User Tools

Site Tools


trans_learn:2021projects

Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revisionPrevious revision
Next revision
Previous revision
trans_learn:2021projects [2021/10/21 03:58] – [Meeting Notes] wuyrtrans_learn:2021projects [2022/01/05 21:59] (current) yang
Line 1: Line 1:
 ====== 2021 Project Page ====== ====== 2021 Project Page ======
 +===== Transfer learning for battery parameter estimation =====
 ==== Meeting Notes ==== ==== Meeting Notes ====
  
Line 45: Line 45:
         * Yanru:          * Yanru: 
           * experiment: H-score trial on task transfer using ADE20K  -- especially good results for 'sky' task           * experiment: H-score trial on task transfer using ADE20K  -- especially good results for 'sky' task
-        * +        * Hanbing: 
 +          * experiment: ADDA using battery pulse data  
 +          * slides:{{ :trans_learn:adda_test.pptx |}}
   * TODO:   * TODO:
         * Yanru:         * Yanru:
Line 52: Line 54:
           * change of target data size           * change of target data size
           * reading           * reading
-        * +        * Hanbing: 
 +          * change convolution layer to fully connect or conv1D 
 +          * transform battery data into frequency domain 
 + 
 +== 2021/11/10 == 
 + 
 +  * Attendee: Hanbing, Yang 
 +  * Meeting summary: 
 +    * Hanbing: 
 +      * experiment: unsupervised fully connection ADDA using battery pulse data 
 +  * TODO: 
 +    * Hanbing: 
 +      * experiment: 
 +        - source only: divide source dataset into training set and testing set to see if model is overfitting 
 +        - target only: using only target data to get target baseline model 
 +        - transfer learning: finetuning target feature extractor and source classifier useing a few target label 
 + 
 +== 2021/11/14 == 
 +  * Attendee: Yanru, Yang 
 +  * Meeting summary: 
 +    - A brief review of several papers related to spatial-temporal data analyses ({{ :trans_learn:project_reading.pdf |}}) 
 +    - Notes: {{:trans_learn:notes1114.png?linkonly|}} 
 +  * TODO: write background part of project plan  
 + 
 +== 2021/11/17 == 
 +  * Attendee: Hanbing, Yang 
 +  * Meeting summary: 
 +    * Hanbing: 
 +      * experiment: 
 +        - source only and target only on original net and simplified net   
 +        - add penalty term on target model 
 +  * TODO: 
 +    * Hanbing: 
 +      * experiment: 
 +        - finetunning target model useing a few target label 
 +        - change visual form of result 
trans_learn/2021projects.1634803139.txt.gz · Last modified: 2021/10/21 03:58 by wuyr