Research Scientist
ISE, Fraunhofer
(Internet und Informationstechnologie, 1000-5000 Mitarbeiter)
Schlagwörter
Skills
Reinforcement learning, Neural Network, test bench, Deep Learning, aggregator, Pyramid, Postgres, time-series, user management, frontend, UI, backend, DB, image segmentation, UAT, SQL, VBA, Python, Expert, C, C++, Django, Web development, Beautiful Soup, Hadoop, Spark-ml, Apache-PySpark, pandas, scikit-learn, keras-tensorflow, Git, Docker, Database Management, programming
Projekthistorie
10/2019
-
03/2020
Implemented Deep Reinforcement learning methods for automated Heat Pump (HP) control
- Used Decision Trees to derive sub-optimal MPC-like control rules for HP operation
- Implemented Neural Network based controller for an HIL test bench.
- Used Decision Trees to derive sub-optimal MPC-like control rules for HP operation
- Implemented Neural Network based controller for an HIL test bench.
03/2019
-
09/2019
Master Thesis Student
Fraunhofer-Institut für Solare Energiesysteme (ISE)
Fraunhofer-Institut für Solare Energiesysteme (ISE)
Thesis Topic: Learning to control Heat Pumps using Deep Learning (DL) architectures
- Used Model Predictive Controller (MPC) as a supervisory controller for training DL methods
- Applied Reinforcement Learning methods to self-learn optimal control
Reference: Dr. Lilli Frison (lilli.frison@ise.fraunhofer.de)
Dr. David Fischer (david.fischer@ise.fraunhofer.de)
Thesis Topic: Learning to control Heat Pumps using Deep Learning (DL) architectures
- Used Model Predictive Controller (MPC) as a supervisory controller for training DL methods
- Applied Reinforcement Learning methods to self-learn optimal control
Reference: Dr. Lilli Frison (lilli.frison@ise.fraunhofer.de)
Dr. David Fischer (david.fischer@ise.fraunhofer.de)
09/2018
-
03/2019
Research Assistant
Wissenschaftliche Hilfskraft; Fraunhofer-Institut für Solare Energiesysteme (ISE)
Fraunhofer-Institut für Solare Energiesysteme (ISE)
- Worked on SynGHD: Electric and heating load profile data aggregator and analysis tool
- Full stack developer working with Pyramid and Postgres
- Single handedly created a unified schema for storing time-series data from different data sources
and optimized its operation
- Implemented user management for frontend UI and interfaced with backend DB
- application available at https://gewerbe-lastprofile.de/
Reference: Dr. David Fischer (david.fischer@ise.fraunhofer.de)
- Worked on SynGHD: Electric and heating load profile data aggregator and analysis tool
- Full stack developer working with Pyramid and Postgres
- Single handedly created a unified schema for storing time-series data from different data sources
and optimized its operation
- Implemented user management for frontend UI and interfaced with backend DB
- application available at https://gewerbe-lastprofile.de/
Reference: Dr. David Fischer (david.fischer@ise.fraunhofer.de)
03/2018
-
06/2018
Research Assistant
Wissenschaftliche Hilfskraft; Fraunhofer-Institut für Physikalische Messtechnik (IPM)
Fraunhofer-Institut für Physikalische Messtechnik (IPM)
- Worked in the field of image segmentation and annotation for feature identification
- Worked in the field of image segmentation and annotation for feature identification
01/2012
-
09/2016
Senior Software Engineer
Bosch (RBEI)
Bosch (RBEI), Bangalore (India)
Worked as Business Systems Analyst in the Project Management Domain
- Key member of the product owner team tasked with conceptualizing and rolling out the new
Integrated Project Management Solution (IPMS) across the organization
- Product owner of the organization's Defect Management and Tracking Tool
- Elicited user needs and problems and transformed them into Business Requirements
- Finalized UAT specifications for key modules of the product
- Key member of the Organization Change Management to help PM community smoothly transition
into the new technology landscape
- Driven the digital campaign (Enterprise 2.0) for increasing awareness and adoption of the new tool
- Interfaced global customer defect tools with organization's tool as part of process harmonization
- Developed and maintained SQL and VBA macro scripts for automated report generation
- Modelled the Change Request handling process in organization's Process library
- Trainer for tools to PM community and Quality Assurance team
Reference: Sathian T (Group Manager : sathian.t@in.bosch.com)
Worked as Business Systems Analyst in the Project Management Domain
- Key member of the product owner team tasked with conceptualizing and rolling out the new
Integrated Project Management Solution (IPMS) across the organization
- Product owner of the organization's Defect Management and Tracking Tool
- Elicited user needs and problems and transformed them into Business Requirements
- Finalized UAT specifications for key modules of the product
- Key member of the Organization Change Management to help PM community smoothly transition
into the new technology landscape
- Driven the digital campaign (Enterprise 2.0) for increasing awareness and adoption of the new tool
- Interfaced global customer defect tools with organization's tool as part of process harmonization
- Developed and maintained SQL and VBA macro scripts for automated report generation
- Modelled the Change Request handling process in organization's Process library
- Trainer for tools to PM community and Quality Assurance team
Reference: Sathian T (Group Manager : sathian.t@in.bosch.com)
Reisebereitschaft
Verfügbar in den Ländern
Deutschland
