ICTpost Defence | June 3, 2025 | 10:51 AM IST | Published by ICTpost Research Desk
The recent limited air conflict between India and Pakistan was more than just a military skirmish—it became a symbolic encounter in the evolving theatre of technological warfare. Among the most critical developments was the use of China-made PL-15E beyond-visual-range (BVR) air-to-air missiles by Pakistan. One such missile’s debris, which landed almost intact in Hoshiarpur, Punjab, has now become a strategic and technological goldmine for Indian defence scientists—marking a key moment for reverse engineering and artificial intelligence (AI).
PL-15E: A Technological Jackpot
The PL-15E is a cutting-edge BVR missile developed by China and exported to Pakistan. It reportedly features:
- Range of over 145 km
- Speed of over Mach 5
- AESA radar seeker for target tracking
- Dual-pulse solid rocket motor
- Inertial navigation with real-time data-link support
Debris recovered from Hoshiarpur reportedly contained an almost intact propulsion system, data-link module, inertial navigation unit, and AESA seeker—offering India a rare opportunity to study a rival nation’s advanced missile tech.
AI Meets Reverse Engineering: India Turns China’s PL-15E Missile Debris Into a Strategic Asset
Reverse engineering involves disassembling and analyzing an object—typically a competitor’s product—to understand its design, functionality, and materials. In defence, it enables a country to:
- Replicate or improve rival technologies
- Identify vulnerabilities or countermeasures
- Inspire next-generation weapons development
For India, this opportunity may serve as the catalyst to leapfrog current limitations in missile technology.

In Reverse engineering, AI is the force multiplier that transforms intelligence into capability.
Examples: 1. Soviet Union’s Tu-4 Bomber (1940s):
After a U.S. B-29 bomber made an emergency landing in Soviet territory during World War II, the USSR reverse-engineered it to create the Tu-4, almost identical in design.
It wasn’t theft—it was strategy. This gave the Soviets long-range bomber capability within 5 years.
2. China’s J-11 Fighter Jet:
The J-11 is based heavily on the Russian Su-27, but through extensive reverse engineering and later AI-based refinements, China developed its own versions (like the J-11B), with indigenous avionics and radar systems. Strategic gain from imported tech became the backbone of PLA Air Force evolution.
3. Israel’s Iron Dome AI Integration:
Israel’s Iron Dome missile defense system uses AI to identify which incoming rockets pose real threats. Its roots lie in U.S. and foreign missile interception frameworks—but Israeli scientists adapted and improved them.
Boost to India’s Astra Missile Program
India’s indigenous BVR missile, Astra, developed by DRDO, is currently deployed by the IAF. Work is ongoing on its Mk-2 and Mk-3 (Gandiva) variants.
- Astra Mk-2 is expected to have a range of 160 km and is slated for completion by 2026 with full-scale production in 2027.
- Astra Mk-3 (Gandiva) aims to employ Solid Fuel Ducted Ramjet (SFDR) propulsion, targeting a range of 300+ km.
Through reverse engineering of the PL-15E, India could unlock significant enhancements:
- Dual-pulse propulsion: Enables last-phase agility and terminal guidance
- AESA seeker technology: Crucial for jamming resistance and high-accuracy tracking
- Data link systems: Real-time missile control and mid-course corrections
Role of Artificial Intelligence
The PL-15E reverse engineering project is no longer just a mechanical or manual task—AI-powered systems can significantly accelerate and deepen the analysis.
1. Data Analysis & Modeling
Machine learning algorithms can process sensor outputs, electronic signatures, and structural data to reconstruct functional models of the missile, even without full access to documentation.
2. Digital Twin & Simulation
AI-based digital twin technology enables virtual replication of the missile, which can be tested under simulated environments like hypersonic wind tunnels, radar jamming, and countermeasure conditions.
3. Design Optimization
AI generative design tools can help Indian scientists build better propulsion systems, radar profiles, and weight distribution mechanisms—potentially surpassing PL-15E capabilities.
Strategic Signals: China’s Silence, World’s Curiosity
On May 29, the Chinese Ministry of Defence dodged questions regarding the PL-15E’s use and tech exposure. Meanwhile, international interest has surged:
- FIVE EYES alliance-comprising the United States, United Kingdom, Canada, Australia, and New Zealand, along with Japan and South Korea, have shown keen interest in the recovered tech.
- Analysts term this not just a “Chinese leak” but a “global gain.”
For the Five Eyes nations, this is equally an intelligence opportunity—if India successfully reverse engineers this missile, especially with AI-enhanced analysis, it could inform global counter-strategy development and strengthen allied TECHINT databases. The sharing of technical findings—formally or via backchannel defense cooperation—could help NATO and its allies recalibrate their future battlefield simulations, targeting systems, and air-combat doctrines.
From Technology to Strategy
India now stands at a pivotal crossroads—not just as a buyer of defence technology, but as a strategic innovator. The PL-15E debris offers a once-in-a-decade opportunity to:
- Accelerate the Astra missile roadmap
- Reduce dependency on foreign systems
- Leverage AI for next-gen military R&D
India’s success in leveraging AI for defence innovation will define not just its tactical edge, but its strategic independence. In modern warfare, it is not the strongest or the biggest that wins—but the smartest.
editor@ictpost.com