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Railway AI/ML Leader,Author, TCMS Architecture, Propulsion,Power Electronics,Predictive Maintenance, Condition Monitoring,Digital Transformation,Metro/EMU/Locomotive, Ex-BEML,Ex-Hitachi Rail,Ex-Wipro, Ex-CGPower,Ex-L&T
Highly accomplished professional within the railway and transportation field, experienced in TCMS, propulsion systems, power electronics, and AI/ML for metro and locomotive platforms. I bring over 38 years of experience blending deep engineering knowledge with advanced analytics and digital platforms to deliver reliable, energy-efficient, and intelligent transport solutions. ✔️ Have decades of experience in leading predictive maintenance platforms, IIoT solutions, and train control systems for major metro and EMU projects across India. My focus includes TCMS architecture, diagnostic integration, energy optimization, and ensuring industrial protocol compatibility for long-term operations. v Throughout my professional journey, I have worked with Hitachi Rail, BEML, Deloitte, Harman, Wipro, GE Transportation, and CG Power, designing and implementing advanced rail systems and AI-based solutions for both Indian and international clients. Significant Key Achievements ✔️ Localized WAP-5/WAG-9 locomotives and developed India’s first industrial IGBT inverter. ✔️ Architected WMDS (Wayside Monitoring & Diagnostic System) and RSC (Rolling Stock Controller) for GoA4-compliant metro trains. ✔️ Implemented AI-based track inspection and energy optimization for Mumbai Metro, achieving >55% energy regeneration. ✔️ Built and expanded data science teams from 15 to 60+ members, delivering predictive diagnostics for automotive and rail clients. ✔️ Led integration of multiple legacy APM solutions under the Lumada framework for global rail operations. ✔️ Developed self-learning automotive features using reinforcement learning and advanced adaptive control. Major Projects Completed ❒ Mumbai Metro Lines 2 & 7 – WMDS, TCMS, energy optimization, depot integration. ❒ BMRCL 5RS-DM Rolling Stock Program – Propulsion system, TCMS integration, APS localization.
Indian Institute of Technology, Bombay
Pre-Doctoral Research Work, Neural Networks in Control Systems
January 1, 1990 – January 1, 1992
Indian Institute of Technology, Kharagpur
Master’s Degree, Electrical Engineering
January 1, 1985 – January 1, 1987
University of Mumbai
Bachelor’s Degree, EE
January 1, 1981 – January 1, 1985
Value Added Consulting in Railways, AI/ML, TCMS, Power Electronics and Systems
Railway AI/ML Leader,Author, TCMS Architecture,Power Electronics,Digital Transformation,
May 1, 2026 – Present
Greater Bengaluru Area
Envision Enterprise Solutions Private Limited
Director – Railway Controls and Multi-Domain Data Science Applications
July 1, 2025 – May 1, 2026
Bengaluru, Karnataka, India · Hybrid
Deloitte
Senior Advisor- Transportation and Logistics
August 1, 2024 – July 1, 2025
Bengaluru, Karnataka, India · Hybrid
BEML LTD.
Technology Advisor
October 1, 2022 – July 1, 2024
Bengaluru, Karnataka, India · Hybrid
Hitachi Rail
Digital Innovation Leader in Railways and Mobility
April 1, 2021 – July 1, 2022
Bangalore
Hitachi
General Manager Digital Railway Mobility As A Service
December 1, 2018 – October 1, 2022
Bengaluru, Karnataka, India
Hitachi Consulting
Director Specilized Services (Principal Consultant) Advanced Analytics, IoT Machine Learning
January 1, 2017 – January 1, 2019
Bengaluru, Karnataka, India
HARMAN International
Chief Data Scientist & Machine Learning Architect for Connected Car
November 1, 2014 – June 1, 2016
Bangalore
Wipro
Principal Consultant, Advanced Analytics and Machine Learning at Business Outcome Services
August 1, 2013 – October 1, 2014
Bengaluru, Karnataka, India
L&T Infotech
Practice Head, Statistics and QPM (Analytics)
November 1, 2009 – August 1, 2013
Bangalore
QAI
Principal Consultant – CMMI (DEV, SVC) & Agile
April 1, 2008 – November 1, 2009
NXP Semiconductors
Senior QM & Site Quality Manager – VLSI/Embedded
September 1, 2006 – April 1, 2008
Patni Computer Systems
Senior Consultant – Software Services
January 1, 2005 – January 1, 2007
L&T Infotech
Engineering Head – Embedded Systems, Senior Manager Quality
February 1, 2002 – June 1, 2005
General Electric Transportation Systems
Lead Systems Engineer – Rolling Stock
October 1, 2000 – January 1, 2002
CoreEL Technologies (I) Pvt. Ltd.
Xilinx FAE and Coach – CoreEL Technologies (I) Pvt. Ltd., VLSI / FPGA / EPLD
November 1, 1992 – November 1, 1994
Pune/Pimpri-Chinchwad Area
CG Power and Industrial Solutions Limited
R&D Engineer → Engineering Head – Railway Systems
February 1, 1987 – September 1, 2000
CG Power and Industrial Solutions Limited
Manager Railway Business
January 1, 1987 – January 1, 2000
Tata Advanced Systems Limited
M.Tech Project Trainee – Strategic Electronics Division, Tata Electric Companies
May 1, 1986 – December 1, 1986
Six Sigma Black Belt
KPMG India
June 24, 2026 – Present
Cultural Fit Analysis
The candidate's diverse experience across various companies (Deloitte, Hitachi, Harman, Wipro, L&T Infotech, GE) and industries (railways, automotive, energy, consulting) demonstrates adaptability and a broad perspective. Their roles consistently involve innovation, problem-solving, and leading technical teams, aligning well with a culture that values continuous improvement and strategic impact. The long tenure and progression in several organizations suggest loyalty and a commitment to growth. The target role of 'Data Analyst' might be a mismatch for their senior leadership and architect-level experience in Data Science and AI/ML, suggesting they are overqualified for a typical Data Analyst role, but could be a strong fit for a Lead Data Scientist or Principal Data Analyst position.
Soft Skills & Operational Fit
The candidate's extensive experience in leadership roles, managing multi-partner workshops, and leading global teams suggests strong communication, collaboration, and project management skills. Their history of establishing practices and driving digital transformation indicates a proactive and results-oriented approach. The descriptions highlight an ability to work in complex, multi-domain environments and drive strategic initiatives.