# Secure Cross-Layer Mobile Sensing Framework for Real-Time Disaster Reporting and Visualisation Using a Mobile Application

**Authors:** Rashid Mustafa, Jun Han, Nurul I. Sarkar, Krassie Petrova

PMC · DOI: 10.3390/s25216766 · 2025-11-05

## TL;DR

This paper introduces a secure mobile app called DEAPP for real-time disaster reporting and visualization, aiming to improve emergency response and awareness.

## Contribution

The novel contribution is a secure, scalable cross-layer mobile system with Redis caching and role-based access control for real-time disaster management.

## Key findings

- The DEAPP mobile application successfully enables real-time disaster reporting and visualization with an interactive map.
- The system's cross-layer architecture ensures secure and efficient data transfer using HTTPS and Redis caching.
- The solution enhances catastrophe awareness and supports quicker emergency responses through an intuitive user interface.

## Abstract

As the number of natural and man-made catastrophes has increased in recent years, there has been an increasing need for quicker and more efficient disaster response. Information from traditional sources, such as radio, television, and websites, is sometimes incomplete or delayed. While mobile applications provide a means of enhancing real-time crisis communication, a secure mobile app-based solution has not been fully explored yet. In this paper, we propose a secure and scalable cross-layer disaster management system architecture. To validate the system performance, we developed a user-centred, scalable mobile application known as the disaster emergency events application (DEAPP) for real-time disaster reporting and visualization including disaster notifications and observing the affected areas on an interactive map. The solution connects a web-based backend, cloud database, and native Android mobile app via a cross-layer architecture. Role-based access control, HTTPS connection, and verified event publication all contribute to security. Moreover, Redis caching is employed to expedite data access in emergency situations. The need to verify publicly filed reports to prevent false alarms, safeguard real-time data transfer without slowing down the system, and create an intuitive user interface for individuals in high-stress circumstances are some of the issues that the project attempts to solve. The results obtained show that a mobile system that is secure, scalable, and easy to use can enhance catastrophe awareness and facilitate quicker emergency responses. For developers, researchers, and emergency organisations looking to leverage mobile technology for disaster preparedness, the findings provide helpful insights.

## Full-text entities

- **Genes:** PPP1R10 (protein phosphatase 1 regulatory subunit 10) [NCBI Gene 5514] {aka CAT53, FB19, PNUTS, PP1R10, R111, p99}, SLC35G1 (solute carrier family 35 member G1) [NCBI Gene 159371] {aka C10orf60, POST, TMEM20}, NBEAL2 (neurobeachin like 2) [NCBI Gene 23218] {aka BDPLT4, GPS}
- **Diseases:** fire (MESH:D000092422), VT (MESH:C000719218), anomaly (MESH:D000013), injury to (MESH:D014947), car crash (MESH:C536029), flood (MESH:C565009), DEAPP (MESH:D004630), fatigue (MESH:D005221)
- **Chemicals:** DEAPP (-), AED (MESH:D003538)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

13 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12609681/full.md

---
Source: https://tomesphere.com/paper/PMC12609681