MOOCs, Learning Analytics and OER - A Perfect Triangle for the Future of Education!

Aligning Learning Design and Learning Analytics: Towards a Human-centered Design of Actionable Learning Analytics

Numerical approaches to mixed-integer nonlinear optimization

Hard magnet topological semimetals in XPt3 compounds with the harmony of Berry curvature

Current-Driven Domain Wall Motion in a Synthetic Antiferromagnet Multilayer

Current-Driven Domain Wall Motion in Curved Ferrimagnetic Strips Above and Below the Angular Momentum Compensation

Experimental and theoretical approach to magneto-transport properties in Mn4-xNixN with high domain wall mobility

Neuromorphic Learning of a Deep Neural Network with Low Precision and Stochastic Domain Wall Based Memristor

Pre-instruction math quiz may predict students’ physics course performance

Reconstruction of Traffic Flow Dynamics Data Obtained from Intelligent Real-Time Systems

Efficiently Approximating the Worst-Case Deadline Failure Probability under EDF

A Multi-Level DPM Approach for Real-Time DAG Tasks in Heterogeneous Processors

Role of the long-lived Schio-Vicenza Fault System at the northern Adria plate margin

New evidence of recent tectonic activity of the Susans-Tricesimo thrust-system (NE Italy)

Deriving a new crustal model of Northern Adria: the Northern Adria Crust (NAC) model

Harmonization of geological data in the Adriatic Sea

Keynote Lectures

keynote

**Session Chair:** Eric C. Kerrigan

**Author:** Misener Ruth
**Paper link:** Please find my paper **[HERE](https://drive.google.com/file/d/1D_6bzeR7hRzfj0IYfpL06t94EaQzADkg/view?usp=sharing)**.

![](https://s3.eu-west-1.amazonaws.com/underline.prod/uploads/markdown_image/1/image/3d9f1542c1df541084cfff0ddd4f662a.png)

**Biography**:
 Dr Ruth Misener (http://wp.doc.ic.ac.uk/rmisener/) is a Professor in Computational Optimization in the Imperial College London Department of Computing. Ruth received an SB from MIT and a PhD from Princeton: both degrees are in chemical engineering. Foundations of her research are in numerical optimization algorithms. Applications include bioprocess optimization under uncertainty, petrochemical process design and operations, and explainable scheduling. Ruth's research team makes their software contributions available open source (https://github.com/cog-imperial). Ruth received the 2017 Macfarlane Medal from the Royal Academy of Engineering and the 2020 Outstanding Young Researcher Award from the AIChE Computing & Systems Technology Division. Ruth is an associate editor for Computers & Chemical Engineering and INFORMS Journal on Computing.


**Abstract**:
 We discuss state-of-the-art in mixed-integer nonlinear optimization (MINLP) solver software and the current state of research in the field. We hope to spark a conversation about the connections to NMPC.

Plenary Session 4: Numerical approaches to mixed-integer nonlinear optimization 

invited talk

**Session chair:** Mingzhong Wu, Colorado State University


GOJ - Metal Spintronics

technical paper

**Session chair:** Jean-Yves Chauleau, CEA-SPEC


HOF - Dynamics in AF-coupled Materials

**Session chair:** Daniele Pinna, Forschungszentrum Jülich


HOG - New Computation Schemes

B5.1 - PER: Student and Instructor Support & Professional Development, Program and Institutional Change I

**Session chair:** Björn Brandenburg

- 25 min: [**(Outstanding Paper) Automatic Energy-Hotspot Detection and Elimination in Real-Time Deeply Embedded Systems**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a097/280200a097.pdf), *Mohsen Shekarisaz, Lothar Thiele and Mehdi Kargahi*
- 25 min: [**HIART-MCS: High Resilience and Approximated Computing Architecture for Imprecise Mixed-Criticality Systems**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a290/280200a290.pdf), *Zhe Jiang, Xiaotian Dai and Neil Audsley*
- 25 min: [**(Outstanding Paper) Speculative Execution and Timing Predictability in an Open Source RISC-V Core**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a393/280200a393.pdf), *Alban Gruin, Thomas Carle, Hugues Cassé and Christine Rochange*
- 5 min: [**(WiP) Reinforcement Learning-based DAG Scheduling Algorithm in Clustered Many-Core Platform**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a548/280200a548.pdf), *Atsushi Yano and Takuya Azumi*
- 5 min: [**(WiP) Models and tools to detect Real-Time Scheduling Anomalies**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a540/280200a540.pdf), *Blandine Djika, Singhoff Frank, Alain Plantec and Georges Edouard Kouamou*
- 5 min: [**(WaP) Reconstruction of Traffic Flow Dynamics Data Obtained from Intelligent Real-Time Systems**](https://tu-dortmund.sciebo.de/s/TxjiW7c17QMw5WK), *Marina Yashina, Alexander Tatashev and Ivan Kuteynikov*
- 5 min: [**(WaP) Supporting Non-blocking Frame-Preemption in TSN Networks**](https://www.sciencedirect.com/science/article/pii/S1383762121000382), *Mohammad Ashjaei, Mikael Sjodin and Saad Mubeen*



1.12 - HW Support and Design + 4BPs

**Session chair:** Liliana Cucu
- 25 min: [**Efficiently Approximating the Worst-Case Deadline Failure Probability under EDF**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a214/280200a214.pdf), *Georg von der Brüggen, Nico Piatkowski, Kuan-Hsun Chen, Jian-Jia Chen, Katharina Morik and Björn Brandenburg*
- 25 min: [**Conditionally Optimal Parallelization of Real-Time DAG Tasks for Global EDF (Artifact Evaluated)**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a188/280200a188.pdf), *Youngeun Cho, Dongmin Shin, Jaeseung Park and Chang-Gun Lee*


2.11 - Probabilistic Scheduling

**Session chair:** Daniel Casini
- 25 min: [**Time-Predictable Acceleration of Deep Neural Networks on FPGA SoC Platforms**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a441/280200a441.pdf), *Francesco Restuccia and Alessandro Biondi*
- 25 min: [**LaLaRAND: Flexible Layer-by-Layer CPU/GPU Scheduling for Real-Time DNN Task**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a329/280200a329.pdf), *Woosung Kang, Kilho Lee, Jinkyu Lee, Insik Shin and Hoon Sung Chwa*
- 25 min: [**Data-Driven Structured Thermal Modeling for COTS Multi-Core Processors**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a201/280200a201.pdf), *Seyedmehdi Hosseinimotlagh, Daniel Enright, Christian Shelton and Hyoseung Kim*
- 25 min: [**A Multi-Level DPM Approach for Real-Time DAG Tasks in Heterogeneous Processors**](https://conferences.computer.org/rtsspub/pdfs/RTSS2021-23beZleJJDdiozCiQ9rzXD/280200a014/280200a014.pdf), *Federico Reghenzani, Ashikahmed Bhuiyan, William Fornaciari and Zhishan Guo*



3.11 - DNNs, Energy- and Thermal-Aware Design

**Session Chairs: **Vanja Kastelic (INGV), Enrico Serpelloni (INGV), Chiara Amadori (University of Pavia), Igor Vlahovic (University of Zagreb), Josip Stipcevic (University of Zagreb)

S5. Adria Plate I