TY - GEN
T1 - Model-Based Parallelizer for Embedded Control Systems on Single-ISA Heterogeneous Multicore Processors
AU - Zhong, Zhaoqian
AU - Edahiro, Masato
PY - 2019/2/22
Y1 - 2019/2/22
N2 - This paper presents a model-based parallelization approach for embedded systems on single instruction set architecture (ISA) heterogeneous multicore processors, wherein the core assignment of Simulink blocks is determined based on the control design constraints and characteristics of single-ISA heterogeneous multicore processors. The proposed method first groups blocks hierarchically and forms tens of top-level clusters that contain blocks of the same attribute. For these clusters, a mixed-integer linear programming (MILP) formulation determines the core assignment solution considering load balancing and minimization of inter-core communication across cores with different performance. Finally, each top-level cluster is assigned to cores on multicore processors based on the core assignment solution from the MILP formulation and expanded to the block level by the block dependency. We evaluate the proposed approach by generating parallel code on a single-ISA heterogeneous multicore processor to determine its effectiveness.
AB - This paper presents a model-based parallelization approach for embedded systems on single instruction set architecture (ISA) heterogeneous multicore processors, wherein the core assignment of Simulink blocks is determined based on the control design constraints and characteristics of single-ISA heterogeneous multicore processors. The proposed method first groups blocks hierarchically and forms tens of top-level clusters that contain blocks of the same attribute. For these clusters, a mixed-integer linear programming (MILP) formulation determines the core assignment solution considering load balancing and minimization of inter-core communication across cores with different performance. Finally, each top-level cluster is assigned to cores on multicore processors based on the core assignment solution from the MILP formulation and expanded to the block level by the block dependency. We evaluate the proposed approach by generating parallel code on a single-ISA heterogeneous multicore processor to determine its effectiveness.
KW - MATLAB Simulink
KW - Model-based design
KW - Parallelization
KW - Single-ISA heterogeneous multicore processors
UR - http://www.scopus.com/inward/record.url?scp=85063228880&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85063228880&partnerID=8YFLogxK
U2 - 10.1109/ISOCC.2018.8649919
DO - 10.1109/ISOCC.2018.8649919
M3 - Conference contribution
AN - SCOPUS:85063228880
T3 - Proceedings - International SoC Design Conference 2018, ISOCC 2018
SP - 117
EP - 118
BT - Proceedings - International SoC Design Conference 2018, ISOCC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 15th International SoC Design Conference, ISOCC 2018
Y2 - 12 November 2018 through 15 November 2018
ER -