Modeling and Analysis of Information Systems
Research
The aim of our research is to make software-based systems more trustworthy (i.e. secure, safe, and correct) than they are today. As software engineering is a complex and error-prone task, we employ formal methods for reasoning about information systems and critical system properties. We investigate software systems on the level of code (source code and machine code) as well as on the level of more abstract system specifications. This allows us to provide support for different stages of software development.
The current research topics of MAIS are grouped under the following four research areas:
- Information-Flow Security
- Monitoring and Dynamic Enforcement
- Side-Channel Analysis and Mitigation
- Sound Re-Engineering and Parallelization
We coordinate the LOEWE Research Focus SF4.0 (Software-Factory 4.0) that started in January 2018. The timely availability of high-quality software is a crucial success criterion for companies and economic areas. The drastic changes in industrial production (Industrie 4.0) and the electronic processing of information (Big Data) require the development of suitable software. The approach of SF4.0 is the targeted and automated adaptation of existing software to new requirements and altered technical infrastructures. This opens up the possibility to provide suitable software more quickly.
From 2010 to 2017, we coordinated the DFG priority program RS3 (Reliably Secure Software Systems). This involves the organization of multiple events each year, most prominently the annual meeting and the staff meeting. Within RS3, our scientific focus was on driving forward research on information-flow security for concurrent programs, on a security-certifying app store for Android devices, and the security-requirement specification language RIFL.
We are involved in further third-party funded research projects involving multiple principle investigators. Within the DFG collaborative research center CROSSING, we are developing techniques and tools for detecting, assessing, and mitigating timing-side channels in cryptographic implementations. Within Athene, we are creating solutions for static and dynamic security analysis of software-based systems. Parts of our research are funded by the BMBF (German Federal Ministry of Education and Research), by the DFG (German Research Foundation), by the EU (European Union), by the HMWK (Hessen State Ministry for Higher Education, Research and the Arts) within LOEWE (Landes-Offensive zur Entwicklung Wissenschaftlich-ökonomischer Exzellenz), and by industry.
More details can be found in the Research and Projects sections. You can access and read our publications here.
Teaching
We are offering a portfolio of lectures, integrated courses, lab courses, and seminars. Find out more about our teaching in the Teaching section.
If you are interested in writing a Master or Bachelor thesis with us, you can find more information in the Theses section.
News
27.02.24
New DAC publication
The paper "HyCaMi: High-Level Synthesis for Cache Side-Channel Mitigation" by Heiko Mantel, Joachim Schmidt, Thomas Schneider, Maximilian Stillger, Tim Weißmantel and Hossein Yalame has been accepted for publication at DAC 2024 (Design Automation Conference)
02.10.23
New Ph.D. Student Maximilian Gehring
We welcome Maximilian Gehring as a new Ph.D. student in our group!
22.04.22
Alexandra Weber has successfully defended her PhD thesis
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)
We are proud to announce that
Alexandra Weber has successfully defended her PhD
thesis on "Semantics-Based Cache-Side-Channel Quantification in Cryptographic Implementations".
17.01.22
New Ph.D. Student Nastaran Shekofte
We welcome Nastaran Shekofte as a new Ph.D. student in our group!
12.01.22
New Technical Report about GUIs for Side-Channel Analysis Tools
We have published a new technical report "Graphical User Interfaces for a
Qualitative and a Quantitative Side-Channel Analysis Tool" by
Martin Edlund, Heiko Mantel, Alexandra Weber and Tim Weißmantel.