ElecDaug: Electromagnetic Data Augmentation for Model Repair based on Metamorphic Relation
Thu 13 Oct 2022 14:10 - 14:20 at Ballroom C East - Technical Session 25 - Software Repairs Chair(s): Yannic Noller
With the application of deep learning (DL) in signal detection, improving the robustness of classification models has received much attention, especially in automatic modulation classification (AMC) of electromagnetic signals. To obtain robust models, a large amount of electromagnetic signal data is required in the training and testing process. However, both the high cost of manual collection and the low quality of data samples from automatically generated data result in the defects of the AMC models. Therefore, it is important to generate electromagnetic data by data augmentation. In this paper, we propose a novel electromagnetic data augmentation tool, namely ElecDaug, which directs the metamorphic process by electromagnetic signal characteristics to achieve automatic data augmentation. Based on electromagnetic data pre-processing, transmission or time-frequency domains characteristic metamorphic, ElecDaug can augment the data samples to build robust AMC models. Preliminary experiments show that ElecDaugcan effectively augment available data samples for model repair. The video is at https://youtu.be/tqC0z5Sg1_k. Documentation and source code can be found here: https://github.com/ehhhhjw/tool_ElecDaug.git.
Wed 12 OctDisplayed time zone: Eastern Time (US & Canada) change
09:30 - 10:00 | |||
09:30 30mDemonstration | ElecDaug: Electromagnetic Data Augmentation for Model Repair based on Metamorphic Relation Tool Demonstrations Jiawei He , Zhida Bao Harbin Engineering University, Quanjun Zhang Nanjing University, Weisong Sun State Key Laboratory for Novel Software Technology, Nanjing University, Jiawei Liu Nanjing University, Chunrong Fang Nanjing University, Yun Lin National University of Singapore | ||
09:30 30mDemonstration | CBMC-SSM: Bounded Model Checking of C Programs with Symbolic Shadow Memory Tool Demonstrations Bernd Fischer Stellenbosch University, South Africa, Salvatore La Torre Università degli Studi di Salerno, Gennaro Parlato University of Molise, Peter Schrammel University of Sussex and Diffblue Ltd | ||
09:30 30mDemonstration | ADEPT: A Testing Platform for Simulated Autonomous DrivingVirtual Tool Demonstrations Sen Wang Nanjing University, Zhuheng Sheng Nanjing University, Jingwei Xu , Taolue Chen University of Surrey, UK, Junjun Zhu Nanjing University, Shuhui Zhang Nanjing University, Yuan Yao Nanjing University, Xiaoxing Ma Nanjing University | ||
09:30 30mDemonstration | Augur: Dynamic Taint Analysis for Asynchronous JavaScript Tool Demonstrations Mark W. Aldrich Tufts University, Alexi Turcotte Northeastern University, Matthew Blanco Northeastern University, Frank Tip Northeastern University | ||
09:30 30mDemonstration | FlexType: A Plug-and-Play Framework for Type Inference Models Tool Demonstrations Sivani Voruganti UC Davis, Kevin Jesse University of California at Davis, USA, Prem Devanbu Department of Computer Science, University of California, Davis Pre-print | ||
09:30 30mDemonstration | InvCon: A Dynamic Invariant Detector for Ethereum Smart Contracts Tool Demonstrations Pre-print | ||
09:30 30mDemonstration | AntiCopyPaster: Extracting Code Duplicates As Soon As They Are Introduced in the IDE Tool Demonstrations Eman Abdullah AlOmar Stevens Institute of Technology, Anton Ivanov HSE University, Zarina Kurbatova JetBrains Research, Yaroslav Golubev JetBrains Research, Mohamed Wiem Mkaouer Rochester Institute of Technology, Ali Ouni ETS Montreal, University of Quebec, Timofey Bryksin JetBrains Research, Le Nguyen Rochester Institute of Technology, Amit Kini Rochester Institute of Technology, Aditya Thakur Rochester Institute of Technology DOI Pre-print | ||
09:30 30mDemonstration | ecoCode: a SonarQube Plugin to Remove Energy Smells from Android Projects Tool Demonstrations DOI File Attached | ||
09:30 30mDemonstration | Answering Software Deployment Questions via Neural Machine Reading at ScaleVirtual Tool Demonstrations Guan Jie Qiu School of Software, Shanghai Jiao Tong University, Diwei Chen School of Software, Shanghai Jiao Tong University, Shuai Zhang School of Software, Shanghai Jiao Tong University, Yitian Chai School of Software, Shanghai Jiao Tong University, Xiaodong Gu Shanghai Jiao Tong University, China, Beijun Shen School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University | ||
09:30 30mDemonstration | LiveRef: a Tool for Live Refactoring Java Code Tool Demonstrations Sara Fernandes FEUP, Universidade do Porto, Ademar Aguiar FEUP, Universidade do Porto, André Restivo LIACC, Universidade do Porto, Porto, Portugal | ||
09:30 30mDemonstration | A transformer-based IDE plugin for vulnerability detectionVirtual Tool Demonstrations Cláudia Mamede FEUP, U.Porto, Eduard Pinconschi FEUP, U.Porto, Rui Abreu Faculty of Engineering, University of Porto, Portugal |
Thu 13 OctDisplayed time zone: Eastern Time (US & Canada) change
13:30 - 15:30 | Technical Session 25 - Software RepairsNIER Track / Research Papers / Tool Demonstrations at Ballroom C East Chair(s): Yannic Noller National University of Singapore | ||
13:30 20mResearch paper | ICEBAR: Feedback-Driven Iterative Repair of Alloy Specifications Research Papers Simón Gutiérrez Brida University of Rio Cuarto and CONICET, Argentina, Germán Regis Universidad Nacional de Río Cuarto, Guolong Zheng University of Nebraska Lincoln, Hamid Bagheri University of Nebraska-Lincoln, ThanhVu Nguyen George Mason University, Nazareno Aguirre University of Rio Cuarto and CONICET, Argentina, Marcelo F. Frias Dept. of Software Engineering Instituto Tecnológico de Buenos Aires | ||
13:50 20mResearch paper | Repairing Failure-inducing Inputs with Input Reflection Research Papers Yan Xiao National University of Singapore, Yun Lin National University of Singapore, Ivan Beschastnikh University of British Columbia, Changsheng SUN , David Rosenblum George Mason University, Jin Song Dong National University of Singapore | ||
14:10 10mDemonstration | ElecDaug: Electromagnetic Data Augmentation for Model Repair based on Metamorphic Relation Tool Demonstrations Jiawei He , Zhida Bao Harbin Engineering University, Quanjun Zhang Nanjing University, Weisong Sun State Key Laboratory for Novel Software Technology, Nanjing University, Jiawei Liu Nanjing University, Chunrong Fang Nanjing University, Yun Lin National University of Singapore | ||
14:20 20mResearch paper | TransplantFix: Graph Differencing-based Code Transplantation for Automated Program RepairVirtual Research Papers Deheng Yang National University of Defense Technology, Xiaoguang Mao National University of Defense Technology, Liqian Chen National University of Defense Technology, China, Xuezheng Xu Academy of Military Sciences, Beijing, China, Yan Lei Chongqing University, David Lo Singapore Management University, Jiayu He National University of Defense Technology, Changsha, China | ||
14:40 10mVision and Emerging Results | Multi-objective Optimization-based Bug-fixing Template Mining for Automated Program RepairVirtual NIER Track Misoo Kim Sungkyunkwan University, Youngkyoung Kim Sungkyunkwan University, Kicheol Kim SungKyunKwan University, Eunseok Lee Sungkyunkwan University | ||
14:50 20mResearch paper | StandUp4NPR: Standardizing Setup for Empirically Comparing Neural Program Repair SystemsVirtual Research Papers Wenkang Zhong State Key Laboratory for Novel Software and Technology, Nanjing University, 22 Hankou Road, Nanjing, China, Hongliang Ge State Key Laboratory for Novel Software and Technology, Nanjing University, 22 Hankou Road, Nanjing, China, Hongfei Ai State Key Laboratory for Novel Software and Technology, Nanjing University, 22 Hankou Road, Nanjing, China, Chuanyi Li State Key Laboratory for Novel Software Technology, Nanjing University, Kui Liu Huawei Software Engineering Application Technology Lab, Jidong Ge , Bin Luo Software Institute, Nanjing University |