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Industry and robotics · Work and skills · Trade, resources and supply chains

Industri Maju dan Robotika di Reports

Inovasi industri, otomasi, robotika, dan ketahanan proses pada sistem. This page shows the series it feeds, the evidence behind it and how to contribute.

Seri
2
Sistem
3
Metode
8
01In brief

What this area brings to the editions.

Inovasi industri, otomasi, robotika, dan ketahanan proses pada sistem.

02Bidang

Advanced Industry and Robotics on the map.

Peta interaktif memerlukan JavaScript. Daftar lapisan dan sumber tersedia di bawah.

Lapisan 3

Keterpaparan infrastruktur, untuk halaman ini

Tentang lapisan ini
Bukti
Teramati
Sumber
VIIRS Black Marble (VNP46A2) (NASA LAADS DAAC)
Penyedia
NASA LAADS DAAC
Lisensi
Data terbuka NASA
Tahun data
harian; radiansi satelit, dikoreksi untuk cahaya bulan dan atmosfer
Terbaru saat build
2026-10-12
Resolusi
kisi sekitar 500 m
Ketidakpastian
Pancaran radiasi satelit pada malam hari untuk tanggal yang ditampilkan; cahaya adalah proksi penggunaan listrik dan pemadaman, bukan ukuran pasokan atau akses.
Dijangkau melalui
gibs.earthdata.nasa.gov, hanya setelah Anda mengizinkan peta langsung
Tentang lapisan ini
Bukti
Estimasi
Sumber
Gridded Population of the World v4.11 (NASA SEDAC (CIESIN, Universitas Columbia))
Penyedia
NASA SEDAC (CIESIN, Universitas Columbia)
Lisensi
CC BY 4.0
Tahun data
produk statis; estimasi berbasis sensus, statis (2020)
Resolusi
kisi sekitar 1 km
Ketidakpastian
Estimasi berbasis sensus jumlah penduduk per kilometer persegi pada 2020, ditampilkan sebagai konteks keterpaparan; bukan hitungan orang yang terdampak bahaya apa pun.
Dijangkau melalui
gibs.earthdata.nasa.gov, hanya setelah Anda mengizinkan peta langsung
Tentang lapisan ini
Bukti
Teramati (awan menyisakan celah)
Sumber
Produk Banjir Global VIIRS (NASA LANCE)
Penyedia
NASA LANCE
Lisensi
Data terbuka NASA
Tahun data
harian; deteksi satelit; awan menyisakan celah
Terbaru saat build
2026-10-14
Resolusi
kisi sekitar 250 m
Ketidakpastian
Deteksi satelit; awan menyisakan celah. Raster satelit atau model sebagaimana diterbitkan penyedia. Awan, celah jalur sapuan, dan galat pengambilan data menyisakan celah dan derau; nilai-nilainya adalah indikator, bukan pengukuran di suatu tempat.
Dijangkau melalui
gibs.earthdata.nasa.gov, hanya setelah Anda mengizinkan peta langsung
Tentang lapisan ini
Bukti
Teramati
Sumber
Reflektansi terkoreksi VIIRS NOAA-20 (NASA LANCE)
Penyedia
NASA LANCE
Lisensi
Data terbuka NASA
Tahun data
harian; citra satelit
Terbaru saat build
2026-10-14
Resolusi
kisi sekitar 250 m
Ketidakpastian
Citra satelit. Raster satelit atau model sebagaimana diterbitkan penyedia. Awan, celah jalur sapuan, dan galat pengambilan data menyisakan celah dan derau; nilai-nilainya adalah indikator, bukan pengukuran di suatu tempat.
Dijangkau melalui
gibs.earthdata.nasa.gov, hanya setelah Anda mengizinkan peta langsung
Tentang lapisan ini
Bukti
Dimodelkan (tahun terbaru yang diterbitkan GIBS)
Sumber
MODIS Terra and Aqua land cover (MCD12Q1) (NASA LP DAAC)
Penyedia
NASA LP DAAC
Lisensi
Data terbuka NASA
Tahun data
tahunan; klasifikasi satelit; tahun terbaru yang diterbitkan GIBS
Terbaru saat build
2024-01-01
Resolusi
kisi sekitar 500 m
Ketidakpastian
Kelas tutupan lahan satelit untuk tahun yang ditampilkan, termasuk lahan pertanian; klasifikasi dengan kesalahan yang diketahui, bukan register pertanian.
Dijangkau melalui
gibs.earthdata.nasa.gov, hanya setelah Anda mengizinkan peta langsung
Tentang lapisan ini
Bukti
Teramati (awan menyisakan celah)
Sumber
MODIS Terra EVI (NASA LANCE)
Penyedia
NASA LANCE
Lisensi
Data terbuka NASA
Tahun data
harian; indeks satelit; awan menyisakan celah
Terbaru saat build
2026-10-13
Resolusi
kisi sekitar 250 m
Ketidakpastian
Indeks vegetasi satelit selama 8 hari hingga tanggal yang ditampilkan, indikator kondisi habitat; bukan ukuran spesies atau keanekaragaman hayati.
Dijangkau melalui
gibs.earthdata.nasa.gov, hanya setelah Anda mengizinkan peta langsung

Terbaru yang tersedia

NASA GIBS / EOSDIS · ASTER GDEM (METI, NASA) · Blue Marble (NASA) · © kontributor OpenStreetMap (ODbL) · Natural Earth

Memuat citra NASA terbaru.

Seret untuk menggeser. Ctrl atau ⌘ dan gulir, cubit, atau gunakan tombol untuk memperbesar. Arahkan kursor untuk melihat nilai di bawah penunjuk. Setel ulang untuk kembali ke wilayah.

Keterpaparan infrastruktur, dibingkai pada Jerman.Produk satelit dan model sebagaimana diterbitkan NASA, masing-masing dengan tanggalnya sendiri. Produk ini adalah indikator, bukan penilaian atas tempat mana pun.

Data: NASA GIBS · ASTER GDEM · Blue Marble · © kontributor OpenStreetMap · Natural Earth · NASA EONET · U.S. Geological Survey · NASA JPL OPERA DIST-ALERT

Sumber dan lisensi

  • We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). Data terbuka NASA
  • We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS). Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). Data terbuka NASA
  • Cahaya malam VIIRS Black Marble, NASA Goddard Space Flight Center. Didistribusikan oleh NASA Level-1 and Atmosphere Archive and Distribution System (LAADS DAAC). Citra melalui NASA GIBS. Warna digambar ulang dari peta warna yang diterbitkan. Nilai dirata-ratakan ke dalam sel H3 bila ditampilkan (dimodifikasi). Data terbuka NASA
  • Center for International Earth Science Information Network (CIESIN), Columbia University. 2018. Gridded Population of the World, Version 4 (GPWv4): Population Density, Revision 11. NASA Socioeconomic Data and Applications Center (SEDAC). Dilisensikan di bawah CC BY 4.0. Warna digambar ulang dari peta warna yang diterbitkan. Nilai dirata-ratakan ke dalam sel H3 bila ditampilkan (dimodifikasi). doi:10.7927/H49C6VHW. CC BY 4.0
  • Produk near-real-time VIIRS (banjir, suhu permukaan daratan, tutupan salju, reflektansi terkoreksi), NASA LANCE. Citra melalui NASA GIBS. Warna digambar ulang dari peta warna yang diterbitkan. Nilai dirata-ratakan ke dalam sel H3 bila ditampilkan (dimodifikasi). Data terbuka NASA
  • MODIS land products (vegetation indices, gross primary production, land cover), NASA LP DAAC and LANCE; imagery via NASA GIBS. Colours redrawn from the published colour map; values averaged into H3 cells where shown (modified). Data terbuka NASA
  • ASTER GDEM adalah produk METI dan NASA (ASTER Global Digital Elevation Model V003, NASA LP DAAC). Citra melalui NASA GIBS. Warna digambar ulang dari peta warna yang diterbitkan. Nilai dirata-ratakan ke dalam sel H3 bila ditampilkan (dimodifikasi). Kutip sebagai: NASA/METI/AIST/Japan Spacesystems and U.S./Japan ASTER Science Team (2019). ASTER Global Digital Elevation Model V003. doi:10.5067/ASTER/ASTGTM.003. Data terbuka NASA
  • Dibuat dengan Natural Earth. Data peta vektor dan raster gratis @ naturalearthdata.com. Domain publik
  • © kontributor OpenStreetMap (ODbL), melalui NASA GIBS (garis pantai, batas wilayah, jalan, dan nama tempat). Warna digambar ulang dari peta warna yang diterbitkan. Nilai dirata-ratakan ke dalam sel H3 bila ditampilkan (dimodifikasi). ODbL
  • Blue Marble, NASA Earth Observatory. Citra melalui NASA GIBS. Warna digambar ulang dari peta warna yang diterbitkan. Nilai dirata-ratakan ke dalam sel H3 bila ditampilkan (dimodifikasi). Data terbuka NASA
  • Konteks pada globe dan peta datar: garis pantai, batas wilayah, jalan, dan nama tempat dari lapisan acuan NASA GIBS (data OpenStreetMap, ODbL, © kontributor OpenStreetMap). Citra Blue Marble sebagai peta dasar opsional. Medan 3D dan keterangan elevasi dari indeks warna elevasi ASTER GDEM (kelas 5 m hingga 200 m, dilebih-lebihkan agar terbaca). Batas wilayah digambar sebagaimana diterbitkan dan tidak menyiratkan posisi atas wilayah mana pun.
  • Globe: MapLibre GL JS 6.9.1, BSD-3-Clause, © kontributor MapLibre.
  • Peristiwa langsung: NASA Earth Observatory Natural Event Tracker (EONET). Peristiwa bersifat indikatif dan mempertahankan tautan sumber aslinya.
  • Langsung: NASA EONET. Peristiwa bersifat indikatif, bukan peringatan otoritas.
  • Langsung: U.S. Geological Survey. Peristiwa bersifat indikatif, bukan peringatan otoritas.
  • Observed (EO): NASA JPL OPERA DIST-ALERT (contains modified Copernicus Sentinel data 2026). We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
  • NASA GIBS: We acknowledge the use of imagery provided by services from NASA’s Global Imagery Browse Services (GIBS), part of NASA’s Earth Science Data and Information System (ESDIS).
  • Prakiraan debit sungai, 30 hari dengan rentang (GloFAS melalui Open-Meteo): Contains modified Copernicus Emergency Management Service information 2026; bukan peringatan banjir.
  • Data cuaca oleh Open-Meteo.com (https://open-meteo.com/), dilisensikan di bawah CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/).
  • Lapisan opsional (12 sumber dalam daftar lapisan: langsung, prakiraan, teramati, dan konteks) mencantumkan kredit penyedianya di peta dan di sini saat diaktifkan; prakiraan adalah keluaran model dan indeks turunan adalah estimasi.

Lapisan dan tanggal

  • Cahaya malam, harian: VIIRS Black Marble (VNP46A2), NASA LAADS DAAC · 12 Okt 2026
  • Kepadatan penduduk, 2020: Penduduk: CIESIN, Columbia University, Gridded Population of the World v4.11 (2018), NASA SEDAC, CC BY 4.0 · statis
  • Genangan banjir, komposit 3 hari: VIIRS Global Flood Product, NASA LANCE · 14 Okt 2026
  • Warna asli: reflektansi terkoreksi VIIRS NOAA-20, NASA LANCE · 13 Okt 2026
  • Tipe tutupan lahan (IGBP), tahunan: MODIS Terra and Aqua land cover (MCD12Q1), NASA LP DAAC · 2024
  • Indeks vegetasi yang ditingkatkan, rata-rata bergulir 8 hari: MODIS Terra EVI, NASA LANCE · 13 Okt 2026

03In the editions

9 findings of the drafted editions that bear on Advanced Industry and Robotics.

Drawn from the Baseline Edition 2026 drafts through the sistem this area reads. Each opens at its anchor in its edition, with its numbered sources.

  1. AREUni Emirat ArabAt least 80% of food consumed is imported; arable land is 0.8% of land area and cereal production was about 20,000 tonnes in 2024.REPORTED · COUNTRY-ARE-FOO-007
  2. ARGArgentinaThe 2022–23 drought cut the wheat harvest by 44% to 12.4 million tonnes and soybeans to 25 million tonnes; farm-sector losses were put at about US$33 billion.REPORTED · COUNTRY-ARG-FOO-006
  3. AUUni AfrikaThe prevalence of undernourishment was 22.3% in 2024, up from 19.3% in 2018; about 288 million people (derived).REPORTED · COUNTRY-AU-FOO-005
  4. AUSAustraliaThe food production index was 122.5 in 2024 against 109.4 in 2023; agricultural land was 369 million hectares in 2021–22.REPORTED · COUNTRY-AUS-FOO-009
  5. BRABrasilThe 2025/26 grain harvest is estimated at 360.8 Mt on 83.5 million hectares, and agricultural value added grew 11.7% in 2025.REPORTED · COUNTRY-BRA-FOO-008
  6. CHESwissThe Federal Council offered CHF 54 million in interest-free operating loans to farm businesses after the 2026 drought, and the contribution text sets a goal that domestic production covers at least 50% of food needs.REPORTED · COUNTRY-CHE-FOO-006
  7. CHNTiongkokGrain output was 714.88 million tonnes in 2025; the FAO records 657.5 million tonnes of cereals and cereal imports well below average for 2025/26.REPORTED · COUNTRY-CHN-FOO-009
  8. EUUni EropaThe Russian share of EU gas imports fell from 45% to 12% in 2025, and a regulation to phase out Russian gas has been in force since 3 February 2026.REPORTED · COUNTRY-EU-TRD-005
  9. GS-02Energi GlobalThe top refining country’s average share of key energy minerals rose to 72% in 2025 from 70% in 2023, excluding rare earths, and the mineral tariff codes under Chinese export controls tripled since 2023.REPORTED · SECTOR-ENERGY-GLOBAL-MIN-010
04Evidence path

From Foundry evidence to the series.

The evidence, step by step, from the sistem this area reads to the series it feeds.

How Advanced Industry and Robotics reaches Laporan: what it reads, how it reads it, the sealed cut and the series it feeds.

LangkahApa yang terjadiSumber
01 What it readsAdvanced Industry and Robotics reads NXS-FAC (cetak biru, build, dan penandatanganan) , dan NXS-OPS (instrumen, sensor, dan kalibrasi): governed sources with their releases, never a value without its source.
02 How it reads themRobotics and automation and Materials science and chemistry turn the evidence into findings, with assumptions and limits stated beside each value.
03 The cut is sealedEach quarter the evidence is sealed in one cut, so OBSERVED, REPORTED and ESTIMATED values stay apart and every edition can be rebuilt.
04 The series it feedsThe cut feeds Exponential Technology and Global Sector Risk and Resilience, from the Baseline Edition 2026 into the quarterly series.
05 Who decidesDecisions stay with the authorities that hold them, under their own rules; an edition informs a decision and never makes it.

A teaching model of the evidence path, not a forecast and not a record of any run; the systems, methods and series named come from the registries. Sources: Industri Maju dan Robotika di Reports (2026); Advanced Industry and Robotics home (2026).

05Seri

The series it feeds, and what backs each.

SeriFoundry systems it draws onAcademy disciplinesSeries home
Teknologi EksponensialNXS-NXQ (perangkat lunak, model, dan siklus hidup kapabilitas) the capability catalogue and fitness assessments of machine capabilities
NXS-LAB (penelitian, eksperimen, dan simulasi) benchmark comparisons and experiment records for fast-changing technologies
Kecerdasan buatan dan pembelajaran mesin
Tata kelola inovasi dan teknologi garda depan
Teknologi kuantum
Exponential Technology series home
Risiko dan Ketahanan Sektor GlobalThe Global Risks Index (NXS-GRX) one sector’s structure, dependencies and concentration measures
NXS-EOP (observasi bumi dan kembaran digital) observed change in the sector’s assets and their surroundings
Perdagangan, rantai pasok, dan geoekonomi
Infrastruktur kritis and lifelines
Global Sector Risk and Resilience series home
09Berkontribusi

Contribute on Advanced Industry and Robotics.

Evidence, a case, a correction, a method or profile input on this subject. The composer tags it with this area and its series.

Contribution composer

Write a contribution the editor can act on.

Say what it is, where its record is kept and on which licence. It arrives tagged with this page, its area and its gateway, so it reaches the editor who owns it.

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10Sains terbuka

Open science for Advanced Industry and Robotics.

How a contribution on this subject is deposited, identified, credited, licensed and found, and the metadata for it prefilled from this page.

Advanced Industry and Robotics’s open record

Bidang
Industri Maju dan Robotika
Feeds
Exponential Technology, Global Sector Risk and Resilience
Catatan
A UNI for every accepted contribution; cited with its DOI in the edition that uses it
Tautan
isSupplementTo the edition it informs; isNewVersionOf its earlier version
Lisensi
CC BY 4.0 (SPDX CC-BY-4.0) for original material; metadata CC0 1.0

Credit and identity

ORCID
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ROR
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CRediT
Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualisation, Writing, review and editing
Akun
None needed to contribute; never a password

Find and follow

Search the open indexes for Advanced Industry and Robotics; software is cited by its SWHID from Software Heritage. Annotation is your choice: Hypothesis opens this page in its own viewer.

Mirrors and harvest

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InvenioRDM metadata for a contribution on Advanced Industry and Robotics, prefilled from this page
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11Terbaru

Releases for this area.

Releases tagged to this area appear here once released.

LaporanBerkontribusi

Send evidence on Advanced Industry and Robotics.

Reports is the Consortium’s quarterly publication, written by six desks. This page sits with the Global Centre for Risk and Innovation (GCRI) Sistem Global Centre for Risk and Innovation (GCRI). Apa yang Anda ketahui tentang topik ini dapat menjadi bukti, studi kasus, atau koreksi pada edisi berikutnya, dengan mencantumkan nama Anda dan diterbitkan di bawah CC BY 4.0 jika itu karya Anda sendiri. Jika terkirim ke meja yang salah, kiriman diteruskan, bukan ditolak.

Meja Bukti Sistem GCRIIndustri Maju dan RobotikaTeknologi EksponensialRisiko dan Ketahanan Sektor Global
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Bring what you know to the next edition.

Every quarter closes on a sealed evidence cut. Contributions received before the cut are reviewed for that edition; later ones wait for the next.

CC BY 4.0 Free to read. Text and figures: CC BY 4.0. Data: CC0 1.0. Authors keep copyright. Published by GCRI Canada.