Full metadata record
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.advisor | 궁재하 | - |
| dc.contributor.author | Jooyeon Lee | - |
| dc.date.accessioned | 2022-07-07T02:29:23Z | - |
| dc.date.available | 2022-07-07T02:29:23Z | - |
| dc.date.issued | 2021 | - |
| dc.identifier.uri | http://dgist.dcollection.net/common/orgView/200000366431 | en_US |
| dc.identifier.uri | http://hdl.handle.net/20.500.11750/16728 | - |
| dc.description.statementofresponsibility | N | - |
| dc.description.tableofcontents | Ⅰ. Introduction 1 Ⅱ. Background 1 2.1 Multilayer Neural Networks 1 2.2 Convolution Neural Network (CNN) 3 2.3 Detailed Description of Each Layer in Convolution Neural Network 3 2.3.1 Convolution Layer 3 2.3.2 Depthwise Separable Convolution Layer 4 2.3.3 Non-Linearity 5 2.3.3 Pooling Layer 5 Ⅲ. Prior work: Dataflow Simulation Engine 6 3.1 Definition of Dataflow 6 3.2 NPU Dataflow Simulators 6 3.3 Nested Loops in Computing DNN Layers 8 3.4 Semantic Representation 9 3.5 Examples of Previous Dataflow Models 11 3.5.1 Weight Stationary Dataflow 11 3.5.2 Row Stationary Dataflow 12 3.6 Open-source Dataflow Simulator 13 Ⅳ. Finding Optimized Dataflow with Evolutionary Algorithm 13 4.1 Evolutionary Algorithm for Searching the Optimized Dataflow 13 4.2 Details on Mutation Operators 15 Ⅴ. Experimental Results 16 Ⅵ. Conclusion 19 |
- |
| dc.format.extent | 23 | - |
| dc.language | eng | - |
| dc.publisher | DGIST | - |
| dc.subject | Dataflow, Evolutionary algorithm, Simulator, 심층 신경망, 진화 알고리즘, 최적화, 데이터 흐름, 성능 시뮬레이션 | - |
| dc.title | Evolutionary Search Algorithm for the Optimized Dataflow Engine in Deep Learning | - |
| dc.title.alternative | 심층신경망 연산에 최적화된 NPU 구조를 위한 진화 알고리즘 | - |
| dc.type | Thesis | - |
| dc.identifier.doi | 10.22677/thesis.200000366431 | - |
| dc.description.degree | Master | - |
| dc.contributor.department | Information and Communication Engineering | - |
| dc.contributor.coadvisor | Sungjin Lee | - |
| dc.date.awarded | 2021/02 | - |
| dc.publisher.location | Daegu | - |
| dc.description.database | dCollection | - |
| dc.citation | XT.IM 이76 202102 | - |
| dc.contributor.alternativeDepartment | 정보통신융합전공 | - |
| dc.embargo.liftdate | 2024-02-29 | - |
| dc.contributor.affiliatedAuthor | Jooyeon Lee | - |
| dc.contributor.affiliatedAuthor | Jaeha Kung | - |
| dc.contributor.affiliatedAuthor | Sungjin Lee | - |
| dc.contributor.alternativeName | 이주연 | - |
| dc.contributor.alternativeName | Jaeha Kung | - |
| dc.contributor.alternativeName | 이성진 | - |
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