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Sr. Principal Engineer - Hybrid

Collins AerospaceBengaluru, Karnataka, IndiaPosted 20 May 2026

Collins Aerospace is seeking a Sr. Principal Engineer to lead physics-informed machine learning and PHM efforts within their Avionics division in Bengaluru. The role involves developing predictive maintenance models for complex aircraft systems using large-scale time-series data. The candidate will work closely with SMEs to bridge physical system behavior with advanced analytics. This position requires deep expertise in ML, physics-informed neural networks, and distributed computing frameworks.

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Experience

7+ years

Function

Engineering

Work mode

Hybrid, India

Company

Tier 2

What you will work on

Collins Aerospace is seeking a Sr. Principal Engineer to lead physics-informed machine learning and PHM efforts within their Avionics division in Bengaluru. The role involves developing predictive maintenance models for complex aircraft systems using large-scale time-series data. The candidate will work closely with SMEs to bridge physical system behavior with advanced analytics. This position requires deep expertise in ML, physics-informed neural networks, and distributed computing frameworks.

TAL's take

Quality 65/1005/5 clarityTier 2 company

High-level technical role in a reputable aerospace firm with clear domain-specific impact, though it is a traditional manufacturing-heavy organization.

Very well-defined role focused on PHM, physics-informed ML, and aerospace system analysis with clear responsibilities.

Salaries at Collins Aerospace

15.7 LPA average

Based on 26 Grapevine salary entries for Collins Aerospace.

View all salaries

Engineering

2 - 4 years | P1

7 LPA average

Range: 7 - 8 LPA

Engineering

4 - 6 years | P2

15 LPA average

Range: 15 - 15 LPA

Engineering

6 - 8 years

18 LPA average

Range: 18 - 18 LPA

Operations

0 - 2 years | P1

8 LPA average

Range: 8 - 8 LPA

Must haves

  • Minimum 7-10 years of relevant experience
  • Degree in Science, Technology, Engineering or Mathematics (STEM)
  • Experience with Databricks and PySpark
  • Expertise in ML and statistical methods for fault detection
  • Experience developing physics-informed neural networks (PINNs)
  • Knowledge of prognostics and health management (PHM)

Tools and skills

databrickspysparkdistributed computing frameworksstatistical methodsmachine learningphysics-informed neural networkspinnsprognostics and health managementphmrul estimation

About the company

Global aerospace subsidiary of Raytheon Technologies, well-established but lacks the specific 'Tier 1' software engineering brand status.

Posts mentioning Collins Aerospace

Doug Collins Named 2025 Designated Survivor

- Secretary of Veterans Affairs Doug Collins has been named the designated survivor for President Trump's 2025 joint address to Congress. - The White House confirmed Collins' selection shortly before the speech on Tuesday night. - As designated survivor, Collins was taken to a secure, undisclosed location to ensure continuity of government in case of a catastrophic event. - Collins, a former congressman and military officer, oversees nearly 200 medical centers and a $350 billion budget as VA Secretary. - The tradition of appointing a designated survivor dates back to the Cold War era, ensuring a government leader remains available during high-profile events. Source: [The Times Of India](https://timesofindia.indiatimes.com/world/us/who-is-doug-collins-designated-survivor-for-trumps-2025-joint-address-to-congress/articleshow/118722253.cms), [The Times Of India](https://timesofindia.indiatimes.com/world/us/trumps-2025-joint-address-to-congress-who-is-this-years-designated-survivor-and-what-it-means-doug-collins/articleshow/118721764.cms), [Times Now News](https://www.timesnownews.com/world/us/us-news/who-is-doug-collins-designated-survivor-for-trumps-congressaddress-article-118721433)

News Discussion50

Anyone working in Collins Aerospace?

I would like to know about Collins Aerospace company? How is the company for Software Engineers? What is work mode? How may days should be in Office. Anyone working there kindly feedback. Thanks!!

IT Company Discussion60

Need a referral

Hi All, Anyone from companies like Airbus Siemens Eli Lilly and Company , Sony Alcon , Target H&M Collins Aerospace , Volvo , Commonwealth Bank Philips Mercedes-Benz Research & Development India Nvidia Verizon I have a requisition id and need a referral. Please reply to this post.

Consulting66