Distributed Fibre Sensing
DAS, DTS dan DSS yang serasi memerhati fenomena spatial di sepanjang koridor.
01 · Why this observatory
Continuous + selective observation.
IDRCIN combines distributed fibre sensing, autonomous specialised point sensing, UAV / remote sensing and temporal reconstruction. Different scientific questions require different capture modes. Penyelidikan Question First remains the governing rule.
Autonomi Point Sensing
Probe tempatan khusus hanya dipertimbangkan apabila gentian tidak dapat menjawab soalan dengan secukupnya.
UAV / Remote Sensing
Tinjauan LiDAR, RGB dan terma yang ditakrifkan oleh penyelidikan menyediakan geometri rupa bumi dan kanopi.
Temporal Reconstruction
Chainage, XYZ, keadaan instrumen dan masa diselaraskan dalam Temporal Digital Twin yang dicadangkan.
Fibre-First scientific decision rule
Penyelidikan question
Bolehkah gentian mengukurinya secara memadai?
YESUse fibreTeragih atau titik akhir, tertakluk kepada keserasian.
NOAdakah siasatan titik fizikal perlu dari segi saintifik?TIDAK: jangan gunakan. YA: gunakan satu unit saintifik autonomi.
02 · Approved architecture
Keutamaan gentian, dengan instrumen jarang yang ditakrifkan oleh penyelidikan.
Garis dasar fizikal yang diluluskan kekal sebagai satu kabel kanopi ultra-ringan yang mengandungi 5 hingga 6 gentian optik. Ia tidak mempunyai nod gentian elektronik perantaraan, DAQ perantaraan, atau pengulang bertenaga.
UAV / LiDAR
DSM · DTM · CHMFIBRE SENSING
DAS · DTS · DSSAUTONOMOUS POINT SENSING
Selected scientific pods
DSM · DTM · CHMFIBRE SENSING
DAS · DTS · DSSAUTONOMOUS POINT SENSING
Selected scientific pods
Temporal Digital Twin
Scientific Lapisan DataNeuralOpsPenyelidikan Intelligence
kanopi fibre: DAS / DTS / DSSContinuous spatial corridor
Soil PodRiver PodTree PodMicroclimate Pod
INFRASTRUKTUR KORIDOR FIBER ≠ INSTRUMEN SAINTIFIK AUTONOMI YANG DITAKRIFKAN OLEH PENYELIDIKAN
LoRa pod ialah instrumen penyelidikan yang bebas dan boleh diambil semula. Ia bukan nod gentian perantaraan dan tidak menyokong atau mengulang isyarat gentian.
No mid-corridor fibre podsTiada get laluan darat baharu di dalam hutan simpan.Satelit / NTN belum disahkan
Existing authorised receiver
Komunikasi LoRa langsung dengan kitaran tugas rendah boleh dinilai kepada penerima yang dibenarkan atau stesen penyelidikan sedia ada di mana keadaan RF, belanjawan pautan, kelulusan spektrum dan pengesahan lapangan membenarkan.
Direct satellite / NTN-compatible path
Laluan langsung masa hadapan boleh dipertimbangkan sekiranya dapat dilaksanakan dari segi teknikal dan komersial. Pengecilan kanopi, bayangan rupa bumi, ketersediaan perkhidmatan, kelulusan kawal selia dan pengesahan lapangan masih belum diselesaikan.
Distributed Fibre SensingAutonomi Specialised Point SensingAutonomi LoRa Scientific PodFibre-First Seni BinaPenyelidikan-Defined PelaksanaanSifar Infrastruktur Gerbang Terestrial BaharuTemporal Digital TwinInstrumentasi Boleh Diperoleh Semula / Boleh DipindahkanDo-Not-Deploy Principle
03 · Pelaksanaan sets
Set A / B / C kekal sebagai mod pelaksanaan.
Setiap set boleh menggunakan satu atau lebih mod penderiaan hanya apabila sesuai dari sudut saintifik: FD = Gentian Teragih, FE = Titik Hujung Gentian, AP = Penderia Titik Autonomi, HY = HybrID, RS = Penderiaan Jauh.
Set A · kanopi Observation
FDRSTitik akses hanya jika wajar.
Terutamanya gentian kanopi teragih dan konteks UAV berulang. Pengesan titik adalah pengecualian, bukan diandaikan.
Set B · Autonomi kanopi-to-Ground
FDFEAPHY
Kabel kanopi kekal utama. Titik akhir autonomi/penurunan dan pengambilan semula kekal sebagai sasaran pengesahan.
Set C · Manusia-Assisted Ketepatan Endpoint
FDFEAPHY
Penempatan, penentukuran dan pengambilan semula yang dibantu penyelidik bagi prob ketepatan di titik akhir terpilih.
04 · Aliran Kerja
Question, plan, observe, validate, retrieve.
Pemilihan penderia titik merupakan keputusan rasmi dalam aliran kerja gentian sedia ada, bukan program penggunaan wayarles selari.
05 · Sensing functions
Three acquisition classes, one scientific architecture.
Gentian teragih, instrumentasi titik hujung gentian dan penderiaan titik khusus autonomi adalah saling melengkapi. Ketiga-tiganya mempunyai model ruang, kuasa, muatan dan penyelenggaraan yang berbeza.
DAS · DTS · DSS
Sesuai untuk fenomena ruang di sepanjang koridor gentian yang serasi: tingkah laku terma, getaran, tindak balas berkaitan terikan dan calon peristiwa yang disahkan.
Terminal instrumentation
Pengukuran ketepatan di terminal yang diluluskan atau titik akhir optik. Kuasa dan antara muka bergantung pada instrumen yang dipilih; elektronik sewenang-wenang tidak beroperasi secara langsung melalui gentian pasif.
LoRa scientific pod
Satu probe khusus pada satu titik terpilih. LoRa menghantar ringkasan kecil, peristiwa dan telemetri kesihatan, bukan data mentah jalur lebar tinggi yang berterusan.
| Attribute | Fibre Distributed | Fibre Endpoint | Autonomi Point Pod |
|---|---|---|---|
| Spatial model | Continuous corridor | Terminal point | Selected point |
| Kuasa pada titik pengukuran | Typically passive fibre | Depends on instrument | Battery |
| Communication | Fibre | Fibre / endpoint system | Rendah-duty-cycle LoRa |
| Payload | Tinggi / berterusan pada penginterogasi | Instrument dependent | Small scientific payload |
| Penyelenggaraan | Rendah sepanjang gentian pasif. | Endpoint dependent | Selektif dan bersyarat |
| Best use | Spatial phenomena | Ketepatan endpoint | Specialised physical probe |
One specialised sensor → one autonomous pod
Scientific ProbeSensor InterfaceUltra-Rendah-Power MCUDeterministic MemprosesTempatan Non-Volatile StoranLoRa RadioBattery + Power PengurusanDevice Pantau KesihataningAntenna
Ringan, boleh dikenal pasti, boleh diambil semula, boleh dipindahkan dan boleh diguna semula di mana praktikal. Stesen kekal berskala besar dengan pelbagai sensor memerlukan justifikasi penyelidikan yang jelas.
Ultra-low-duty-cycle lifecycle
Deep Sleep→Wake→Sample→Tempatan Validate→Store→Transmit Decision→Sleep
Operasi normal menghantar ringkasan berkala. Sesuatu peristiwa mungkin mencetuskan muatan padat. Hayat bateri sasaran tertakluk kepada profil pensampelan, beban sensor, keadaan RF dan pengesahan lapangan.
Kehilangan sambungan tidak boleh bermakna kehilangan data.SENSE↓STORE LOCALLY↓RETRY LATER↓RECOVER DURING RETRIEVAL
Storan bercap masa, nombor jujukan, had percubaan semula, pengesanan pendua, keadaan baik terakhir yang diketahui, watchdog, but semula selamat, keadaan bateri/penderia/komunikasi dan metadata penentukuran adalah keperluan konseptual.
06 · Observation corridor
Chainage + XYZ + selected pod locations.
Setiap pod autonomi mesti didaftarkan dalam sistem geospatial yang sama dengan laluan gentian supaya ukuran titik dapat dikaitkan dengan peristiwa teragih, rupa bumi, kanopi dan masa.
Fibre chainageXYZ coordinatesmuka bumikanopiPod locationTime
07 · Temporal terrain / canopy reconstruction
Kembar Digital turut menjejaki instrumen.
DSM, DTM dan CHM kekal sebagai produk spatial terbitan. Pod ialah hamparan aset yang peka masa, bukan bukti bahawa Digital Twin operasi langsung sudah wujud.
DSM
Model Permukaan Digital daripada pulangan kanopi dan permukaan.
DTM
Model rupa bumi terbitan daripada pulangan tanah yang ditapis sekiranya tersedia.
CHM
Derived canopy height model, commonly DSM minus DTM.
Illustrative instrument overlay
pod_idsensor_typeresearch_programdeployment_setsensing_modezonelatitudelongitudeelevationdeployment_dateplanned_retrieval_datebattery_statelast_seencommunication_statesensor_healthcalibration_versionfirmware_versiondata_completenessretrieval_statusPOD-SOIL-01ONLINEIllustrative status only
POD-RIVER-02NO RECENT DATAIllustrative status only
POD-TREE-03CALIBRATION DUEIllustrative status only
POD-RAIN-04RETRIEVAL DUEIllustrative status only
08 · Set comparison
Capability is research-defined, never automatic.
Mungkin bermaksud tersedia secara seni bina untuk penilaian. Ia tidak bermaksud diluluskan, wajib atau disahkan di setiap lokasi.
| Capability | Set A | Set B | Set C |
|---|---|---|---|
| Distributed fibre sensing | Primary | Primary | Primary |
| Fibre endpoint sensing | Possible | Penyelidikan-defined | Ketepatan endpoint |
| Autonomi point sensing | Selective candidate | Possible where validated | Penyelidikan-defined |
| LoRa required | No | No | No |
| Battery instrument possible | Conditional | Candidate | Possible |
| Manusia calibration | Reference visits | Penyelidikan-defined | Primary role |
| Retrieval method | Corridor campaign | Autonomi target / human fallback | Manusia-assisted |
| Penyelidikan-specific probe | Exceptional | Where justified | Where justified |
09 · 6-fibre baseline
1 cable × 6 optical fibres + sparse out-of-band pods.
LoRa tidak ditetapkan kepada saluran gentian. Garis dasar enam gentian kekal tidak berubah; pod autonomi ialah instrumen saintifik bebas.
F1 baseline
DTS di sepanjang koridor. Tafsiran memerlukan gentian yang serasi, bajet optik, penentukuran dan konteks persekitaran.
F1DistributedNo LoRa channel
6-FIBRE CORRIDOR+SPARSE AUTONOMOUS SCIENTIFIC PODSSistem pelengkap. Tiada rangkaian gerbang daratan baharu.
10 · Sensor & instrument library
40 structured instrument classes.
Bilangan instrumen tidak sama dengan bilangan penyelidikan. Perpustakaan ini memisahkan prinsip pengukuran, mod, kuasa, komunikasi, penentukuran, penyelenggaraan, kematangan dan had.
40 classes
FIBRE DISTRIBUTEDESTABLISHED / IDRCIN INTEGRATION
DTS interrogator
Temperature-related fibre response vs chainage/time
- Domain
- Fibre
- Spatial
- Continuous corridor
- Power
- Terminal power
- Communication
- Optik fibre
- Direct / Derived
- Direct after calibration
- Calibration
- Traceable thermal reference
- Penyelenggaraan
- Rendah sepanjang korIDor pasif
- Programmes
- 01, 16, 25, 57
Limitation: Gentian terdedah tidak secara automatik berada pada suhu udara persekitaran.
FIBRE DISTRIBUTEDESTABLISHED / IDRCIN INTEGRATION
DAS interrogator
Distributed mechanical response
- Domain
- Fibre
- Spatial
- Continuous corridor
- Power
- Terminal power
- Communication
- Optik fibre
- Direct / Derived
- Direct signal; events derived
- Calibration
- Labelled mechanical references
- Penyelenggaraan
- Rendah sepanjang korIDor pasif
- Programmes
- 02, 04-10
Limitation: Mechanical coupling governs detectability.
FIBRE DISTRIBUTEDPILOT
DSS interrogator
Distributed strain-related response
- Domain
- Fibre
- Spatial
- Selected corridor
- Power
- Terminal power
- Communication
- Optik fibre
- Direct / Derived
- Direct after compensation
- Calibration
- Rujukan mekanikal dan terma
- Penyelenggaraan
- Rendah sepanjang korIDor pasif
- Programmes
- 03
Limitation: Keserasian kabel dan pemindahan terikan memerlukan pengesahan ID.
FIBRE ENDPOINTCANDIDATE
FBG endpoint array
Terikan optik / suhu pada titik terminal
- Domain
- Fibre
- Spatial
- Terminal point
- Power
- Interrogator dependent
- Communication
- Optik fibre
- Direct / Derived
- Direct
- Calibration
- Reference load / temperature
- Penyelenggaraan
- Endpoint dependent
- Programmes
- Penyelidikan-defined
Limitation: Tidak ditetapkan kepada garis dasar enam gentian sehingga semakan keserasian dijalankan.
FIBRE ENDPOINTCANDIDATE
Optik endpoint spectrometer
Penyelidikan-defined optical endpoint signal
- Domain
- Fibre
- Spatial
- Terminal point
- Power
- Terminal power
- Communication
- Optik fibre
- Direct / Derived
- Direct
- Calibration
- Kaedah-specific
- Penyelenggaraan
- Endpoint dependent
- Programmes
- Penyelidikan-defined
Limitation: Prinsip pengukuran dan belanjawan optik masih belum dipilih.
FIBRE ENDPOINTRESEARCH-DEFINED
Air temperature probe
Air temperature
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct
- Calibration
- Traceable temperature reference
- Penyelenggaraan
- Selective
- Programmes
- 12, 23, 25, 57
Limitation: Perisai sinaran dan aliran udara mempengaruhi bacaan.
FIBRE ENDPOINTESTABLISHED
Relative humidity probe
Relative humidity
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct
- Calibration
- Humidity reference
- Penyelenggaraan
- Selective
- Programmes
- 11, 12, 17, 23, 25, 57
Limitation: Hanyutan dan pemeluwapan memerlukan pemeriksaan.
FIBRE ENDPOINTESTABLISHED
PAR sensor
Photosynthetically active radiation
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct
- Calibration
- Radiometric calibration
- Penyelenggaraan
- Selective
- Programmes
- 14, 25
Limitation: Orientasi dan penempatan kanopi mempengaruhi tafsiran.
FIBRE ENDPOINTESTABLISHED
Solar irradiance sensor
Incoming solar radiation
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct
- Calibration
- Radiometric calibration
- Penyelenggaraan
- Selective
- Programmes
- 13, 25
Limitation: Pembayangan dan perataan mempengaruhi bacaan.
FIBRE ENDPOINTESTABLISHED
UV sensor
Ultraviolet exposure
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct
- Calibration
- Radiometric calibration
- Penyelenggaraan
- Selective
- Programmes
- 15
Limitation: Respons spektrum dan perisai memerlukan dokumentasi.
FIBRE ENDPOINTESTABLISHED
Barometric pressure sensor
Atmospheric pressure
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct
- Calibration
- Pressure reference
- Penyelenggaraan
- Selective
- Programmes
- 24, 25
Limitation: Pembetulan aras dan pengudaraan kepungan adalah penting.
FIBRE ENDPOINTESTABLISHED
Wind speed / direction sensor
Wind vector
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct
- Calibration
- Wind reference / orientation
- Penyelenggaraan
- Selective
- Programmes
- 04, 08, 18, 19
Limitation: Turbulensi kanopi dan bacaan bias yang semakin meningkat.
AUTONOMOUS LORACANDIDATE / PILOT
Rain gauge
Rainfall amount / intensity
- Domain
- Microclimate
- Spatial
- Selected point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Catch calibration
- Penyelenggaraan
- Moderate
- Programmes
- 20, 21, 23, 38, 50-52
Limitation: Halangan, percikan, belanjawan pautan dan pemilihan tapak memerlukan pengesahan lapangan ID.
FIBRE ENDPOINTESTABLISHED
Leaf-wetness sensor
Surface wetness
- Domain
- Vegetation
- Spatial
- Selected leaf/canopy point
- Power
- Endpoint dependent
- Communication
- Fibre / endpoint system
- Direct / Derived
- Direct proxy
- Calibration
- Reference wetting protocol
- Penyelenggaraan
- Selective
- Programmes
- 22, 23
Limitation: Sudut pemasangan dan keterwakilan permukaan adalah penting.
AUTONOMOUS LORACANDIDATE / PILOT
Tree IMU / inclinometer
Tilt / acceleration
- Domain
- Vegetation
- Spatial
- Selected tree
- Power
- Battery
- Communication
- LoRa event/ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Rujukan orientasi dan kestabilan
- Penyelenggaraan
- Moderate
- Programmes
- 04, 07, 08, 58
Limitation: Kestabilan mount, beban pensampelan dan ambang peristiwa memerlukan pengesahan.
HYBRIDRESEARCH-DEFINED
Acoustic recorder
Tempatan acoustic waveform
- Domain
- Biodiversity
- Spatial
- Selected point
- Power
- Battery
- Communication
- Audio mentah hanya setempat; metadata kesihatan/peristiwa LoRa.
- Direct / Derived
- Direct raw audio
- Calibration
- Acoustic reference / clock
- Penyelenggaraan
- Moderate
- Programmes
- 05, 10
Limitation: LoRa tidak boleh membawa audio mentah secara berterusan.
AUTONOMOUS LORACANDIDATE / PILOT
Soil-moisture probe
Air tanah secara volumetrik atau khusus mengikut kaedah
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Terus selepas penentukuran tanah
- Calibration
- Soil-specific reference
- Penyelenggaraan
- Moderate
- Programmes
- 26, 36-38, 40, 60
Limitation: Sentuhan tanah, tekstur dan gangguan pemasangan adalah penting.
AUTONOMOUS LORACANDIDATE
Soil-temperature probe
Soil temperature
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Traceable temperature reference
- Penyelenggaraan
- Rendah/Moderate
- Programmes
- 27, 33
Limitation: Kedalaman dan geometri pemasangan hendaklah direkodkan.
AUTONOMOUS LORACANDIDATE / PILOT
Soil EC probe
Soil electrical conductivity
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Conductivity standards
- Penyelenggaraan
- Moderate/High
- Programmes
- 28
Limitation: Kelembapan dan suhu mempengaruhi tafsiran.
AUTONOMOUS LORACANDIDATE / PILOT
Soil pH probe
Soil pH
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- pH buffers / field protocol
- Penyelenggaraan
- High
- Programmes
- 29
Limitation: Hanyutan, sentuhan tanah dan servis adalah ketara.
AUTONOMOUS LORAPILOT
Soil oxygen probe
Soil oxygen concentration
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Gas reference
- Penyelenggaraan
- High
- Programmes
- 30
Limitation: Pengedap dan gangguan pemasangan adalah kritikal.
AUTONOMOUS LORAPILOT
Soil ORP electrode
Soil redox potential
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Redox reference
- Penyelenggaraan
- High
- Programmes
- 31
Limitation: Reference electrode drift requires validation.
AUTONOMOUS LORAPILOT
Soil-gas CO2 probe
Soil CO2 concentration
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Gas reference
- Penyelenggaraan
- High
- Programmes
- 32
Limitation: Pemasangan boleh mengubah pertukaran gas.
HYBRIDRESEARCH-DEFINED
Soil respiration chamber
Soil CO2 flux
- Domain
- Soil
- Spatial
- Selected plot
- Power
- Penyelidikan-defined
- Communication
- Data setempat; metadata padat hanya apabila wajar
- Direct / Derived
- Direct protocol measurement
- Calibration
- Flux reference / chamber protocol
- Penyelenggaraan
- High
- Programmes
- 33
Limitation: Tidak diandaikan sebagai pod LoRa kekal; protokol dan beban mungkin memerlukan lawatan.
AUTONOMOUS LORACANDIDATE
Groundwater level logger
Water pressure / level
- Domain
- Hydrology
- Spatial
- Selected well/reference
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Terus selepas pembetulan datum
- Calibration
- Surveyed datum / pressure reference
- Penyelenggaraan
- Moderate
- Programmes
- 34
Limitation: Baiklah, pampasan barometrik dan datum diperlukan.
AUTONOMOUS LORACANDIDATE / PILOT
Tensiometer / piezometer
Pore-water pressure
- Domain
- Soil
- Spatial
- Selected depth/point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Pressure reference
- Penyelenggaraan
- Moderate/High
- Programmes
- 35
Limitation: Installation quality governs usefulness.
AUTONOMOUS LORACANDIDATE
Stream-temperature probe
Water temperature
- Domain
- Hydrology
- Spatial
- Selected stream point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Traceable temperature reference
- Penyelenggaraan
- Moderate
- Programmes
- 41
Limitation: Pemasangan, peneduhan dan pengambilan semula memerlukan pengesahanID.
AUTONOMOUS LORACANDIDATE / PILOT
Water-level sensor
Stage / water level
- Domain
- Hydrology
- Spatial
- Selected stream point
- Power
- Battery
- Communication
- LoRa event/ringkasan; local storage
- Direct / Derived
- Terus selepas pembetulan datum
- Calibration
- Surveyed datum / stage reference
- Penyelenggaraan
- Moderate
- Programmes
- 42, 43, 50, 51
Limitation: Mounting, flood survivability and RF conditions require validation.
AUTONOMOUS LORACANDIDATE / PILOT
Flow / velocity sensor
Water velocity
- Domain
- Hydrology
- Spatial
- Selected channel point
- Power
- Battery / research-defined
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Velocity reference / channel survey
- Penyelenggaraan
- High
- Programmes
- 43, 44, 51
Limitation: Turbulens, serpihan dan pemasangan boleh memesongkan bacaan.
AUTONOMOUS LORACANDIDATE / PILOT
Optik turbidity sensor
Turbidity
- Domain
- Water quality
- Spatial
- Selected water point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Turbidity standards
- Penyelenggaraan
- High
- Programmes
- 45, 52
Limitation: Biofouling dan salutan sedimen adalah risiko utama.
AUTONOMOUS LORACANDIDATE / PILOT
Water pH probe
Water pH
- Domain
- Water quality
- Spatial
- Selected water point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- pH buffers
- Penyelenggaraan
- High
- Programmes
- 46
Limitation: Drift and fouling require servicing.
AUTONOMOUS LORACANDIDATE / PILOT
Water EC / TDS probe
Conductivity / TDS proxy
- Domain
- Water quality
- Spatial
- Selected water point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Conductivity standards
- Penyelenggaraan
- High
- Programmes
- 47
Limitation: Pampasan suhu dan pengotoran adalah penting.
AUTONOMOUS LORACANDIDATE / PILOT
Optik dissolved-oxygen probe
Dissolved oxygen
- Domain
- Water quality
- Spatial
- Selected water point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Air-saturation / zero reference
- Penyelenggaraan
- High
- Programmes
- 48
Limitation: Biofouling, drift and power profile require validation.
AUTONOMOUS LORAPILOT
Water ORP electrode
Water redox potential
- Domain
- Water quality
- Spatial
- Selected water point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Redox reference
- Penyelenggaraan
- High
- Programmes
- 49
Limitation: Penyelenggaraan elektrod rujukan adalah penting.
AUTONOMOUS LORACANDIDATE / PILOT
Sap-flow sensor
Sap-flow proxy / tree water transport
- Domain
- Vegetation
- Spatial
- Selected tree
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct after method calibration
- Calibration
- Species/method reference
- Penyelenggaraan
- High
- Programmes
- 53, 60
Limitation: Spesies, pemasangan dan pembetulan terma adalah penting.
AUTONOMOUS LORACANDIDATE
Dendrometer
Stem diameter change
- Domain
- Vegetation
- Spatial
- Selected tree
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Direct
- Calibration
- Mechanical reference
- Penyelenggaraan
- Moderate
- Programmes
- 54, 55, 60
Limitation: Attachment stability and thermal effects require checks.
AUTONOMOUS LORACANDIDATE
Infrared leaf-temperature sensor
Leaf surface temperature
- Domain
- Vegetation
- Spatial
- Selected leaf/canopy point
- Power
- Battery
- Communication
- LoRa ringkasan; local storage
- Direct / Derived
- Langsung dengan andaian emisiviti
- Calibration
- Thermal reference
- Penyelenggaraan
- Moderate
- Programmes
- 56, 57
Limitation: Sudut pandangan, hanyutan sasaran dan andaian emisiviti adalah penting.
REMOTE SENSINGCANDIDATE / PILOT
UAV LiDAR payload
Georeferenced point cloud
- Domain
- Remote sensing
- Spatial
- Repeated spatial survey
- Power
- Mobile aircraft power
- Communication
- Post-flight survey transfer
- Direct / Derived
- Direct returns; terrain/canopy derived
- Calibration
- Survey control / RTK-PPK
- Penyelenggaraan
- Flight campaign
- Programmes
- 05, 39, 57, 59
Limitation: kanopi penetration, permits and repeat registration need validation.
REMOTE SENSINGESTABLISHED / IDRCIN INTEGRATION
UAV RGB photogrammetry payload
Georeferenced imagery / surface model
- Domain
- Remote sensing
- Spatial
- Repeated spatial survey
- Power
- Mobile aircraft power
- Communication
- Post-flight survey transfer
- Direct / Derived
- Direct imagery; models derived
- Calibration
- Kawalan kamera dan tinjauan
- Penyelenggaraan
- Flight campaign
- Programmes
- 05, 39, 59
Limitation: Weather, lighting and geometry affect reconstruction.
REMOTE SENSINGCANDIDATE / PILOT
UAV thermal-imaging payload
Surface thermal imagery
- Domain
- Remote sensing
- Spatial
- Repeated spatial survey
- Power
- Mobile aircraft power
- Communication
- Post-flight survey transfer
- Direct / Derived
- Direct radiance; temperature derived
- Calibration
- Radiometric / emissivity reference
- Penyelenggaraan
- Flight campaign
- Programmes
- 57
Limitation: Emissivity, atmosphere and registration require validation.
11 · Data relationship graph
Korelasi merentas modaliti, dengan provenans.
An autonomous pod supplies one variable among many. It does not replace fibre or UAV context.
Rainfall Pod+Soil Moisture+DTS Profil→Rewetting Response
Tree Inclinometer+DAS Event+Wind / Rain→Tree Mechanical Response
Water Level+Turbidity+Rainfall+DTM→Hydrological Response
12 · 60 research programmes
Setiap program mempunyai mod penderiaan yang wajar.
LoRa tidak dipaksa dimasukkan ke dalam katalog. Program kekal dipisahkan kepada mod gentian, titik akhir, titik autonomi, hibrid, penderiaan jauh, dan tanpa perkakasan tambahan.
6FIBRE DISTRIBUTED
8FIBRE ENDPOINT
23AUTONOMOUS LORA
17HYBRID
2REMOTE SENSING
4NO ADDITIONAL PHYSICAL SENSOR
60 programmes shown
13 · Penyelidikan outputs & data path
Measurements, derived produk and AI remain distinct.
NeuralOps is an analysis layer, not an LLM behind every sensor. Deterministic validation, immutable raw data and traceable transformations come first.
Distributed Fibre DataAutonomi Point-Sensor DataSpatial UAV DataTemporal Digital Twin DataFusion ProdukValidated Scientific Events
RAW DATA≠DERIVED DATA≠AI INTERPRETATION
SensorDeterministic ValidationTempatan BufferTransmissionIngestionParserQA/QCTime + Location AlignmentCross-Sensor CorrelationEvent / AnomalyAI Penaakulan Only When JustifiedResearcher
Instrument security
- ID peranti unik dan daftar
- Muatan yang disahkan; penyulitan jika berkenaan.
- Sequence checking and anti-replay controls
- Konfigurasi terkawal; tiada perkhidmatan masuk yang tidak diperlukan.
- Firmware ditandatangani untuk perkakasan yang menyokongnya.
- Sejarah audit tanpa jaminan yang tidak disokong
Data integrity
- Immutable raw measurement layer
- Penentukuran dan silsilah perisian tegar
- Pembuatan versi Parser dan QA/QC
- Pengesanan duplikat and completeness flags
- Traceable derived outputs
- Researcher validation before scientific interpretation
14 · Validation, maintenance & limitations
Autonomi instrumentation creates liabilities.
RF, battery, calibration, fouling, enclosure, retrieval and ecological impact must be tested. Satellite / NTN remains not yet validated.
RF performance / canopy attenuation
Candidate requirement; define pilot method and acceptance criteria before deployment.
muka bumi shadowing / link budget
Candidate requirement; define pilot method and acceptance criteria before deployment.
Battery consumption / duty cycle
Candidate requirement; define pilot method and acceptance criteria before deployment.
Enclosure humidity / corrosion
Candidate requirement; define pilot method and acceptance criteria before deployment.
Wildlife interaction / lost pod
Candidate requirement; define pilot method and acceptance criteria before deployment.
Sensor calibration / probe fouling
Candidate requirement; define pilot method and acceptance criteria before deployment.
Tempatan storage integrity / clock accuracy
Candidate requirement; define pilot method and acceptance criteria before deployment.
Kebolehpercayaan Pengambilan / Ketersediaan Perkhidmatan
Candidate requirement; define pilot method and acceptance criteria before deployment.
Kelulusan spektrum dan kawal selia
Candidate requirement; define pilot method and acceptance criteria before deployment.
| Test | Measurement | Pass Condition | Decision |
|---|---|---|---|
| RF | Packet / link performance | Perintis-defined | GO / MODIFY / STOP |
| Battery | Consumption profile | Penyelidikan-cycle viability | GO / MODIFY / STOP |
| Enclosure | Moisture / corrosion | Stable | GO / MODIFY / STOP |
| Scientific | Measurement value | Unique useful data | GO / MODIFY / STOP |
| Retrieval | Recovery success | Acceptable | GO / MODIFY / STOP |
| Ecology | Physical impact | Within approved threshold | GO / MODIFY / STOP |
Condition-based maintenance
Status papan pemuka: DALAM TALIAN, TIADA DATA TERKINI, BATERI RENDAH, KEROSAKAN SENSOR, KOMUNIKASI MEROSOT, TAMAT TEMPOH PENENTUKURAN, TAMAT TEMPOH PENGAMBILAN, DIAMBIL dan HILANG / TIDAK DIPULIHKAN.
No zero-maintenance claim is made.
Ecological accounting
Manfaat: Penempatan jarang, tiada rangkaian gerbang daratan baharu, pengurangan kemasukan berulang, instrumen boleh guna semula/boleh diperoleh semula dan operasi kitaran tugas rendah.
Costs: bateri, elektronik, bahan kepungan, pod yang mungkin hilang, aktiviti pengambilan semula dan interaksi hidupan liar.
Satellite / NTN: NOT YET VALIDATED
Sebarang penggunaan masa hadapan tertakluk kepada pelemahan kanopi, bayangan rupa bumi, analisis belanjawan pautan, ketersediaan perkhidmatan komersial, kelulusan kawal selia dan pengesahan lapangan. Liputan tidak dijamin.
15 · Tadbir Urus & roadmap
Deploy lightly. Observe continuously. Retrieve responsibly.
Prinsip Jangan-Gunakan menghalang elektronik daripada ditambah hanya kerana ia tersedia.
ObserveQuestionUse existing data?Use fibre?Point sensor necessary?Deploy minimallyPelajariRetrieveReuse / relocate
