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Thematic Areas

Research Domains

Thematic Architecture

The WebAIS project is structured into specialized thematic domains, each contributing granular datasets and analytical logic to the core Digital Twin.

Interoperable Layers
TA-1

Environmental Observation

Autonomous field instrumentation and OGC-compliant data synchronization architecture.

Execute Context Analysis
TA-2

Water Resources

Multi-dimensional groundwater and surface water modeling for regional delta systems.

Execute Context Analysis
TA-3

Agriculture & Irrigation

Water productivity metrics and crop-response dynamics under evolving climate stress.

Execute Context Analysis
TA-4

Land System Dynamics

Socio-economic stress analysis and land-use transition monitoring through longitudinal GIS.

Execute Context Analysis
TA-5

Digital Twin (WebAIS)

Centralized analytical engine and integrated modeling hub for sustainable governance.

Execute Context Analysis

Integrated Infrastructure

Each thematic domain is engineered as a decoupled but high-integrity module, feeding synchronized temporal data into the central Decision Support Hub.

TA-01
Operational Tier

Environmental
Observation Network

This thematic domain establishes the critical data backbone of WebAIS, orchestrating a high-precision ecosystem of telemetered sensor nodes and soil-moisture instrumentation.

Scientific Mandate: WP-01

"Responsible for the OGC-compliant data synchronization services and the distributed backend architecture that facilitates temporal continuity across the WebAIS node network."

By leveraging low-latency LO-RA-WAN protocols, TA-1 executes real-time capture of agro-climatic variables, ensuring the Digital Twin remains synchronized with field-site dynamics.

Execute Technical Drilldown
Real-time Node: Online

Protocol: OGC WMS/WFS

Encryption: AES-256

Water Resources Modeling
H2O: Aquifer Model
Hydro Dynamics

Status

Active Simulation

TA-02
Scientific Tier

Water Resources:
Hydro Systems

TA-2 executes multi-scale integration of Bangladesh's hydrological cycles, merging deep-aquifer groundwater dynamics with tidal surface water modeling.

Core WP-02

Groundwater (MODFLOW6)

Regional-scale aquifer stress and saline-intrusion analysis.

Core WP-03

Surface Hydrology (SWAT)

Tidal watershed dynamics and polder-level canal simulations.

By synthesizing MODFLOW and SWAT data streams, WebAIS provides authoritative insights into water availability across farm, scheme, and regional governance tiers.

Execute Hydrological Analysis
TA-03
Agronomic Tier

Irrigation &
Crop Response

TA-3 executes field-scale optimization of water productivity, synthesizing evapotranspiration (ET) modeling with multi-crop phenological response dynamics.

Core Research Protocols

WP-04: DSSAT Modeling

30+ algorithmic models for high-fidelity crop regime simulation.

WP-05/06: In-Situ Trials

Physical validation hubs in Natore, Manikganj, and Satkhira coastal zones.

These scientific modules provide the empirical foundation for resource-efficient irrigation policies, mitigating water footprints while securing yield stability.

Execute Agronomic Review

Field Topology

Experiment Core

GIS Analysis

Sentinel-2 Sync

TA-04
Landscape Tier

Land Systems &
Socio-Economics

TA-4 executes longitudinal monitoring of cropping system transitions and land-use pressure, influencing regional irrigation demand and adaptive governance.

Cropping Transitions

Analyzing production-system shifts and intensive land-use transitions across riparian deltas.

EO Phenology Profiles

Sentinel-derived temporal mapping for precision agronomic and biometric evaluation.

By synthesizing longitudinal GIS data with agrarian surveys, WebAIS provides a holistic understanding of the socio-economic drivers shaping the Bangladesh delta.

Execute Socio-Economic Review
TA-05
Synthesis Tier

WebAIS: The
Digital Twin Engine

TA-5 executes the multi-layered synthesis of field telemery and scientific domains into a unified Digital Twin of the Bangladesh delta system.

Interoperability

Implementing OGC metadata and API standards for institutional data sovereignty.

Security Protocol

Keycloak-governed authentication with multi-tier role authorization.

WP-10 serves as the central orchestration organization, managing the "Data2Decision" pipelines and institutional visualization dashboards for diverse local stakeholders.

De-authorize & Re-auth Platform

CORE ENGINE

Status

Operational

Platform Architecture

Integrated Data Lake Synchronization: v4.0.2