#instrumentation — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #instrumentation, aggregated by home.social.
-
"Arénas is a contemporary reimagining of #NorthAfrican #Jewish #music, where traditional #Moroccan textures meet electronics, horns, and sampling.
Shaped by migration, memory, and the energy of the #diaspora, the #album draws on the #artistic worlds of #NetaElkayam and #AmitHaiCohen, alongside influences from #NewOrleans. Across seven extended tracks, Arénas unfolds as an immersive, trance-like listening experience.
Echoing her grandmother’s birthplace in #Tinghir, #Morocco #Elkayam developed an intimate dialogue with her ancestral memory, writing #lyrics through cyclic structures and repetition, and choosing her mother tongue—#MoroccanArabic—as the language of her #art. In close collaboration with #musical #producer Amit Hai Cohen, the #music was co-written and composed, taking shape through a blend of electronic and acoustic #instrumentation. Both trace their family roots to #Amazigh villages in Morocco..."
-
The United States Magnetotelluric Array And The National Impedance Map
--
https://doi.org/10.1029/2024RG000850 <-- shared paper
--
https://eos.org/features/magnetic-storms-induction-hazards <-- shared ‘overview’ EOS 2014 technical article
--
https://doi.org/10.3389/fspas.2025.1742847 <-- shared technical editorial
--
#GIS #spatial #mapping #spaceweather #US #magnetotelluric #stations #monitoring #network #array #USMTArray #opendata #instrumentation #qualitycontrol #dataprocessing #archiving #electricalconductivity #3D #model #modeling #geology #geomagnetism #crust #mantle #CONUS #visualisation #geomagnetic #infrastructure #electricity #electricalgrid #utilities #publicgood #fedscience #fedservice #risk #hazard #mitigation #impacts #geothermal #mineralresources #exploration #magneticstorm #geoelectrichazard #earthscience #NationalImpedanceMap #conductivity #research -
The United States Magnetotelluric Array And The National Impedance Map
--
https://doi.org/10.1029/2024RG000850 <-- shared paper
--
https://eos.org/features/magnetic-storms-induction-hazards <-- shared ‘overview’ EOS 2014 technical article
--
https://doi.org/10.3389/fspas.2025.1742847 <-- shared technical editorial
--
#GIS #spatial #mapping #spaceweather #US #magnetotelluric #stations #monitoring #network #array #USMTArray #opendata #instrumentation #qualitycontrol #dataprocessing #archiving #electricalconductivity #3D #model #modeling #geology #geomagnetism #crust #mantle #CONUS #visualisation #geomagnetic #infrastructure #electricity #electricalgrid #utilities #publicgood #fedscience #fedservice #risk #hazard #mitigation #impacts #geothermal #mineralresources #exploration #magneticstorm #geoelectrichazard #earthscience #NationalImpedanceMap #conductivity #research -
The United States Magnetotelluric Array And The National Impedance Map
--
https://doi.org/10.1029/2024RG000850 <-- shared paper
--
https://eos.org/features/magnetic-storms-induction-hazards <-- shared ‘overview’ EOS 2014 technical article
--
https://doi.org/10.3389/fspas.2025.1742847 <-- shared technical editorial
--
#GIS #spatial #mapping #spaceweather #US #magnetotelluric #stations #monitoring #network #array #USMTArray #opendata #instrumentation #qualitycontrol #dataprocessing #archiving #electricalconductivity #3D #model #modeling #geology #geomagnetism #crust #mantle #CONUS #visualisation #geomagnetic #infrastructure #electricity #electricalgrid #utilities #publicgood #fedscience #fedservice #risk #hazard #mitigation #impacts #geothermal #mineralresources #exploration #magneticstorm #geoelectrichazard #earthscience #NationalImpedanceMap #conductivity #research -
The United States Magnetotelluric Array And The National Impedance Map
--
https://doi.org/10.1029/2024RG000850 <-- shared paper
--
https://eos.org/features/magnetic-storms-induction-hazards <-- shared ‘overview’ EOS 2014 technical article
--
https://doi.org/10.3389/fspas.2025.1742847 <-- shared technical editorial
--
#GIS #spatial #mapping #spaceweather #US #magnetotelluric #stations #monitoring #network #array #USMTArray #opendata #instrumentation #qualitycontrol #dataprocessing #archiving #electricalconductivity #3D #model #modeling #geology #geomagnetism #crust #mantle #CONUS #visualisation #geomagnetic #infrastructure #electricity #electricalgrid #utilities #publicgood #fedscience #fedservice #risk #hazard #mitigation #impacts #geothermal #mineralresources #exploration #magneticstorm #geoelectrichazard #earthscience #NationalImpedanceMap #conductivity #research -
The United States Magnetotelluric Array And The National Impedance Map
--
https://doi.org/10.1029/2024RG000850 <-- shared paper
--
https://eos.org/features/magnetic-storms-induction-hazards <-- shared ‘overview’ EOS 2014 technical article
--
https://doi.org/10.3389/fspas.2025.1742847 <-- shared technical editorial
--
#GIS #spatial #mapping #spaceweather #US #magnetotelluric #stations #monitoring #network #array #USMTArray #opendata #instrumentation #qualitycontrol #dataprocessing #archiving #electricalconductivity #3D #model #modeling #geology #geomagnetism #crust #mantle #CONUS #visualisation #geomagnetic #infrastructure #electricity #electricalgrid #utilities #publicgood #fedscience #fedservice #risk #hazard #mitigation #impacts #geothermal #mineralresources #exploration #magneticstorm #geoelectrichazard #earthscience #NationalImpedanceMap #conductivity #research -
United States Tsunami Alerting Analysis, 2026 Report
--
https://mil.wa.gov/asset/69a08a91462bf/United-States-Tsunami-Alerting-Analysis-2026-updated.pdf <-- shared report PDF
--
#naturalhazard #earthquake #USA #alert #monitoring #tsunami #risk #hazard #humanimpacts #lossoflife #death #infrastructure #damage #cost #economics #coast #coastal #nationwide #hazardassessment #emergencymanagement #GIS #spatial #instrumentation #spatialanalysis #model #modeling #operations #geography geomorphometry demographics #geologichazard #alertsystems #warning #ocean #marine #wave #emergencyresponse #planning #messaging #response
@National Tsunami Hazard Mitigation Program -
United States Tsunami Alerting Analysis, 2026 Report
--
https://mil.wa.gov/asset/69a08a91462bf/United-States-Tsunami-Alerting-Analysis-2026-updated.pdf <-- shared report PDF
--
#naturalhazard #earthquake #USA #alert #monitoring #tsunami #risk #hazard #humanimpacts #lossoflife #death #infrastructure #damage #cost #economics #coast #coastal #nationwide #hazardassessment #emergencymanagement #GIS #spatial #instrumentation #spatialanalysis #model #modeling #operations #geography geomorphometry demographics #geologichazard #alertsystems #warning #ocean #marine #wave #emergencyresponse #planning #messaging #response
@National Tsunami Hazard Mitigation Program -
Changes In Dominant Streamflow Drivers As Network-Scale Flow Regime Shifts From Intermittent To Ephemeral Across A Multi-Year Drought
--
https://doi.org/10.1002/hyp.70413 <-- shared paper
--
#GIS #spatial #mapping #water #hydrology #fluvial #pluvial #precipitation #extremeweather #California #USA #semiarid #watershed #headwaters #weather #metrology #spatialanalysis #spatiotemporal #model #modeling #geostatistics #monitoring #sensors #instrumentation #insitu #drought #streamflow #ephemeral #intermittent #catchments #waterresources #watermanagement #watersecurity #planning
#coast #coastal #hydrogeomorphic #geology #climate -
Любая IDE от JetBrains бесплатно: что на самом деле происходит, когда вы запускаете “безобидный” активатор
После ухода JetBrains из России и введения экспортных ограничений многие разработчики столкнулись с банальной проблемой: IntelliJ IDEA Ultimate формально недоступна, а работать нужно сейчас. В результате в ходу оказались «активаторы» — shell-скрипты, которые обещают решить вопрос лицензии за пару минут. Снаружи всё выглядит просто: скачал, запустил, IDE работает. Внутри — Java-агент с Instrumentation-доступом, модификация сетевого стека и вмешательство в криптографические примитивы стандартной библиотеки Java. При этом исполняемый код скачивается с внешнего сервера без подписей и проверок, а установка сопровождается правками системного окружения и использованием sudo. В статье я разбираю один из популярных активаторов на уровне реализации: от .sh-скрипта до трансформаций байткода и подмены BigInteger#oddModPow() . Без эмоций и морализаторства — только факты, архитектура и последствия для безопасности, стабильности и юридических рисков.
https://habr.com/ru/companies/haulmont/articles/988218/
#Java #JVM #IntelliJ_IDEA #JetBrains #безопасность #reverse_engineering #Java_Agent #Instrumentation #криптография #лицензирование
-
Ensemble Deep Learning Towards High-Resolution Soil-Moisture Mapping For Enhanced Water Management In California's Central Valley
--
https://doi.org/10.1016/j.envsoft.2025.106824 <-- shared paper
--
#agriculture #crops #groundwater #pumping #monitoring #agronomic #irrigation #planning #scheduling #wateruse #sustainability #wateruse #watersecurity #deeplearning #framework #soilmoisture #downscaling #watermanagement #california #centralvalley #ensemblemodeling #model #modeling #SMAP #satellite #rootzone #remotesensing #spatialanalysis #spatiotemporal #AI #sensitivityanalysis #fieldobservation #instrumentation #fieldchecking #seasonal #crop #crops #production #foodsecurity #NVDI #NDWI #ET #evapotranspiration #MODIS #pluvial -
Satellite Captures The First Detailed Look At A Massive Tsunami
--
https://www.earth.com/news/satellite-captures-the-first-detailed-look-at-a-giant-tsunami/ <-- shared technical article
--
https://doi.org/10.1785/0320250037 <-- shared paper
--
#GIS #spatial #mapping #satellite #remotesensing #earthobservation #geology #tectonics #Kuril #Kamchatka #Russia #Pacific #tsunami #NASA #SWOT #energy #dissipation #risk #hazard #model #modeling #DART #buoy #observation #instrumentation #waveforms #propogation #geodetic #spatialanalysis #spatiotemporal #marine #wave #megathrust #rupture #mechanics #altimetry #forecasting #hydrodynamic -
Satellite Captures The First Detailed Look At A Massive Tsunami
--
https://www.earth.com/news/satellite-captures-the-first-detailed-look-at-a-giant-tsunami/ <-- shared technical article
--
https://doi.org/10.1785/0320250037 <-- shared paper
--
#GIS #spatial #mapping #satellite #remotesensing #earthobservation #geology #tectonics #Kuril #Kamchatka #Russia #Pacific #tsunami #NASA #SWOT #energy #dissipation #risk #hazard #model #modeling #DART #buoy #observation #instrumentation #waveforms #propogation #geodetic #spatialanalysis #spatiotemporal #marine #wave #megathrust #rupture #mechanics #altimetry #forecasting #hydrodynamic -
Satellite Captures The First Detailed Look At A Massive Tsunami
--
https://www.earth.com/news/satellite-captures-the-first-detailed-look-at-a-giant-tsunami/ <-- shared technical article
--
https://doi.org/10.1785/0320250037 <-- shared paper
--
#GIS #spatial #mapping #satellite #remotesensing #earthobservation #geology #tectonics #Kuril #Kamchatka #Russia #Pacific #tsunami #NASA #SWOT #energy #dissipation #risk #hazard #model #modeling #DART #buoy #observation #instrumentation #waveforms #propogation #geodetic #spatialanalysis #spatiotemporal #marine #wave #megathrust #rupture #mechanics #altimetry #forecasting #hydrodynamic -
Satellite Captures The First Detailed Look At A Massive Tsunami
--
https://www.earth.com/news/satellite-captures-the-first-detailed-look-at-a-giant-tsunami/ <-- shared technical article
--
https://doi.org/10.1785/0320250037 <-- shared paper
--
#GIS #spatial #mapping #satellite #remotesensing #earthobservation #geology #tectonics #Kuril #Kamchatka #Russia #Pacific #tsunami #NASA #SWOT #energy #dissipation #risk #hazard #model #modeling #DART #buoy #observation #instrumentation #waveforms #propogation #geodetic #spatialanalysis #spatiotemporal #marine #wave #megathrust #rupture #mechanics #altimetry #forecasting #hydrodynamic -
Satellite Captures The First Detailed Look At A Massive Tsunami
--
https://www.earth.com/news/satellite-captures-the-first-detailed-look-at-a-giant-tsunami/ <-- shared technical article
--
https://doi.org/10.1785/0320250037 <-- shared paper
--
#GIS #spatial #mapping #satellite #remotesensing #earthobservation #geology #tectonics #Kuril #Kamchatka #Russia #Pacific #tsunami #NASA #SWOT #energy #dissipation #risk #hazard #model #modeling #DART #buoy #observation #instrumentation #waveforms #propogation #geodetic #spatialanalysis #spatiotemporal #marine #wave #megathrust #rupture #mechanics #altimetry #forecasting #hydrodynamic -
Light Detection And Ranging Of Natural Systems
--
https://doi.org/10.1038/s43586-025-00446-3 <-- shared paper
--
['primer'/'tutorial'/overview]
#GIS #spatial #mapping #remotesensing #explanation #tutorial #overview #primer #LiDAR #laserscanning #survey #pointcloud #spatialanalysis #airborne #satellite #usecase #vegetation #forest #forestry #resource #wildfire #fuel #elevation #topography #bathymetry #glaciology #glacier #workflow #naturalsystems #applications #algorithms #sensors #geomorphometry #geomorphology #drone #UAV #water #hydrology #groundbased #instrumentation #spatiotemporal #landsurface #landcover -
Soundtrack Predator https://soundtrack.zouluvo.com/predator/
#AlanSilvestri #Predator1987 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Predator https://soundtrack.zouluvo.com/predator/
#AlanSilvestri #Predator1987 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Predator https://soundtrack.zouluvo.com/predator/
#AlanSilvestri #Predator1987 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Predator https://soundtrack.zouluvo.com/predator/
#AlanSilvestri #Predator1987 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Predator https://soundtrack.zouluvo.com/predator/
#AlanSilvestri #Predator1987 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Alien: Resurrection https://soundtrack.zouluvo.com/alien-resurrection/
#JohnFrizzell #AlienResurrection #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Alien: Resurrection https://soundtrack.zouluvo.com/alien-resurrection/
#JohnFrizzell #AlienResurrection #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Alien: Resurrection https://soundtrack.zouluvo.com/alien-resurrection/
#JohnFrizzell #AlienResurrection #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Alien: Resurrection https://soundtrack.zouluvo.com/alien-resurrection/
#JohnFrizzell #AlienResurrection #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack Alien: Resurrection https://soundtrack.zouluvo.com/alien-resurrection/
#JohnFrizzell #AlienResurrection #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack The Terminator https://soundtrack.zouluvo.com/the-terminator/
#BradFiedel #TheTerminator #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack The Terminator https://soundtrack.zouluvo.com/the-terminator/
#BradFiedel #TheTerminator #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack The Terminator https://soundtrack.zouluvo.com/the-terminator/
#BradFiedel #TheTerminator #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack The Terminator https://soundtrack.zouluvo.com/the-terminator/
#BradFiedel #TheTerminator #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Soundtrack The Terminator https://soundtrack.zouluvo.com/the-terminator/
#BradFiedel #TheTerminator #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #OriginalScore #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Original Motion Picture Soundtrack https://soundtrack.zouluvo.com/predator-2/
#AlanSilvestri #Predator2 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #SoundtrackOriginal #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Original Motion Picture Soundtrack https://soundtrack.zouluvo.com/predator-2/
#AlanSilvestri #Predator2 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #SoundtrackOriginal #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Original Motion Picture Soundtrack https://soundtrack.zouluvo.com/predator-2/
#AlanSilvestri #Predator2 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #SoundtrackOriginal #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Original Motion Picture Soundtrack https://soundtrack.zouluvo.com/predator-2/
#AlanSilvestri #Predator2 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #SoundtrackOriginal #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Original Motion Picture Soundtrack https://soundtrack.zouluvo.com/predator-2/
#AlanSilvestri #Predator2 #Soundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #Film #SoundtrackOriginal #MusiqueInstrumentale #BandeSonore #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #AmbianceMusicale #MusiquePourFilm #FilmScore #SoundtrackAlbum
-
Original Motion Picture Soundtrack The Retreat https://soundtrack.zouluvo.com/the-retreat/
#StephCopeland #TheRetreatOriginalMotionPictureSoundtrack #MusiqueDeFilm #BandeOriginale #Compositeur #Partition #Score #Orchestre #AmbianceSonore #ThèmeMusical #Mélodie #FilmScore #OriginalScore #MusiqueInstrumentale #Soundtrack #BandesSonores #Mixage #Enregistrement #Orchestration #MusiqueDramatique #Instrumentation #BandeSon #CompositionMusicale #MusiqueOriginale #FilmMusic #MusiqueCinéma #
-
Have You Ever Wondered What A New Concrete Stilling Well [stream gauge] Looked Like?
--
H/T Roy Socolow, USGS
"While doing research on the USGS stream gaging program for a local presentation, [he] found this beautiful image of a classic stilling well from the Kentucky archives. Intakes and valve stems in perfect condition, hand pump and flush tank ready to fill, no kerosene or funky well water smell, and the clock weights on the Stevens recorder have plenty of travel room. Makes them] think of the good old days climbing down well ladders to “muck out” wells. Many of these “tanks” of instrument shelters still exist with either working intakes or as converted bubble gages. Many others have been decommissioned due to safety issues (falling or confined space hazards). Thanks to the men of the #CCC and #WPA..."
#gage #streamflow #instrumentation #hydrology #measurement #history #waterresources #stillingwell #recording #USGS #fedscience #fedservice
@USGS -
The Cabin In The Woods original motion picture https://frimouluxmusic.zouluvo.com/the-cabin-in-the-woods/
#DavidJulyan #TheCabinInTheWoods #partitionorchestrale #bandeoriginale #horreur #suspense #atmosphère #tension #musiquedefilm #compositions #orchestre #thèmesmusicaux #ambiancesombre #DrewGoddard #montagemusical #frissons #mélodie #émotions #horreurcomique #cinémadhorreur #thriller #scènescultes #instrumentation #musiquedramatique #thèmesrépétitifs #sonselectroniques #atmosphérique #musiqueimmersive #soundtrack
-
Beyond the Dataset
On the recent season of the show Clarkson’s farm, J.C. goes through great lengths to buy the right pub. As with any sensible buyer, the team does a thorough tear down followed by a big build up before the place is open for business. They survey how the place is built, located, and accessed. In their refresh they ensure that each part of the pub is built with purpose. Even the tractor on the ceiling. The art is in answering the question: How was this place put together?
A data-scientist should be equally fussy. Until we trace how every number was collected, corrected and cleaned, —who measured it, what tool warped it, what assumptions skewed it—we can’t trust the next step in our business to flourish.
Old sound (1925) painting in high resolution by Paul Klee. Original from the Kunstmuseum Basel Museum. Digitally enhanced by rawpixel.Two load-bearing pillars
While there are many flavors of data science I’m concerned about the analysis that is done in scientific spheres and startups. In this world, the structure held up by two pillars:
- How we measure — the trip from reality to raw numbers. Feature extraction.
- How we compare — the rules that let those numbers answer a question. Statistics and causality.
Both of these related to having a deep understanding of the data generation process. Each from a different angle. A crack in either pillar and whatever sits on top crumbles. Plots, significance, AI predictions, mean nothing.
How we measure
A misaligned microscope is the digital equivalent of crooked lumber. No amount of massage can birth a photon that never hit the sensor. In fluorescence imaging, the point-spread function tells you how a pin-point of light smears across neighboring pixels; noise reminds you that light itself arrives from and is recorded by at least some randomness. Misjudge either and the cell you call “twice as bright” may be a mirage.
In this data generation process the instrument nuances control what you see. Understanding this enables us to make judgements about what kind of post processing is right and which one may destroy or invent data. For simpler analysis the post processing can stop at cleaner raw data. For developing AI models, this process extends to labeling and analyzing data distributions. Andrew Ng’s approach, in data-centric AI, insists that tightening labels, fixing sensor drift, and writing clear provenance notes often beat fancier models.
How we compare
Now suppose Clarkson were to test a new fertilizer, fresh goat pellets, only on sunny plots. Any bumper harvest that follows says more about sunshine than about the pellets. Sound comparisons begin long before data arrive. A deep understanding of the science behind the experiment is critical before conducting any statistics. The wrong randomization, controls, and lurking confounder eat away at the foundation of statistics.
This information is not in the data. Only understanding how the experiment was designed and which events preclude others enable us to build a model of the world of the experiment. Taking this lightly has large risks for startups with limited budgets and smaller experiments. A false positive result leads to wasted resources while a false negative presents opportunity costs.
The stakes climb quickly. Early in the COVID-19 pandemic, some regions bragged of lower death rates. Age, testing access, and hospital load varied wildly, yet headlines crowned local policies as miracle cures. When later studies re-leveled the footing, the miracles vanished.
Why the pillars get skipped
Speed, habit, and misplaced trust. Leo Breiman warned in 2001 that many analysts chase algorithmic accuracy and skip the question of how the data were generated. What he called the “two cultures.” Today’s tooling tempts us even more: auto-charts, one-click models, pretrained everything. They save time—until they cost us the answer.
The other issue is lack of a culture that communicates and shares a common language. Only in academic training is it possible to train a single person to understand the science, the instrumentation, and the statistics sufficiently that their research may be taken seriously. Even then we prefer peer review. There is no such scope in startups. Tasks and expertise must be split. It falls to the data scientist to ensure clarity and collecting information horizontally. It is the job of the leadership to enable this or accept dumb risks.
Opening day
Clarkson’s pub opening was a monumental task with a thousand details tracked and tackled by an army of experts. Follow the journey from phenomenon to file, guard the twin pillars of measure and compare, and reinforce them up with careful curation and open culture. Do that, and your analysis leaves room for the most important thing: inquiry.
#AI #causalInference #cleanData #dataCentricAI #dataProvenance #dataQuality #dataScience #evidenceBasedDecisionMaking #experimentDesign #featureExtraction #foundationEngineering #instrumentation #measurementError #science #startupAnalytics #statisticalAnalysis #statistics
-
Mobile Radar Provides Insights Into Hydrologic Responses In Burn Areas
--
https://doi.org/10.1071/WF24163 <-- shared paper
--
#GIS #spatial #mapping #remotesensing #radar #water #hydrology #engineeringgeology #risk #hazard #massmovement #landslide #debrisflow #mobileobservatory #postfire #rainfall #precipitation #estimation #RockyMountains #streamradar #weatherradar #extremeweather # metrology #wildfire #fire #impacts #monitoring #hydrometeorological #instrumentation #burnarea #burnt #soil #basin #runoff #spatialanalysis #spatiotemporal #remoteareas #planning #management #mitigation -
Seismometers Reveal Earth's Longest-Runout Undersea Sediment Flows In Unprecedented Detail
--
https://phys.org/news/2025-02-seismometers-reveal-earth-longest-runout.html <-- shared technical article
--
https://doi.org/10.1038/s43247-025-02137-z <-- shared paper
--
https://doi.org/10.1016/j.geomorph.2024.109350 <-- shared paper
--
https://doi.org/10.1038/s41561-022-01017-x <-- shared paper
--
#GIS #spatial #mapping #remotesensing #Congo #CongoChannel #bathymetry #seismometers #monitoring #sediment #flow #submarine #massmovement #canyon #infrastructure #pipes #cables #engineeringgeology #geology #model #current #debrisflow #bathymetric #Africa #offshore #coast #coastal #river #WestAfrica #instrumentation #acoustic #doppler #moorings #turbidity #thalweg #morphology #landslides #stratigraphy #seismic #turbiditycurrent #flow #gradient #slope #erosion #risk #hazard #spatialanalysis #spatiotemporal #seabed -
Rapid Response Seafloor Seismology [USGS]
--
https://www.usgs.gov/news/featured-story/rapid-response-seafloor-seismology <-- shared technical article
--
#GIS #spatial #mapping #geology #earthquakes #monitoring #remotesensing #geohazards #marine #massmovement #geology #engineeringgeology #tsunami #volcano #risk #hazard #forecasting #seafloor #seismology #hazardmaps #models #modeling #mitigation #seismograph #seismicwaves #instrumentation #underwater #remote #tectonics
@USGS -
Types Of Remote Sensing - Devices And Their Applications [broad overview]
--
https://eos.com/blog/types-of-remote-sensing/ <-- shared technical article
--
[sharing of this blog post should not be considered an endorsement of this company]
#GIS #spatial #mapping #remotesensing #earthobservation #overview #tutorial #instrumentation #satellite #devices #implementations #radar #laser #sensors #usecase #appliedscience #RADARSAT #TerraSARX #SRTM, #EOSDA #ERS #Sentinel #LANDSAT #insar #ifsar #LiDAR -
Unlocking The Mystery Of Arctic Wetlands' Methane Emissions Surge
—
https://scitechdaily.com/unlocking-the-mystery-of-arctic-wetlands-methane-emissions-surge/ <-- shared technical article
--
https://doi.org/10.1038/s41558-024-01933-3 <-- shared paper
--
#GIS #spatial #mapping #arctic #water #hydrology #methane #boreal #greenhousegases #emissions #permafrost #climatechange #spatialanalysis #spatiotemporal #ecosystems #temperatures #monitoring #CH4 #climatefeedbacks #instrumentation #model #modeling #greening #wetlands -
Unlocking The Mystery Of Arctic Wetlands' Methane Emissions Surge
—
https://scitechdaily.com/unlocking-the-mystery-of-arctic-wetlands-methane-emissions-surge/ <-- shared technical article
--
https://doi.org/10.1038/s41558-024-01933-3 <-- shared paper
--
#GIS #spatial #mapping #arctic #water #hydrology #methane #boreal #greenhousegases #emissions #permafrost #climatechange #spatialanalysis #spatiotemporal #ecosystems #temperatures #monitoring #CH4 #climatefeedbacks #instrumentation #model #modeling #greening #wetlands -
Unlocking The Mystery Of Arctic Wetlands' Methane Emissions Surge
—
https://scitechdaily.com/unlocking-the-mystery-of-arctic-wetlands-methane-emissions-surge/ <-- shared technical article
--
https://doi.org/10.1038/s41558-024-01933-3 <-- shared paper
--
#GIS #spatial #mapping #arctic #water #hydrology #methane #boreal #greenhousegases #emissions #permafrost #climatechange #spatialanalysis #spatiotemporal #ecosystems #temperatures #monitoring #CH4 #climatefeedbacks #instrumentation #model #modeling #greening #wetlands -
Unlocking The Mystery Of Arctic Wetlands' Methane Emissions Surge
—
https://scitechdaily.com/unlocking-the-mystery-of-arctic-wetlands-methane-emissions-surge/ <-- shared technical article
--
https://doi.org/10.1038/s41558-024-01933-3 <-- shared paper
--
#GIS #spatial #mapping #arctic #water #hydrology #methane #boreal #greenhousegases #emissions #permafrost #climatechange #spatialanalysis #spatiotemporal #ecosystems #temperatures #monitoring #CH4 #climatefeedbacks #instrumentation #model #modeling #greening #wetlands -
Unlocking The Mystery Of Arctic Wetlands' Methane Emissions Surge
—
https://scitechdaily.com/unlocking-the-mystery-of-arctic-wetlands-methane-emissions-surge/ <-- shared technical article
--
https://doi.org/10.1038/s41558-024-01933-3 <-- shared paper
--
#GIS #spatial #mapping #arctic #water #hydrology #methane #boreal #greenhousegases #emissions #permafrost #climatechange #spatialanalysis #spatiotemporal #ecosystems #temperatures #monitoring #CH4 #climatefeedbacks #instrumentation #model #modeling #greening #wetlands