Please use this identifier to cite or link to this item:
http://hdl.handle.net/10603/486466
Title: | Immuno Inspired Embodied Lifelong Learning in Robots |
Researcher: | Kulkarni, Divya D |
Guide(s): | Nair, Shivashankar B |
Keywords: | Computer Science Engineering and Technology Robotics |
University: | Indian Institute of Technology Guwahati |
Completed Date: | 2023 |
Abstract: | The work describes the formulation of immuno-inspired mechanisms to continuously evolve, cache, manage and evict several Artificial Neural Network (ANN) based robot controllers, within disparate Halls-of-Fame, thereby facilitating Embodied Life-long learning in robots. The work also introduces a novel concept termed Mutational Puissance to enhance learning in ANN based controllers that use neuro-evolution. Further, unlike the conventional layer-wise transfers conducted in ANN-based Transfer Learning, a new immunology inspired Neuronal-level Transfer Learning technique has also been described. The technique aids in identifying neurons that play a more significant role during the learning phase. These, so-called, hot neurons, when transferred to target ANNs hasten learning convergence, especially when the source and target dataset domains are dissimilar. Transfer of such neurons has also proved to be effective while learning in scenarios involving robots. |
Pagination: | |
URI: | http://hdl.handle.net/10603/486466 |
Appears in Departments: | Department of Computer Science and Engineering |
Files in This Item:
File | Description | Size | Format | |
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01_fulltext.pdf | Attached File | 8.81 MB | Adobe PDF | View/Open |
04_abstract.pdf | 112.68 kB | Adobe PDF | View/Open | |
80_recommendation.pdf | 244.12 kB | Adobe PDF | View/Open |
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