<?xml version='1.0' encoding='UTF-8'?><metadata xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dcterms="http://purl.org/dc/terms/" xmlns="http://dublincore.org/documents/dcmi-terms/"><dcterms:title>Authentic and Modified ADS-B Flight Data of Major Philippine Domestic Routes</dcterms:title><dcterms:identifier>https://doi.org/10.7910/DVN/68SXYK</dcterms:identifier><dcterms:creator>Bañados, Alexander</dcterms:creator><dcterms:publisher>Harvard Dataverse</dcterms:publisher><dcterms:issued>2026-06-04</dcterms:issued><dcterms:modified>2026-06-05T11:33:48Z</dcterms:modified><dcterms:description>This dataset contains curated ADS-B flight trajectory data used for studying flight-route preprocessing, trajectory modification attacks, poisoning attacks, and machine-learning detection models. The dataset includes raw and processed flight CSV files for five Philippine route groups: Cebu (ceb), Davao (dvo), Iloilo (ilo), Malay/Caticlan (mph), and Puerto Princesa (pps).

The dataset is organized into raw route folders, cleaned per-flight datasets, model-ready sequence-window datasets, and generated poison datasets. Each cleaned flight record includes trajectory and motion-related fields such as timestamp, latitude, longitude, altitude, speed, vertical speed, heading, elapsed time, route progress, positional displacement, acceleration, turn rate, and other derived features.

The dataset supports four file-level classes: authentic flights, modified-altitude attacks, modified-speed attacks, and modified-position attacks. Poison datasets are also included for evaluating how trained detection models respond to adversarially generated flight trajectories.

This dataset was prepared for research on ADS-B trajectory anomaly detection, adversarial attack generation, poisoning evaluation, and route-specific sequence classification.</dcterms:description><dcterms:subject>Computer and Information Science</dcterms:subject><dcterms:subject>Engineering</dcterms:subject><dcterms:subject>Physics</dcterms:subject><dcterms:subject>Other</dcterms:subject><dcterms:subject>ADS-B</dcterms:subject><dcterms:subject>flight trajectory</dcterms:subject><dcterms:subject>aviation cybersecurity</dcterms:subject><dcterms:subject>anomaly detection</dcterms:subject><dcterms:subject>adversarial attacks</dcterms:subject><dcterms:subject>data poisoning</dcterms:subject><dcterms:subject>Philippine flights</dcterms:subject><dcterms:date>2026-06-04</dcterms:date><dcterms:contributor>Bañados, Alexander</dcterms:contributor><dcterms:dateSubmitted>2026-06-02</dcterms:dateSubmitted><dcterms:license>CC0 1.0</dcterms:license></metadata>