This study examines how transit-oriented development (TOD) frameworks can strengthen urban resilience across mid-sized Indonesian municipalities. Using a mixed-methods approach across six cities, we identify four spatial typologies where TOD measurably improves flood recovery, commute equity, and land-use efficiency under rapid urbanisation.
DOI: 10.5614/j.eng.technol.sci.2025.57.4.1
We synthesise 184 peer-reviewed studies published between 2015 and 2024 to map how supervised, unsupervised, and physics-informed learning methods are being deployed in structural health monitoring. The review benchmarks model families across sensor modalities and identifies open gaps in dataset diversity, on-device inference, and long-horizon generalisation.
DOI: 10.29122/agc.v18i3.2024.08
A three-year airborne LiDAR campaign over northern Semarang captures subsidence rates at sub-centimetre precision. We compare the resulting deformation surface with InSAR and levelling records, then discuss how the fused product can inform zoning and infrastructure renewal in chronically flooded coastal districts.
We develop a cradle-to-grave carbon accounting model for precast modular housing using four supplementary cementitious material blends. Field data from two affordable-housing projects calibrate the model and expose where the embodied-carbon gains risk being eroded by transport distance and end-of-life assumptions.
DOI: 10.5614/j.eng.technol.sci.2024.56.6.9
A lightweight anomaly-detection pipeline running directly on low-power microcontrollers lets a distributed array of water quality sensors flag contamination events without back-hauling raw telemetry. We report false-positive rates, energy profile, and a field evaluation at three watershed monitoring sites.
Urban digital twins promise higher-fidelity planning decisions, yet most deployments still treat residents as downstream recipients of a simulation. This editorial argues for an inversion — positioning community knowledge as a primary data layer — and outlines three governance patterns that make the inversion practicable.
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