CRI: II-New: ORION: Observatory for Cyber-Risk Insights and Outages of Networks
CRI: II-New: ORION: Observatory for Cyber-Risk Insights and Outages of Networks
批准号:
1823192
负责人:
Michael Kallitsis
金额:
$69.4万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-10-01 至 2022-09-30
中文摘要
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英文摘要
Advancing the security of Internet-connected devices and networks entails the detection and understanding of changes in adversarial behavior in real time. Hence, there is a need to develop methodologies and deploy infrastructure that can automatically diagnose macroscopic trends in Internet activity and provide to researchers and security analysts visibility into botnet infections, denial of service attacks, network outages, and malware campaigns. Network telescopes--networking instrumentation that collects and records unsolicited Internet traffic destined to a routed but unused Internet address space--are one avenue for detecting shifts in global Internet behavior. However, while network telescopes provide a powerful perspective, they have primarily been used for retroactively understanding Internet events. This project will design and deploy new infrastructure to modernize a large academic network telescope in order to offer unique real-time insights into malicious Internet activity and other threats. This project will introduce a new real-time data processing pipeline to parse incoming traffic and detect individual network events. It will explore emerging data science techniques to identify variations in Internet-wide trends and to produce terse, human-readable summaries of changes in Internet activity. To contextualize these events, this project will integrate external data sources into the processing pipeline including network reputation data, unique patterns of known malware and other security-focused resources (i.e., the Censys search engine). Furthermore, to boost the telescope's usability, this work will build accessible interfaces that would enable researchers to easily ask questions about telescope-detected events. The infrastructure will be broadly available to Computer and Information Science and Engineering researchers interested in understanding, measuring, modeling and defining Internet's evolution. It builds on Merit Network's decade-long experience in operating large-scale network telescopes in an ethically responsible manner. It will also leverage the expertise of researchers at Stanford University, University of California at San Diego, and Colorado State University. On the educational front, network telescope data can serve as a vehicle for inter-disciplinary training of the future workforce in areas that lie at the intersection of network security, computer systems, data science and engineering. Even at the graduate level, network telescope data analysis remains a relatively unexplored topic; this project will heighten the scientific utility of the data and will provide unique opportunities for educating students with real-world, heterogeneous network security data.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(4)
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DOI:
--
发表时间:
2019
期刊:
影响因子:
--
作者:
[Deepak Kumar;K. Shen;Benton Case;D. Garg;Galina Alperovich;Dmitry Kuznetsov;Rajarshi Gupta;Zakir Durumeric]
通讯作者:
Deepak Kumar;K. Shen;Benton Case;D. Garg;Galina Alperovich;Dmitry Kuznetsov;Rajarshi Gupta;Zakir Durumeric
DOI:
10.1109/tifs.2022.3211644
发表时间:
2022
期刊:
IEEE Transactions on Information Forensics and Security
影响因子:
6.8
作者:
[Michalis Kallitsis;Rupesh Prajapati;Vasant G Honavar;Dinghao Wu]
通讯作者:
Michalis Kallitsis;Rupesh Prajapati;Vasant G Honavar;Dinghao Wu
AMON-SENSS: Scalable and Accurate Detection of Volumetric DDoS Attacks at ISPs
AMON-SENSS:可扩展且准确地检测 ISP 的流量 DDoS 攻击
DOI:
--
发表时间:
2022
期刊:
IEEE Global Communications Conference
影响因子:
--
作者:
[Tandon, Rajat, Charnsethikul, Pithayuth, Kallitsis, Michalis, Mirkovic, Jelena]
通讯作者:
Mirkovic, Jelena
Poster: Shedding light into the darknet: scanning characterization and detection of temporal changes
海报:将光线投射到暗网:扫描表征和时间变化检测
DOI:
10.1145/3485983.3493347
发表时间:
2021
期刊:
CoNEXT '21: Proceedings of the 17th International Conference on emerging Networking EXperiments and Technologies
影响因子:
--
作者:
[Prajapati, Rupesh, Honavar, Vasant, Wu, Dinghao, Yen, John, Kallitsis, Michalis]
通讯作者:
Kallitsis, Michalis
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