Current Research

Applications of Machine Learning Techniques in Manufacturing Systems

Research Interests

Intelligent manufacturing; Sustainability in production systems; Green manufacturing; Data analytics; Wearable Devices

Education

B. Tech., Engineering Design, IIT Madras, India

M. Tech., Automotive Engineering, IIT Madras, India

Contact

raunakbh [at] berkeley [dot] edu

(510) 642-8657

1115 Etcheverry Hall

University of California

Berkeley, CA 94720

Database

Links to download LMAS database - for research purposes only. All data collected on Mori Seiki NVD1500DCG 3-axis milling machine at the UC Berkeley Mechanical Engineering Machine Shop. All data is owned by LMAS and must be cited. Please contact me directly in case of any queries regarding the data!

Experimental Details for Energy prediction modelling

Download IEEE Big Data 2014 Paper with experiment details

Download Part Image with toolpaths

Download Inventor Model

Download Part 1 NC Code

Download Part 2 NC Code

Download Part 3 NC Code

Download Part 4 NC Code

Download Part 5 NC Code

Download Part 6 NC Code

Download Part 7 NC Code

Download Part 8 NC Code

Download Part 9 NC Code

Data for Energy prediction modelling

Download Part 1 processed data

Download Part 2 processed data

Download Part 3 processed data

Download Part 4 processed data

Download Part 5 processed data

Download Part 6 processed data

Download Part 7 processed data

Download Part 8 processed data

Download Part 9 processed data

Download Part 1 (Zigzag in X) processed data

Download Part 2 (Zigzag in X) processed data

Download Part 3 (Zigzag in X) processed data

Download Part 4 (Zigzag in X) processed data

Download Part 5 (Zigzag in X) processed data

Download Part 6 (Zigzag in X) processed data

Download Part 7 (Zigzag in X) processed data

Download Part 8 (Zigzag in X) processed data

Download Part 9 (Zigzag in X) processed data

Data for multiple materials : Aluminium, Brass and Steel

Download 1018 Steel Part 1

Download 1018 Steel Part 2

Download 1018 Steel Part 3

Download A36 Steel Part 1

Download A36 Steel Part 2

Download A36 Steel Part 3

Download Aluminium 2024 Part 1

Download Aluminium 2024 Part 2

Download Aluminium 2024 Part 3

Download Aluminium 6013 Part 1

Download Aluminium 6013 Part 2

Download Aluminium 6013 Part 3

Download Aluminium 6061 Part 1

Download Aluminium 6061 Part 2

Download Aluminium 6061 Part 3

Download Aluminium 7050 Part 1

Download Aluminium 7050 Part 2

Download Aluminium 7050 Part 3

Download Aluminium 7075 Annealed Part 1

Download Aluminium 7075 Annealed Part 2

Download Aluminium 7075 Annealed Part 3

Download Aluminium 7075 T6 Part 1

Download Aluminium 7075 T6 Part 2

Download Aluminium 7075 T6 Part 3

Download Aluminium 7075 T7 Part 1

Download Aluminium 7075 T7 Part 2

Download Aluminium 7075 T7 Part 3

Download Brass Part 1

Download Brass Part 2

Download Brass Part 3