company. Retrieved 19 June 2013.
  9. ^ a b "Manhunt—Boston Bombers". PBS. 29 May 2013. Retrieved 21 February 2018.
  10. ^ NYPD. "Developing the NYPD's Information Technology" (PDF). NYC.gov.
  11. ^ Towns, Steve (2012-02-29). "GovTech Awards: James Onalfo". Government Technology.
  12. ^ "A Look Inside the NYPD Surveillance System | WNYC | New York Public Radio, Podcasts, Live Streaming Radio, News". WNYC. Retrieved 2019-06-08.
  13. ^ a b Ungerleider, Neal (2012-08-08). "NYPD, Microsoft Launch All-Seeing "Domain Awareness System" With Real-Time CCTV, License Plate Monitoring [Updated]". Fast Company. Retrieved 2019-06-08.
  14. ^ Schlossberg, Tatiana (2014-10-24). "New York City Police to Be Equipped With Smartphones and Tablets". The New York Times. ISSN 0362-4331. Retrieved 2019-06-08.
  15. ^ "IBM USED NYPD SURVEILLANCE FOOTAGE TO DEVELOP TECHNOLOGY THAT LETS POLICE SEARCH BY SKIN COLOR". The Intercept. 6 September 2018. Retrieved 8 June 2019.
  16. ^ "Helinet Technologies Selected by NYPD to Deploy Custom Airborne Mission Suite for Department's Four Bell 429 Patrol Helicopters". PR Newswire. Mar 31, 2014.
  17. ^ THE COUNCIL OF THE CITY OF NEW YORK, COMMITTEE ON PUBLIC SAFETY. "Committee Report of the Governmental Affairs Division Matthew Gewolb, Legislative Director Rachel Cordero, Deputy Director, Governmental Affairs Division" (PDF). Brennan Center for Justice.
  18. ^ Tempey, Nathan. "The NYPD Is Tracking Drivers Across The Country Using License Plate Readers". Gothamist. Archived from the original on 6 January 2019. Retrieved 10 June 2019.
  19. ^ Goldstein, Joseph (11 Feb 2016). "New York Police Are Using Covert Cellphone Trackers, Civil Liberties Group Says". New York Times. Retrieved 8 June 2019.
  20. ^ a b c d e "NYPD's Big Artificial-Intelligence Reveal". www.governing.com. 19 March 2019. Retrieved 2019-08-04.
  21. ^ Chohlas-Wood, Alex; Levine, E. S. (March 2019). "A Recommendation Engine to Aid in Identifying Crime Patterns". INFORMS Journal on Applied Analytics. 49 (2): 154–166. doi:10.1287/inte.2019.0985. S2CID 115379127.
  22. ^ "Resoundingly Human: Resoundingly Human: February 2019". informs.libsyn.com. Retrieved 9 June 2019.
  23. ^ a b Holak, Brian. "NYPD's Patternizr crime analysis tool raises AI bias concerns". SearchBusinessAnalytics.
  24. ^ a b "Testimony of Janai Nelson" (PDF). April 30, 2019. Archived from the original (PDF) on June 8, 2019.
  25. ^ Goldstein, Joseph; Watkins, Ali (2019-08-01). "She Was Arrested at 14. Then Her Photo Went to a Facial Recognition Database". The New York Times. ISSN 0362-4331. Retrieved 2019-10-23.
  26. ^ NYPD (2009). "Public Security Privacy Guidelines" (PDF). Retrieved June 8, 2019.
  27. ^ Fitzpatrick, Alex. "Will Microsoft's Police Surveillance System Violate Your Privacy?". Mashable.
  28. ^ "Police Manipulations of Crime Reporting: Insiders' Revelations" (PDF). Justice Quarterly. Retrieved 8 June 2019.
  29. ^ Lum, Kristian; Isaac, William (October 2016). "To predict and serve?". Significance. 13 (5): 14–19. doi:10.1111/j.1740-9713.2016.00960.x.

External links

Read more information:

Goslar Lambang kebesaranLetak Goslar di Goslar NegaraJermanNegara bagianNiedersachsenKreisGoslarSubdivisions18 distrikPemerintahan • Lord MayorDr Oliver Junk[1][2] (CDU)Luas • Total163,71 km2 (6,321 sq mi)Ketinggian255 m (837 ft)Populasi (2013-12-31)[3] • Total50.681 • Kepadatan3,1/km2 (8,0/sq mi)Zona waktuWET/WMPET (UTC+1/+2)Kode pos38640, 38642, 38644Kode area telepon05321, 05325Pelat ken…

Shilling TanzaniaShilingi ya Tanzania (Swahili) 1000 shillingBank Tanzania ISO 4217KodeTZSDenominasiSubsatuan 1/100sentiSimbolx/yUang kertas500, 1000, 2000, 5000, 10000 shilingiUang koin50, 100, 200 shilingiDemografiPengguna TanzaniaEmisiBank sentralBank Tanzania Situs webwww.bot.go.tzValuasiInflasi11,6% SumberThe World Factbook, 2009 est. Shilling Tanzania (bahasa Swahili: Shilingi; tanda: TSh; kode: TZS) adalah mata uang resmi Tanzania yang diterbitkan oleh Bank Tanz…

Swedish Army officer Gottfrid BjörckBjörck as major.Birth nameKarl Gottfrid BjörckBorn(1893-05-31)31 May 1893Bäckseda, SwedenDied8 July 1981(1981-07-08) (aged 88)AllegianceSwedenService/branchSwedish ArmyYears of service1915–1949RankMajor GeneralCommands heldGöta Logistic CorpsSwedish Army Service Troops Major General Karl Gottfrid Björck (31 May 1893 – 8 July 1981) was a Swedish Army officer. He served as Inspector of the Swedish Army Service Troops from 1946 to 1949, and as…

Moshood Abiola PolytechnicMoshood Abiola Polytechnic entrance gate, Abeokuta, Ogun stateTypePublicEstablished1980RectorDr. Adeoye OdedejiLocationAbeokuta, Ogun State, NigeriaWebsitewww.mapoly.edu.ng Moshood Abiola Polytechnic also known as MAPOLY is a tertiary learning institution in Abeokuta, Ogun State, Nigeria. The Ojere campus is in the South-Eastern part of Abeokuta, covering about 960 hectares of rolling land bounded by the Ogun River to the south. It is named after Moshood Kashimawo Olawa…

Museum Nicholas Roerich merupakan museum yang didedikasikan untuk karya Nicholas Roerich, seorang seniman kelahiran Rusia yang hasil karyanya difokuskan terhadap pemandangan alam dari Himalaya.[1] Museum ini terletak di brownstone pada 319 West 107th Street, Manhattan. Pada awalnya, museum ini terletak di Master Apartments di 103d Street dan Riverside Drive, yang dibangun khusus untuk Roerich pada tahun 1929.[2] Pada saat ini, Museum Nicholas Roerich memiliki koleksi di antara 10…

Keuskupan Terni-Narni-AmeliaDioecesis Interamnensis-Narniensis-AmerinaKatolik Katedral TerniLokasiNegaraItaliaProvinsi gerejawiSubyek langsung Tahta SuciStatistikLuas871 km2 (336 sq mi)Populasi- Total- Katolik(per 2010)157.900156,100 (98.9%)Paroki82InformasiDenominasiGereja KatolikRitusRitus RomaPendirianAbad ke-2KatedralCattedrale di S. Maria Assunta (Terni)KonkatedralConcattedrale di S. Giovenale (Narni)Concattedrale di S. Firmina (Amelia)Kepemimpinan kiniPau…

Prof. Dr. Ir.Ellen Joan KumaatM.Sc., DEA Rektor Universitas Sam Ratulangi ke-12PetahanaMulai menjabat 26 Juli 2014 PendahuluProf. Dr. Ir. H. Musliar Kasim M.S(sebagai Pejabat Rektor)PenggantiPetahanaRektor Universitas Sam Ratulangi Pejabat Informasi pribadiLahir(1960-07-09)9 Juli 1960Manado, IndonesiaKebangsaanIndonesiaSuami/istriProf. Dr. Hieryco Manalip, MSc, DEAAnakTeguh Andrew Ivan Manalip, Beng, MEM Christine Virgin ManalipOrang tuaNyong Kumaat Marlina SumendapAlma materUniversitas …

Kenny di tahun 2008 San Diego Comic-Con Tom Kenny telah tampil dalam berbagai film, acara televisi, dan video game. Dia terkenal karena menyuarakan karakter judul di SpongeBob SquarePants waralaba. Selain itu, Kenny telah menyuarakan banyak karakter lain dalam serial ini termasuk Gary si Siput, Narator Prancis, dan penggambaran aksi langsungnya sebagai Patchy the Pirate. Peran lainnya termasuk Heffer Wolfe dalam Rocko's Modern Life; Raja Es dalam Waktu Petualangan; Narator dan Wali kota di The P…

Acura ZDX2011 Acura ZDX AdvanceInformasiProdusenHondaMasa produksi2009–2013Model untuk tahun2010-2013PerakitanAlliston, Ontario, Kanada (HCM)Bodi & rangkaKelascrossover mewah mid-sizeBentuk kerangka5-pintu liftbackTata letakMesin depan, all-wheel driveMobil terkaitAcura MDX Honda Pilot, Honda CrosstourPenyalur dayaMesin3.7L J37A5 V6Transmisi6-speed automaticDimensiJarak sumbu roda1.083 in (27.508 mm)Panjang1.924 in (48.870 mm)Lebar785 in (19.939 mm)T…

This article is in list format but may read better as prose. You can help by converting this article, if appropriate. Editing help is available. (March 2014) The Showroom/Workstation building. The Showroom Cinema is an independent cinema, café bar and creative workspace contributing to the culture in Sheffield, England.[1] In 2002, the cinema was voted the favourite independent cinema of Guardian readers.[2] In November 2007, Showroom was awarded the title Best Cultural Venue in…

Husain Salahuddin Husain Salahuddin (14 April 1881 - 20 September 1948), adalah penulis, penyair, pembuat esai dan sarjana Maladewa. Husain Salahuddin dihargai untuk kontribursinya terhadap sastra Maladewa selama era perkembangan dan inovasi sastra Maladewa. Husain Salahuddin meninggal pada tanggal 20 September 1948. Ia dikubur di Kolombo, Sri Lanka. Pranala luar (Inggris) National Institute for Linguistic and Historical Research (Divehi) Website dedicated to Salaahuddeen Diarsipkan 2007-02-08 d…

Inger NilssonInger Nilsson dalam Festival Film Internasional Stockholm pada November 2015.LahirKarin Inger Monica Nilsson4 Mei 1959 (umur 64)Kisa, SwediaKebangsaanSwediaPekerjaanAktris, penyanyo, sekretaris medisTahun aktif1969–sekarangDikenal atasPippi Longstocking Karin Inger Monica Nilsson (lahir 4 Mei 1959) adalah seorang aktris dan penyanyi asal Swedia.[1] Ia adalah mantan aktris cilik. Ia dikenal karena memerankan Pippi Longstocking dalam seri TV produksi Swedia bernama…

Astragalus casei Klasifikasi ilmiah Kerajaan: Plantae (tanpa takson): Angiospermae (tanpa takson): Eudicots (tanpa takson): Rosids Ordo: Fabales Famili: Fabaceae Genus: Astragalus Spesies: Astragalus casei Nama binomial Astragalus caseiA.Gray Astragalus casei adalah spesies tumbuhan yang tergolong ke dalam famili Fabaceae. Spesies ini juga merupakan bagian dari ordo Fabales. Spesies Astragalus casei sendiri merupakan bagian dari genus Astragalus.[1] Nama ilmiah dari spesies ini pertama k…

Artikel ini sebatang kara, artinya tidak ada artikel lain yang memiliki pranala balik ke halaman ini.Bantulah menambah pranala ke artikel ini dari artikel yang berhubungan atau coba peralatan pencari pranala.Tag ini diberikan pada Desember 2022. Leon Kruczkowski pada 1950 Leon Kruczkowski (28 Juni 1900 – 1 Agustus 1962) adalah seorang penulis, penerbit dan tokoh masyarakat Polandia.[1] Ia menulis sejumlah buku dan drama dan memiliki pengaruh dalam teater Polandia pada mas…

Sud Carangas Location in Bolivia Main Data Capital Santiago de Andamarca Area 3,731 km2 Population 6,136 (2001) Density 1.6 inhabitants/km2 (2001) ISO 3166-2 BO.OR.SC Sud Carangas is a province in the central parts of the Bolivian department of Oruro. Location Sud Carangas province is one of the sixteen provinces in the Oruro Department. It is located between 18° 38' and 19° 09' South and between 66° 37' and 67° 34' West. The province borders Saucarí Province in the North, Carangas Pro…

Questa voce o sezione sull'argomento isole della Spagna non cita le fonti necessarie o quelle presenti sono insufficienti. Puoi migliorare questa voce aggiungendo citazioni da fonti attendibili secondo le linee guida sull'uso delle fonti. Isole ChafarinasIslas ChafarinasGeografia fisicaLocalizzazioneMar Mediterraneo Coordinate35°11′N 2°26′W / 35.183333°N 2.433333°W35.183333; -2.433333Coordinate: 35°11′N 2°26′W / 35.183333°N 2.433333°W35.183333…

هذه المقالة تحتاج للمزيد من الوصلات للمقالات الأخرى للمساعدة في ترابط مقالات الموسوعة. فضلًا ساعد في تحسين هذه المقالة بإضافة وصلات إلى المقالات المتعلقة بها الموجودة في النص الحالي. (يوليو 2019) منتخب تايلاند لكرة القاعدة تعديل مصدري - تعديل   منتخب تايلاند لكرة القاعدة (با…

SEA TodayDiluncurkan28 Oktober 2020 (2020-10-28)JaringanIndiHome TVPemilikMDMedia (melalui Telkom Indonesia/Kementerian BUMN)SloganSee Indonesia, See The WorldNegara IndonesiaBahasaBahasa Inggris (utama)Bahasa Indonesia (sekunder)Kantor pusatSTO Telkom Gambir, Jalan Medan Merdeka Selatan 11, Gambir, Gambir, Jakarta Pusat, DKI JakartaTelkom Landmark Tower, Jalan Jenderal Gatot Subroto Kav 52, DKI Jakarta, IndonesiaSaluran seindukAllPlay EntertainmentChinese DramaI-KonserFun PlanetSitus …

У этого термина существуют и другие значения, см. Новое время (значения). Г. Гольбейн Мл.. Послы. 1553 Но́вое вре́мя, или Но́вая исто́рия, — период в истории человечества, находящийся между Средневековьем и Новейшим временем. Понятие «Новая история» появилось в Италии в эпох…

Nelle piante il termine ovulo indica il macrosporangio, cioè lo sporangio della linea femminile, che origina e contiene le cellule riproduttive femminili.[1] Rappresentazione diagrammatica dell'ovulo di Gimnosperme e Angiosperme Ovuli all'interno di un ovario di Helleborus foetidus Nelle gimnosperme (piante a seme che non sviluppano fiori o frutti) l'ovulo è costituito dal tegumento, dal macrosporangio e dal tessuto che unisce questo allo sporofito materno. Nelle angiosperme (piante a …

Kembali kehalaman sebelumnya