Reports · GCRI · Established
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
What this area brings to the editions.
Inovasi industri, otomasi, robotika, dan ketahanan proses pada sistem.
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
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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
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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
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Papan ketik, dengan peta terfokus
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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
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.
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
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.
| Langkah | Apa yang terjadi | Sumber |
|---|---|---|
| 01 What it reads | Advanced 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 them | Robotics and automation and Materials science and chemistry turn the evidence into findings, with assumptions and limits stated beside each value. | |
| 03 The cut is sealed | Each 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 feeds | The cut feeds Exponential Technology and Global Sector Risk and Resilience, from the Baseline Edition 2026 into the quarterly series. | |
| 05 Who decides | Decisions 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).
The series it feeds, and what backs each.
| Seri | Foundry systems it draws on | Academy disciplines | Series home |
|---|---|---|---|
| Teknologi Eksponensial | NXS-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 Global | The 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 |
The systems, methods and teaching behind it.
- NXS-FACNXS-FACNXS-FACNXS-FAC
- NXS-OPSNXS-OPSNXS-OPSRooms: Instruments, Metrology.
- NXS-LABNXS-LABNXS-LABRooms: Experiments, Benchmarks.
- Metode STEMSTEM CommonsRobotika dan otomasiThe canonical method page, with its limits.
- Metode STEMSTEM CommonsIlmu material dan kimiaThe canonical method page, with its limits.
- Metode STEMSTEM CommonsRekayasa keselamatan proses dan industriThe canonical method page, with its limits.
- Metode STEMSTEM CommonsRekayasa sistemThe canonical method page, with its limits.
- Metode STEMSTEM CommonsOptimisasi dan riset operasiThe canonical method page, with its limits.
- Metode STEMSTEM CommonsSensor, IoT, dan jaringan observasiThe canonical method page, with its limits.
- Academy disciplineRisk AcademyIndustri maju, manufaktur, dan materialFakultas Infrastruktur, Energi, dan Industri
- Academy disciplineRisk AcademyBahaya teknologi, industri, dan NatechFakultas Bahaya, Bencana, dan Ketahanan
- Academy disciplineRisk AcademyRobotika dan sistem otonomFakultas Teknologi dan Sistem Digital
- Academy disciplineRisk AcademyPolusi dan kesehatan lingkunganFakultas Kesehatan dan Masyarakat
- BidangGCRIIndustri dan robotikaThe field across science, governance and finance.
- BidangGCRIPekerjaan dan keterampilanThe field across science, governance and finance.
- BidangGCRIPerdagangan, sumber daya, dan rantai pasokThe field across science, governance and finance.
Where the same subject is reported elsewhere.
- Counterpart · GRFLaporanInnovation NexusShared: Industry and robotics.
- Counterpart · GRALaporanPrivate Equity NexusShared: Industry and robotics.
- Standards areaNexus StandardsPerangkat lunak dan rantai pasokTrust, verification and assurance. Parts NS-12, NS-11, NS-1.
- Standards areaNexus StandardsStandar risiko sosial dan informasiGovernance, security and society. Parts NS-0, NS-9, NS-11, NS-12.
- Standards areaNexus StandardsRisiko rantai pasok dan perdaganganIndustry, trade and supply chains. Parts NS-0, NS-3, NS-9, NS-10, NS-11, NS-12.
- Standards areaNexus StandardsTransportasi, logistik, dan rantai pasokIndustry, trade and supply chains. Parts NS-0, NS-3, NS-9, NS-11.
- Standards areaNexus StandardsIndustri dan manufakturIndustry, trade and supply chains. Parts NS-0, NS-9, NS-11, NS-12.
- Standards areaNexus StandardsRiset, akademisi, dan pendidikanCommunities, learning and contribution. Parts NS-0, NS-1, NS-2, NS-4, NS-8, NS-12.
Contribute on Advanced Industry and Robotics.
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Open science for Advanced Industry and Robotics.
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Advanced Industry and Robotics’s open record
- Bidang
- Industri Maju dan Robotika
- Feeds
- Exponential Technology, Global Sector Risk and Resilience
- Catatan
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- Tautan
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