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By:

Dr. Keshav Kumar

3 February 2025 at 7:36:17 am

The Science of Gait Analysis

As facial recognition reaches its limits, the science of how we walk is emerging as a powerful new tool in forensic investigation. In today’s world, where surveillance cameras are present everywhere, identifying a suspect is no longer restricted to only fingerprints and facial recognition. Modern forensic science has shown that the way a person walks provides valuable evidence during a criminal investigation. This unique walking pattern, known as gait, has emerged as a valuable behavioural...

The Science of Gait Analysis

As facial recognition reaches its limits, the science of how we walk is emerging as a powerful new tool in forensic investigation. In today’s world, where surveillance cameras are present everywhere, identifying a suspect is no longer restricted to only fingerprints and facial recognition. Modern forensic science has shown that the way a person walks provides valuable evidence during a criminal investigation. This unique walking pattern, known as gait, has emerged as a valuable behavioural biometric. By analysing gait from CCTV footage, forensic experts help investigators identify suspects, particularly when other methods of identification are unavailable. This makes gait analysis useful in cases involving masked offenders like kidnappings, murders, robberies, terrorist attacks and other crimes captured on surveillance cameras. Although gait analysis is now an important forensic tool, it originated in the medical field, where doctors studied walking patterns to diagnose movement disorders. Over time, researchers discovered that every individual has unique walking patterns, influenced by their age, height, body structure, injuries, habits, and footwear. Advances in video technology, computer-based analysis, and artificial intelligence have transformed gait analysis into an important scientific tool in criminal investigations. Notable Cases India has witnessed several notable cases in which gait analysis played a key role in criminal investigations. One of the most notable examples is the 2021 Saki Naka rape and murder case in Mumbai. The CCTV footage captured the accused's body movements near the crime scene. As facial recognition alone was insufficient, forensic experts compared the accused's walking patterns with the individual seen in the footage. The gait analysis report, along with CCTV evidence, witness statements and other findings, strengthened the prosecution’s case. Rather than serving as a standalone proof, gait analysis acted as corroborative evidence. Recently, during the investigation of the 2026 Ketan Agarwal murder case in Pune, investigators compared the accused’s gait with CCTV footage, as the suspect’s face was allegedly hidden with a hoodie. Investigators recreated the suspect’s walk under similar conditions to compare it with CCTV footage, highlighting how gait analysis is becoming a valuable investigative source in India when traditional methods of identification are limited. In State of Tamil Nadu v. Ponnusamy (2026 INSC 507), the Supreme Court observed that Gait analysis is a useful scientific technique for identifying suspects; however, the court also clarified that gait analysis should not be treated as the only evidence but rather should be used alongside CCTV footage, witness testimony, and other forensic findings. This approach encourages the use of scientific evidence while protecting the fairness and credibility of the judicial process. Recent scientific research highlights advanced forensic gait analysis through artificial intelligence, machine learning, and deep learning. Unlike fingerprints or facial features, gait can remain useful even when a suspect’s face is concealed or the image quality is poor. By examining factors such as stride length, walking speed, body movement and the timing of each step, experts can identify patterns that may help establish whether two video recordings show the same individual. Modern systems combine spatiotemporal and biomechanical gait measurements for analysing walking patterns, even from low-quality CCTV footage, which makes gait analysis faster, more accurate, and increases its value in criminal investigation. The growing importance of forensic gait analysis highlights the work of experts and institutions across the world. In India, experts such as Dr. T.D. Dogra and Dr. B.R. Sharma made remarkable contributions in the field of forensic science. Internationally, Professor Mark S. Nixon pioneered gait recognition research. Government organisations such as the Directorate of Forensic Science Services (DFSS), Central Forensic Science Laboratories (CFSLs), and the National Forensic Sciences University (NFSU), along with private organisations like Truth Labs, support research and the use of modern forensic technologies in criminal investigations. As forensic science continues to emerge, gait analysis opens up with new possibilities in solving crimes and delivering justice. While it only serves as one piece of the puzzle, it provides valuable clues when used with other evidence. After all, every step has a story to tell, and sometimes, that story leads investigators to the truth. (Writers are experts in forensic matters. Views personal.)

Growing Risks Of Cyber Warfare

Sep 22, 2024
3 min read

Updated: Oct 21, 2024

In a shocking series of events, multiple coordinated explosions have rocked Lebanon and parts of Syria, killing dozens of people and injuring thousands. The blasts occurred after explosive devices, hidden inside pagers and other radio communication devices, were detonated. The targeted individuals were primarily members of Hezbollah, with the explosions taking place in densely populated areas, resulting in widespread injuries to civilians, including children.

The devices, mainly pagers, walkie-talkies, and radios, had been in the possession of Hezbollah operatives, who had acquired them months prior, under the assumption they were secure. However, Hezbollah has accused Israel’s intelligence agency, Shin Bet, of tampering with the devices during transit.

According to security experts, Israel’s elite secret cyber warfare unit was behind the attack. This unit, known for its global cyber operations, is also linked to the creation of the STUXnet malware, which was responsible for the failure of Iran’s nuclear power plant. The pagers were rigged with explosive materials in place of a battery, and a relay switch was installed, allowing the explosions to be triggered remotely in a synchronized manner. The result was devastating injuries to the eyes, face, hands, and legs of those carrying the devices.

The incident occurred in Hezbollah-stronghold areas, including the Dahieh suburb of Beirut, southern Lebanon, and parts of the Beqaa Valley, with some explosions also reported across the border in Syria. The blasts overwhelmed hospitals, as hundreds of victims sought medical help for injuries ranging from severe burns to shattered limbs. The intensity of the explosions, far beyond that of ordinary battery malfunctions, indicates a highly sophisticated sabotage operation.

These explosions have not only deepened the crisis in Lebanon but have also raised critical questions about supply chain security, intelligence tactics, and the legality of using booby-trapped electronics in conflict zones.


What Are Pagers, and Why Are They Still Preferred?

Despite being old-school tele communication technology, pagers or beepers are still used in many countries, particularly in critical sectors and organizations. Pagers primarily facilitate one-way communication, pager uses higher frequencies than car radios i.e. 400 MHz band frequency. It also used a very basic type of VHF spectrum. These devices operate in restricted areas to transfer messages, alerts, and information. These devices are considered more secure and harder to trace or track compared to mobile phones, as they only receive messages, similar to a car radio that receives signals without revealing the listener’s identity or location. Additionally, pagers lack features like Bluetooth or GPS, making them more difficult to hack or compromise.

Among their many advantages, pagers are known for their long battery life and durability, making them ideal for continuous use in specific industries. There are an estimated two million active pager users worldwide. Hezbollah began using pagers after Israel successfully assassinated a high-ranking Hezbollah target by hacking his cellphone and precisely targeting him with a missile. Since then, many Hezbollah members have switched to more primitive communication devices, like pagers, to avoid being tracked via the internet.


Are Mobile Phones and Smartphones Similarly Vulnerable?

American and European security agencies suggest that, theoretically, it is possible to alter mobile phones and other smart devices to turn them into explosive devices. However, practically, it is more difficult due to the advanced security systems in modern smartphones. A hacked smartphone may exhibit various signs, such as abnormal temperature changes, slower system performance, unexpected reboots, odd sounds during calls, hung applications, or irrelevant messages and pop-ups, all of which could indicate tampering. These security systems make it more challenging to modify smartphones in the same manner as simpler devices like pagers.


New Security Challenges

The Hezbollah pager explosion serves as a wake-up call for sectors involving critical infrastructure and aviation. In an era where smartphones are network-connected and can be charged wirelessly, the possibility of tampering with batteries or embedding explosives, like HMX, PETN and other type of plastic explosives pose significant risks. During flights, even a minor explosion could result in catastrophic consequences. On the ground, the threat extends to damaging nearby aircraft, equipment, and infrastructure. Airport security may soon impose stricter regulations, potentially banning pagers, walkie-talkies, and radios, much like power banks, which are now restricted on flights. In the future, mobile phones may only be allowed in switched-off modes, placed in lithium-safe bags during flights. Suspicious devices could be handled separately in Faraday-sheet bags to block any network or signal connections.

This incident highlights the growing risks of cyber warfare and the dangers posed by everyday communication devices being exploited for sabotage. It is an alarming call for a nation’s security as the treat of such critical infrastructure being handled by terrorist organisations can compromise the use of day-to-day electronics for malicious activities. As technology advances, so must the protocols for ensuring public safety, particularly in high-risk environments where even the smallest vulnerability could lead to devastating consequences.

(The writer is an eminent cyber and explosives forensic expert. Views personal.)

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