PRANA (system) - Revision history

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	'''PRANA''' is the first Russia's [[predictive analytics]] and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09\|archive-date=2021-07-09\|archive-url=https://web.archive.org/web/20210709184553/https://www.eprussia.ru/news/base/2019/3196596.htm\|url-status=dead}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>		'''PRANA''' is the first Russia's [[predictive analytics]] and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09\|archive-date=2021-07-09\|archive-url=https://web.archive.org/web/20210709184553/https://www.eprussia.ru/news/base/2019/3196596.htm\|url-status=dead}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>

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wikipedia>Кронас: Nominated for deletion; see :Wikipedia:Articles for deletion/PRANA (system).

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Nominated for deletion; see Wikipedia:Articles for deletion/PRANA (system).

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	'''PRANA''' is the first Russia's [[predictive analytics]] and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09\|archive-date=2021-07-09\|archive-url=https://web.archive.org/web/20210709184553/https://www.eprussia.ru/news/base/2019/3196596.htm\|url-status=dead}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>		'''PRANA''' is the first Russia's [[predictive analytics]] and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09\|archive-date=2021-07-09\|archive-url=https://web.archive.org/web/20210709184553/https://www.eprussia.ru/news/base/2019/3196596.htm\|url-status=dead}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>

wikipedia>Natg 19: Disambiguating links to Ansaldo (link changed to Gio. Ansaldo & C.) using DisamAssist.

2026-03-31T01:32:02Z

Disambiguating links to Ansaldo (link changed to Gio. Ansaldo & C.) using DisamAssist.

← Older revision		Revision as of 01:32, 31 March 2026
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	== Mechanism of operation ==		== Mechanism of operation ==
	=== General principle of operation ===		=== General principle of operation ===
	The system continuously carries out diagnostics, makes an assessment of the service life of units and components, analyzes and predicts changes in the technical condition of the facility.<ref name=":2">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ. Экспозиция.}}</ref><ref name="автоссылка2" /> It may be represented by any industrial unit or its component parts. The system can be applied to the equipment produced by [[Siemens]], [[GE]], [[Alstom]], [[Ansaldo]], [[LMZ]], [[UTW]], JSC [[United Engine Corporation]], REP Holding.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/news/vtrende/197445-gazovye-turbiny-tryekh-osnovnykh-proizvoditeley-podklyucheny-k-sisteme-prognostiki-prana/\|title=Газовые турбины трёх основных производителей подключены к системе прогностики ПРАНА - Новости ТЭК на Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref>		The system continuously carries out diagnostics, makes an assessment of the service life of units and components, analyzes and predicts changes in the technical condition of the facility.<ref name=":2">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ. Экспозиция.}}</ref><ref name="автоссылка2" /> It may be represented by any industrial unit or its component parts. The system can be applied to the equipment produced by [[Siemens]], [[GE]], [[Alstom]], [[Gio. Ansaldo & C.\|Ansaldo]], [[LMZ]], [[UTW]], JSC [[United Engine Corporation]], REP Holding.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/news/vtrende/197445-gazovye-turbiny-tryekh-osnovnykh-proizvoditeley-podklyucheny-k-sisteme-prognostiki-prana/\|title=Газовые турбины трёх основных производителей подключены к системе прогностики ПРАНА - Новости ТЭК на Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref>

	PRANA has a two-level structure. The lower level receives data coming from the facility's APCS or other data recorders. Thereafter, the data are securely transmitted to the upper level to the remote DC ([[data center]]) of the Situational Center where they are being accumulated and mathematically processed.<ref name="автоссылка4">{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности\|website=JCement.ru\|access-date=2021-07-29}}</ref> Upon detection of any changes in the technical condition, the system gives an appropriate warning thereof in the event log. These data are stored throughout the entire life cycle of the facility.<ref name=":2" /> The system is capable to analyze 30 thousand parameters per second.<ref name="автоссылка1" /> while the archive containing the data processed by PRANA exceeds 50 TB.<ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2021-02-08_sistema_prediktivnoj_analitiki\|title=Система предиктивной аналитики «ПРАНА» переходит на СУБД «Яндекс ClickHouse»\|website=CNews.ru\|access-date=2021-07-29}}</ref>		PRANA has a two-level structure. The lower level receives data coming from the facility's APCS or other data recorders. Thereafter, the data are securely transmitted to the upper level to the remote DC ([[data center]]) of the Situational Center where they are being accumulated and mathematically processed.<ref name="автоссылка4">{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности\|website=JCement.ru\|access-date=2021-07-29}}</ref> Upon detection of any changes in the technical condition, the system gives an appropriate warning thereof in the event log. These data are stored throughout the entire life cycle of the facility.<ref name=":2" /> The system is capable to analyze 30 thousand parameters per second.<ref name="автоссылка1" /> while the archive containing the data processed by PRANA exceeds 50 TB.<ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2021-02-08_sistema_prediktivnoj_analitiki\|title=Система предиктивной аналитики «ПРАНА» переходит на СУБД «Яндекс ClickHouse»\|website=CNews.ru\|access-date=2021-07-29}}</ref>

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	That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Valerievich Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA's operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>		That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Valerievich Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA's operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>

	In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and T Plus started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>		In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and [[T Plus]] started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>

	That same year, ROTEC signed an agreement with Tatenergo to connect [[Kazan]] CHP-1 to PRANA.<ref>{{Cite web\|lang=ru-RU\|url=https://energybase.ru/news/companies/na-mezdunarodnom-ekonomiceskom-forume-v-peterburge-tatenergo-i-rotek-2017-06-02\|title=На Международном экономическом форуме в Петербурге «Татэнерго» и «РОТЕК» подписали договор о подключении Казанской ТЭЦ-1 к системе «ПРАНА»\|website=energybase.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/novosti/novosti/sistema-prognostiki-prana-obespechit-nadezhnost-novyh-energoblokov-kazanskoj-tec-1/\|title=Система прогностики ПРАНА обеспечит надежность новых энергоблоков Казанской ТЭЦ-1\|website=prana-system.com\|date=2017-01-06\|access-date=2021-07-09}}</ref> The system started to operate at the facility in 2019.<ref>{{Cite web\|lang=ru\|url=https://www.elec.ru/news/2018/08/30/turbiny-utz-i-sistema-prognostiki-prana-obespechat.html\|title=Турбины УТЗ и система прогностики «ПРАНА» обеспечат надёжную работу новых цифровых энергоблоков Казанской ТЭЦ-1\|website=Elec.ru\|date=2018-08-30\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.armtorg.ru/news/22579/\|title=Турбины УТЗ и система прогностики ПРАНА обеспечат надёжную работу цифровых энергоблоков Казанской ТЭЦ-1 armtorg.ru\|website=www.armtorg.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|url=https://zaorotec.ru/upload/otzivy/%D0%90%D0%9E%20%D0%A2%D0%90%D0%A2%D0%AD%D0%9D%D0%95%D0%A0%D0%93%D0%9E.pdf\|title=Татэнерго}}</ref>		That same year, ROTEC signed an agreement with Tatenergo to connect [[Kazan]] CHP-1 to PRANA.<ref>{{Cite web\|lang=ru-RU\|url=https://energybase.ru/news/companies/na-mezdunarodnom-ekonomiceskom-forume-v-peterburge-tatenergo-i-rotek-2017-06-02\|title=На Международном экономическом форуме в Петербурге «Татэнерго» и «РОТЕК» подписали договор о подключении Казанской ТЭЦ-1 к системе «ПРАНА»\|website=energybase.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/novosti/novosti/sistema-prognostiki-prana-obespechit-nadezhnost-novyh-energoblokov-kazanskoj-tec-1/\|title=Система прогностики ПРАНА обеспечит надежность новых энергоблоков Казанской ТЭЦ-1\|website=prana-system.com\|date=2017-01-06\|access-date=2021-07-09}}</ref> The system started to operate at the facility in 2019.<ref>{{Cite web\|lang=ru\|url=https://www.elec.ru/news/2018/08/30/turbiny-utz-i-sistema-prognostiki-prana-obespechat.html\|title=Турбины УТЗ и система прогностики «ПРАНА» обеспечат надёжную работу новых цифровых энергоблоков Казанской ТЭЦ-1\|website=Elec.ru\|date=2018-08-30\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.armtorg.ru/news/22579/\|title=Турбины УТЗ и система прогностики ПРАНА обеспечат надёжную работу цифровых энергоблоков Казанской ТЭЦ-1 armtorg.ru\|website=www.armtorg.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|url=https://zaorotec.ru/upload/otzivy/%D0%90%D0%9E%20%D0%A2%D0%90%D0%A2%D0%AD%D0%9D%D0%95%D0%A0%D0%93%D0%9E.pdf\|title=Татэнерго}}</ref>
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	== Mechanism of operation ==		== Mechanism of operation ==
	=== General principle of operation ===		=== General principle of operation ===
	The system continuously carries out diagnostics, makes an assessment of the service life of units and components, analyzes and predicts changes in the technical condition of the facility.<ref name=":2">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ. Экспозиция.}}</ref><ref name="автоссылка2" /> It may be represented by any industrial unit or its component parts. The system can be applied to the equipment produced by [[Siemens]], [[GE]], [[Alstom]], [[Ansaldo]], [[LMZ]], [[UTW]], JSC United Engine Corporation, REP Holding.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/news/vtrende/197445-gazovye-turbiny-tryekh-osnovnykh-proizvoditeley-podklyucheny-k-sisteme-prognostiki-prana/\|title=Газовые турбины трёх основных производителей подключены к системе прогностики ПРАНА - Новости ТЭК на Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref>		The system continuously carries out diagnostics, makes an assessment of the service life of units and components, analyzes and predicts changes in the technical condition of the facility.<ref name=":2">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ. Экспозиция.}}</ref><ref name="автоссылка2" /> It may be represented by any industrial unit or its component parts. The system can be applied to the equipment produced by [[Siemens]], [[GE]], [[Alstom]], [[Ansaldo]], [[LMZ]], [[UTW]], JSC [[United Engine Corporation]], REP Holding.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/news/vtrende/197445-gazovye-turbiny-tryekh-osnovnykh-proizvoditeley-podklyucheny-k-sisteme-prognostiki-prana/\|title=Газовые турбины трёх основных производителей подключены к системе прогностики ПРАНА - Новости ТЭК на Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref>

	PRANA has a two-level structure. The lower level receives data coming from the facility's APCS or other data recorders. Thereafter, the data are securely transmitted to the upper level to the remote DC (data center) of the Situational Center where they are being accumulated and mathematically processed.<ref name="автоссылка4">{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности\|website=JCement.ru\|access-date=2021-07-29}}</ref> Upon detection of any changes in the technical condition, the system gives an appropriate warning thereof in the event log. These data are stored throughout the entire life cycle of the facility.<ref name=":2" /> The system is capable to analyze 30 thousand parameters per second.<ref name="автоссылка1" /> while the archive containing the data processed by PRANA exceeds 50 TB.<ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2021-02-08_sistema_prediktivnoj_analitiki\|title=Система предиктивной аналитики «ПРАНА» переходит на СУБД «Яндекс ClickHouse»\|website=CNews.ru\|access-date=2021-07-29}}</ref>		PRANA has a two-level structure. The lower level receives data coming from the facility's APCS or other data recorders. Thereafter, the data are securely transmitted to the upper level to the remote DC ([[data center]]) of the Situational Center where they are being accumulated and mathematically processed.<ref name="автоссылка4">{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности\|website=JCement.ru\|access-date=2021-07-29}}</ref> Upon detection of any changes in the technical condition, the system gives an appropriate warning thereof in the event log. These data are stored throughout the entire life cycle of the facility.<ref name=":2" /> The system is capable to analyze 30 thousand parameters per second.<ref name="автоссылка1" /> while the archive containing the data processed by PRANA exceeds 50 TB.<ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2021-02-08_sistema_prediktivnoj_analitiki\|title=Система предиктивной аналитики «ПРАНА» переходит на СУБД «Яндекс ClickHouse»\|website=CNews.ru\|access-date=2021-07-29}}</ref>

	The system's mathematical tool is grounded on similarity-based modeling methods. The system generates a reference digital pattern, i.e. a set of the facility's mathematical models which describes the error-free behavior of equipment in various modes of operation. To build it, the ideology of the Hotelling T2 Control Charts is used. The model value is calculated by means of the state matrix and using the similarity operator for each measured value. The residual and standard deviation are calculated using the difference between the reference and actually measured values for each parameter. Residuals are normalized and the integral criterion of technical condition T2 is calculated on an aggregate basis. Owing to analyzing the T2 criterion, changes in the technical condition of equipment are predicted and all possible dependences of parameters are monitored.<ref name='jcement'>{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности}}</ref>		The system's mathematical tool is grounded on similarity-based modeling methods. The system generates a reference digital pattern, i.e. a set of the facility's mathematical models which describes the error-free behavior of equipment in various modes of operation. To build it, the ideology of the Hotelling T2 Control Charts is used. The model value is calculated by means of the state matrix and using the similarity operator for each measured value. The residual and standard deviation are calculated using the difference between the reference and actually measured values for each parameter. Residuals are normalized and the integral criterion of technical condition T2 is calculated on an aggregate basis. Owing to analyzing the T2 criterion, changes in the technical condition of equipment are predicted and all possible dependences of parameters are monitored.<ref name='jcement'>{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности}}</ref>

wikipedia>InternetArchiveBot: Rescuing 1 sources and tagging 0 as dead.) #IABot (v2.0.9.5

2025-07-18T22:30:51Z

Rescuing 1 sources and tagging 0 as dead.) #IABot (v2.0.9.5

← Older revision		Revision as of 22:30, 18 July 2025
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	'''PRANA''' is the first Russia's [[predictive analytics]] and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>		'''PRANA''' is the first Russia's [[predictive analytics]] and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09\|archive-date=2021-07-09\|archive-url=https://web.archive.org/web/20210709184553/https://www.eprussia.ru/news/base/2019/3196596.htm\|url-status=dead}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>

	The system's name "PRANA" originated from the combination of words "PRedictive ANAlytics".<ref name='stim'>{{Cite web\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика\|website=stimul.online\|access-date=2021-07-29}}</ref> The system predicts probable incidents due to early detection of defects, i.e. 2–3 months before they affect the equipment operability.<ref name='stim' /><ref>{{Cite web\|lang=ru\|url=https://www.vedomosti.ru/business/articles/2020/06/04/831946-katastrofi-mozhno-bilo-izbezhat\|title=Катастрофы в Норильске можно было избежать\|website=Ведомости\|access-date=2021-07-09}}</ref><ref name="автоссылка2">{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО\|website=CNews.ru\|access-date=2021-07-09}}</ref>		The system's name "PRANA" originated from the combination of words "PRedictive ANAlytics".<ref name='stim'>{{Cite web\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика\|website=stimul.online\|access-date=2021-07-29}}</ref> The system predicts probable incidents due to early detection of defects, i.e. 2–3 months before they affect the equipment operability.<ref name='stim' /><ref>{{Cite web\|lang=ru\|url=https://www.vedomosti.ru/business/articles/2020/06/04/831946-katastrofi-mozhno-bilo-izbezhat\|title=Катастрофы в Норильске можно было избежать\|website=Ведомости\|access-date=2021-07-09}}</ref><ref name="автоссылка2">{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО\|website=CNews.ru\|access-date=2021-07-09}}</ref>

wikipedia>Kku: link predictive analytics

2024-10-10T20:44:20Z

link predictive analytics

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	'''PRANA''' is the first Russia's predictive analytics and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>		'''PRANA''' is the first Russia's [[predictive analytics]] and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>

	The system's name "PRANA" originated from the combination of words "PRedictive ANAlytics".<ref name='stim'>{{Cite web\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика\|website=stimul.online\|access-date=2021-07-29}}</ref> The system predicts probable incidents due to early detection of defects, i.e. 2–3 months before they affect the equipment operability.<ref name='stim' /><ref>{{Cite web\|lang=ru\|url=https://www.vedomosti.ru/business/articles/2020/06/04/831946-katastrofi-mozhno-bilo-izbezhat\|title=Катастрофы в Норильске можно было избежать\|website=Ведомости\|access-date=2021-07-09}}</ref><ref name="автоссылка2">{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО\|website=CNews.ru\|access-date=2021-07-09}}</ref>		The system's name "PRANA" originated from the combination of words "PRedictive ANAlytics".<ref name='stim'>{{Cite web\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика\|website=stimul.online\|access-date=2021-07-29}}</ref> The system predicts probable incidents due to early detection of defects, i.e. 2–3 months before they affect the equipment operability.<ref name='stim' /><ref>{{Cite web\|lang=ru\|url=https://www.vedomosti.ru/business/articles/2020/06/04/831946-katastrofi-mozhno-bilo-izbezhat\|title=Катастрофы в Норильске можно было избежать\|website=Ведомости\|access-date=2021-07-09}}</ref><ref name="автоссылка2">{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО\|website=CNews.ru\|access-date=2021-07-09}}</ref>

wikipedia>Citation bot: Alter: title. Removed parameters. | Use this bot. Report bugs. | Suggested by Abductive | #UCB_webform 198/3850

2022-07-27T03:03:09Z

Alter: title. Removed parameters. | Use this bot. Report bugs. | Suggested by Abductive | #UCB_webform 198/3850

← Older revision		Revision as of 03:03, 27 July 2022
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	'''PRANA''' is the first Russia's predictive analytics and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title=~~«РОТЕК»~~ внедрит систему предиктивной аналитики на объектах ~~«Россети»~~\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid ~~= \|ref~~= \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>		'''PRANA''' is the first Russia's predictive analytics and remote monitoring IIoT system. It was developed by ROTEC JSC under the supervision of M.V. [[Lifshitz]], Chairman of the Board of Directors of the company.<ref name="автоссылка3">{{Cite web\|url=https://www.eprussia.ru/news/base/2019/3196596.htm\|title="РОТЕК» внедрит систему предиктивной аналитики на объектах «Россети"\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite journal \|author = \|editor= \|format= \|url= https://www.kommersant.ru/speaker/3618/biography/old \|title= Михаил Лифшиц \|type= \|orig-year= \| agency = \|edition= Коммерсантъ \|location= \|date= \|year= \|publisher= \|at= \|volume= \|issue= \|number= \|pages = \|page= \|series= \|isbn = \|issn = \|doi = \|bibcode = \|arxiv = \|pmid = \|archive-url = \|archive-date = \|language= \|quote= }}</ref><ref>{{Cite web\|lang=ru\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО}}</ref>

	The system's name "PRANA" originated from the combination of words "PRedictive ANAlytics".<ref name='stim'>{{Cite web\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика\|website=stimul.online\|access-date=2021-07-29}}</ref> The system predicts probable incidents due to early detection of defects, i.e. 2–3 months before they affect the equipment operability.<ref name='stim' /><ref>{{Cite web\|lang=ru\|url=https://www.vedomosti.ru/business/articles/2020/06/04/831946-katastrofi-mozhno-bilo-izbezhat\|title=Катастрофы в Норильске можно было избежать\|website=Ведомости\|access-date=2021-07-09}}</ref><ref name="автоссылка2">{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО\|website=CNews.ru\|access-date=2021-07-09}}</ref>		The system's name "PRANA" originated from the combination of words "PRedictive ANAlytics".<ref name='stim'>{{Cite web\|url=https://stimul.online/articles/innovatsii/promyshlennyy-internet-dlya-chernogo-yashchika-/\|title=Промышленный интернет для черного ящика\|website=stimul.online\|access-date=2021-07-29}}</ref> The system predicts probable incidents due to early detection of defects, i.e. 2–3 months before they affect the equipment operability.<ref name='stim' /><ref>{{Cite web\|lang=ru\|url=https://www.vedomosti.ru/business/articles/2020/06/04/831946-katastrofi-mozhno-bilo-izbezhat\|title=Катастрофы в Норильске можно было избежать\|website=Ведомости\|access-date=2021-07-09}}</ref><ref name="автоссылка2">{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2017-04-03_sistema_prognostiki_prana_vklyuchena_v_reestr\|title=Система прогностики «Прана» включена в Реестр отечественного ПО\|website=CNews.ru\|access-date=2021-07-09}}</ref>

wikipedia>Beland: convert special characters (via WP:JWB)

2021-10-19T18:17:30Z

convert special characters (via WP:JWB)

Show changes

wikipedia>Loise1985 at 12:08, 24 August 2021

2021-08-24T12:08:47Z

← Older revision		Revision as of 12:08, 24 August 2021
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	In 2015, a pilot project was launched at Perm CHP-9 where the first incident was prevented.<ref name=":1">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ Экспозиция}}</ref> Still in 2015, the Situational Center was established in order to form digital archives of data coming from facilities there. They were analyzed by ROTEC specialists who then provide the operating personnel with appropriate recommendations.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/science/Oborudovanie-uslugi-materialy/331429-avarii-i-vneplanovye-ostanovy-turbin-ostanutsya-v-proshlom/\|title=Аварии и внеплановые остановы турбин останутся в прошлом - Оборудование, услуги, материалы - Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref><ref name="erp" /><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/\|title=Система предиктивной аналитики ПРАНА — Мониторинг работы оборудования\|website=Система прогностики и удаленного мониторинга ПРАНА\|access-date=2021-07-09}}</ref>		In 2015, a pilot project was launched at Perm CHP-9 where the first incident was prevented.<ref name=":1">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ Экспозиция}}</ref> Still in 2015, the Situational Center was established in order to form digital archives of data coming from facilities there. They were analyzed by ROTEC specialists who then provide the operating personnel with appropriate recommendations.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/science/Oborudovanie-uslugi-materialy/331429-avarii-i-vneplanovye-ostanovy-turbin-ostanutsya-v-proshlom/\|title=Аварии и внеплановые остановы турбин останутся в прошлом - Оборудование, услуги, материалы - Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref><ref name="erp" /><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/\|title=Система предиктивной аналитики ПРАНА — Мониторинг работы оборудования\|website=Система прогностики и удаленного мониторинга ПРАНА\|access-date=2021-07-09}}</ref>

	That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA’s operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>		That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Valerievich Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA’s operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>

	In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and T Plus started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>		In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and T Plus started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>

← Older revision		Revision as of 01:10, 8 October 2025
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	That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Valerievich Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA's operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>		That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Valerievich Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA's operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>

	In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and T Plus started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>		In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and [[T Plus]] started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>

	That same year, ROTEC signed an agreement with Tatenergo to connect [[Kazan]] CHP-1 to PRANA.<ref>{{Cite web\|lang=ru-RU\|url=https://energybase.ru/news/companies/na-mezdunarodnom-ekonomiceskom-forume-v-peterburge-tatenergo-i-rotek-2017-06-02\|title=На Международном экономическом форуме в Петербурге «Татэнерго» и «РОТЕК» подписали договор о подключении Казанской ТЭЦ-1 к системе «ПРАНА»\|website=energybase.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/novosti/novosti/sistema-prognostiki-prana-obespechit-nadezhnost-novyh-energoblokov-kazanskoj-tec-1/\|title=Система прогностики ПРАНА обеспечит надежность новых энергоблоков Казанской ТЭЦ-1\|website=prana-system.com\|date=2017-01-06\|access-date=2021-07-09}}</ref> The system started to operate at the facility in 2019.<ref>{{Cite web\|lang=ru\|url=https://www.elec.ru/news/2018/08/30/turbiny-utz-i-sistema-prognostiki-prana-obespechat.html\|title=Турбины УТЗ и система прогностики «ПРАНА» обеспечат надёжную работу новых цифровых энергоблоков Казанской ТЭЦ-1\|website=Elec.ru\|date=2018-08-30\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.armtorg.ru/news/22579/\|title=Турбины УТЗ и система прогностики ПРАНА обеспечат надёжную работу цифровых энергоблоков Казанской ТЭЦ-1 armtorg.ru\|website=www.armtorg.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|url=https://zaorotec.ru/upload/otzivy/%D0%90%D0%9E%20%D0%A2%D0%90%D0%A2%D0%AD%D0%9D%D0%95%D0%A0%D0%93%D0%9E.pdf\|title=Татэнерго}}</ref>		That same year, ROTEC signed an agreement with Tatenergo to connect [[Kazan]] CHP-1 to PRANA.<ref>{{Cite web\|lang=ru-RU\|url=https://energybase.ru/news/companies/na-mezdunarodnom-ekonomiceskom-forume-v-peterburge-tatenergo-i-rotek-2017-06-02\|title=На Международном экономическом форуме в Петербурге «Татэнерго» и «РОТЕК» подписали договор о подключении Казанской ТЭЦ-1 к системе «ПРАНА»\|website=energybase.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/novosti/novosti/sistema-prognostiki-prana-obespechit-nadezhnost-novyh-energoblokov-kazanskoj-tec-1/\|title=Система прогностики ПРАНА обеспечит надежность новых энергоблоков Казанской ТЭЦ-1\|website=prana-system.com\|date=2017-01-06\|access-date=2021-07-09}}</ref> The system started to operate at the facility in 2019.<ref>{{Cite web\|lang=ru\|url=https://www.elec.ru/news/2018/08/30/turbiny-utz-i-sistema-prognostiki-prana-obespechat.html\|title=Турбины УТЗ и система прогностики «ПРАНА» обеспечат надёжную работу новых цифровых энергоблоков Казанской ТЭЦ-1\|website=Elec.ru\|date=2018-08-30\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://www.armtorg.ru/news/22579/\|title=Турбины УТЗ и система прогностики ПРАНА обеспечат надёжную работу цифровых энергоблоков Казанской ТЭЦ-1 armtorg.ru\|website=www.armtorg.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|url=https://zaorotec.ru/upload/otzivy/%D0%90%D0%9E%20%D0%A2%D0%90%D0%A2%D0%AD%D0%9D%D0%95%D0%A0%D0%93%D0%9E.pdf\|title=Татэнерго}}</ref>
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	== Mechanism of operation ==		== Mechanism of operation ==
	=== General principle of operation ===		=== General principle of operation ===
	The system continuously carries out diagnostics, makes an assessment of the service life of units and components, analyzes and predicts changes in the technical condition of the facility.<ref name=":2">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ. Экспозиция.}}</ref><ref name="автоссылка2" /> It may be represented by any industrial unit or its component parts. The system can be applied to the equipment produced by [[Siemens]], [[GE]], [[Alstom]], [[Ansaldo]], [[LMZ]], [[UTW]], JSC United Engine Corporation, REP Holding.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/news/vtrende/197445-gazovye-turbiny-tryekh-osnovnykh-proizvoditeley-podklyucheny-k-sisteme-prognostiki-prana/\|title=Газовые турбины трёх основных производителей подключены к системе прогностики ПРАНА - Новости ТЭК на Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref>		The system continuously carries out diagnostics, makes an assessment of the service life of units and components, analyzes and predicts changes in the technical condition of the facility.<ref name=":2">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ. Экспозиция.}}</ref><ref name="автоссылка2" /> It may be represented by any industrial unit or its component parts. The system can be applied to the equipment produced by [[Siemens]], [[GE]], [[Alstom]], [[Ansaldo]], [[LMZ]], [[UTW]], JSC [[United Engine Corporation]], REP Holding.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/news/vtrende/197445-gazovye-turbiny-tryekh-osnovnykh-proizvoditeley-podklyucheny-k-sisteme-prognostiki-prana/\|title=Газовые турбины трёх основных производителей подключены к системе прогностики ПРАНА - Новости ТЭК на Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref>

	PRANA has a two-level structure. The lower level receives data coming from the facility's APCS or other data recorders. Thereafter, the data are securely transmitted to the upper level to the remote DC (data center) of the Situational Center where they are being accumulated and mathematically processed.<ref name="автоссылка4">{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности\|website=JCement.ru\|access-date=2021-07-29}}</ref> Upon detection of any changes in the technical condition, the system gives an appropriate warning thereof in the event log. These data are stored throughout the entire life cycle of the facility.<ref name=":2" /> The system is capable to analyze 30 thousand parameters per second.<ref name="автоссылка1" /> while the archive containing the data processed by PRANA exceeds 50 TB.<ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2021-02-08_sistema_prediktivnoj_analitiki\|title=Система предиктивной аналитики «ПРАНА» переходит на СУБД «Яндекс ClickHouse»\|website=CNews.ru\|access-date=2021-07-29}}</ref>		PRANA has a two-level structure. The lower level receives data coming from the facility's APCS or other data recorders. Thereafter, the data are securely transmitted to the upper level to the remote DC ([[data center]]) of the Situational Center where they are being accumulated and mathematically processed.<ref name="автоссылка4">{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности\|website=JCement.ru\|access-date=2021-07-29}}</ref> Upon detection of any changes in the technical condition, the system gives an appropriate warning thereof in the event log. These data are stored throughout the entire life cycle of the facility.<ref name=":2" /> The system is capable to analyze 30 thousand parameters per second.<ref name="автоссылка1" /> while the archive containing the data processed by PRANA exceeds 50 TB.<ref>{{Cite web\|lang=ru\|url=https://www.cnews.ru/news/line/2021-02-08_sistema_prediktivnoj_analitiki\|title=Система предиктивной аналитики «ПРАНА» переходит на СУБД «Яндекс ClickHouse»\|website=CNews.ru\|access-date=2021-07-29}}</ref>

	The system's mathematical tool is grounded on similarity-based modeling methods. The system generates a reference digital pattern, i.e. a set of the facility's mathematical models which describes the error-free behavior of equipment in various modes of operation. To build it, the ideology of the Hotelling T2 Control Charts is used. The model value is calculated by means of the state matrix and using the similarity operator for each measured value. The residual and standard deviation are calculated using the difference between the reference and actually measured values for each parameter. Residuals are normalized and the integral criterion of technical condition T2 is calculated on an aggregate basis. Owing to analyzing the T2 criterion, changes in the technical condition of equipment are predicted and all possible dependences of parameters are monitored.<ref name='jcement'>{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности}}</ref>		The system's mathematical tool is grounded on similarity-based modeling methods. The system generates a reference digital pattern, i.e. a set of the facility's mathematical models which describes the error-free behavior of equipment in various modes of operation. To build it, the ideology of the Hotelling T2 Control Charts is used. The model value is calculated by means of the state matrix and using the similarity operator for each measured value. The residual and standard deviation are calculated using the difference between the reference and actually measured values for each parameter. Residuals are normalized and the integral criterion of technical condition T2 is calculated on an aggregate basis. Owing to analyzing the T2 criterion, changes in the technical condition of equipment are predicted and all possible dependences of parameters are monitored.<ref name='jcement'>{{Cite web\|lang=ru\|url=https://jcement.ru/magazine/vypusk-1-2021/perspektivy-ispolzovaniya-sistemy-prediktivnoy-diagnostiki-v-tsementnoy-promyshlennosti/\|title=Перспективы использования системы предиктивной диагностики в цементной промышленности}}</ref>

← Older revision		Revision as of 12:08, 24 August 2021
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	In 2015, a pilot project was launched at Perm CHP-9 where the first incident was prevented.<ref name=":1">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ Экспозиция}}</ref> Still in 2015, the Situational Center was established in order to form digital archives of data coming from facilities there. They were analyzed by ROTEC specialists who then provide the operating personnel with appropriate recommendations.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/science/Oborudovanie-uslugi-materialy/331429-avarii-i-vneplanovye-ostanovy-turbin-ostanutsya-v-proshlom/\|title=Аварии и внеплановые остановы турбин останутся в прошлом - Оборудование, услуги, материалы - Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref><ref name="erp" /><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/\|title=Система предиктивной аналитики ПРАНА — Мониторинг работы оборудования\|website=Система прогностики и удаленного мониторинга ПРАНА\|access-date=2021-07-09}}</ref>		In 2015, a pilot project was launched at Perm CHP-9 where the first incident was prevented.<ref name=":1">{{Cite web\|url=https://www.runeft.ru/upload/iblock/a17/a1726a351df6905cdaec82e9b8c98e16.pdf\|title=Нефть газ Экспозиция}}</ref> Still in 2015, the Situational Center was established in order to form digital archives of data coming from facilities there. They were analyzed by ROTEC specialists who then provide the operating personnel with appropriate recommendations.<ref>{{Cite web\|lang=ru\|url=https://neftegaz.ru/science/Oborudovanie-uslugi-materialy/331429-avarii-i-vneplanovye-ostanovy-turbin-ostanutsya-v-proshlom/\|title=Аварии и внеплановые остановы турбин останутся в прошлом - Оборудование, услуги, материалы - Neftegaz.RU\|website=neftegaz.ru\|access-date=2021-07-09}}</ref><ref name="erp" /><ref>{{Cite web\|lang=ru\|url=https://prana-system.com/\|title=Система предиктивной аналитики ПРАНА — Мониторинг работы оборудования\|website=Система прогностики и удаленного мониторинга ПРАНА\|access-date=2021-07-09}}</ref>

	That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA’s operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>		That same year, the system was [[patent]]ed, the development team was headed by [[Mikhail Valerievich Lifshitz]], Chairman of the Board of Directors of ROTEC. Besides, the system was registered with the US Copyright Office. By 2021, 31 patents describing the methods and systems of PRANA’s operation have been introduced.<ref>{{Cite web\|url=https://yandex.ru/patents?dco=RU&dco=SU&dl=ru&dou=%D0%A0%D0%9E%D0%A2%D0%95%D0%9A&dt=0&dty=1&dty=2&from=tabbar&s=0&sp=0&spp=10&st=0\|title=Яндекс.Патенты — поиск по патентным документам\|website=yandex.ru\|access-date=2021-07-09}}</ref>

	In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and T Plus started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>		In 2017, the Ministry of Telecom and Mass Communications included PRANA in the Unified Register of Russian Software.<ref name="автоссылка2" /> Such companies as Mosenergo<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref> and T Plus started to apply the predictive analytics system.<ref>{{Cite web\|url=https://www.eprussia.ru/epr/326/6554425.htm\|title=Промышленный интернет и прогностика спасут энергетику от аварий\|website=www.eprussia.ru\|access-date=2021-07-09}}</ref><ref>{{Cite web\|lang=ru\|url=https://mosenergo.gazprom.ru/press/news/2017/08/399/\|title=На ТЭЦ-27 «Мосэнерго» будет развернута система прогностики «ПРАНА»\|website=mosenergo.gazprom.ru\|access-date=2021-07-09}}</ref>