{"id":28624,"date":"2024-06-23T12:40:49","date_gmt":"2024-06-23T12:40:49","guid":{"rendered":"https:\/\/www.writemyessays.app\/blog\/questions\/dynamic-optimization-of-heterogeneous-computing-systems-a-survey-on-real-time-parameter-tuning\/"},"modified":"2024-06-23T12:40:49","modified_gmt":"2024-06-23T12:40:49","slug":"dynamic-optimization-of-heterogeneous-computing-systems-a-survey-on-real-time-parameter-tuning","status":"publish","type":"questions","link":"https:\/\/www.writemyessays.app\/blog\/questions\/dynamic-optimization-of-heterogeneous-computing-systems-a-survey-on-real-time-parameter-tuning\/","title":{"rendered":"Dynamic Optimization of Heterogeneous Computing Systems: A Survey on Real-Time Parameter Tuning"},"content":{"rendered":"

Abstract<\/span>\u2014Heterogeneous computing Systems-on-Chip (SoCs)<\/span>
have emerged as powerful platforms integrating diverse process-<\/span>
ing units such as CPUs, GPUs, and FPGAs to enhance com-<\/span>
putational capabilities and efficiency. However, the complexity<\/span>
of<\/span> <\/span>managing<\/span> <\/span>these<\/span> <\/span>resources<\/span> <\/span>necessitates<\/span> <\/span>advanced<\/span> <\/span>optimiza-<\/span>
tion techniques, particularly with runtime parameter adaptation<\/span>
to handle dynamic workloads and resource availability. This<\/span>
survey comprehensively reviews the state-of-the-art methods in<\/span>
optimizing heterogeneous computational resources through real-<\/span>
time parameter tuning. This survey is structured to cover key<\/span>
themes including power management, energy efficiency, system-<\/span>
level optimization, and performance improvement. Each section<\/span>
discusses various methodologies, highlighting their strengths and<\/span>
weaknesses. Our critical analysis identifies current gaps in the<\/span>
literature and suggests potential research directions. We empha-<\/span>
size the integration of evolutionary algorithms with reinforcement<\/span>
learning (ERL) as a promising approach to dynamically adapt<\/span>
system parameters, thereby achieving optimal resource utilization<\/span>
and performance. Key contributions of this survey include: A<\/span>
comprehensive review of dynamic power management techniques<\/span>
and AI-based solutions for heterogeneous SoCs. In-depth analysis<\/span>
of<\/span> <\/span>energy<\/span> <\/span>efficiency<\/span> <\/span>strategies<\/span> <\/span>and<\/span> <\/span>their<\/span> <\/span>impact<\/span> <\/span>on<\/span> <\/span>system<\/span>
performance. Detailed examination of system-level optimization<\/span>
methods, including collaborative scheduling and edge computing<\/span>
frameworks. Evaluation of performance improvement techniques<\/span>
and their implications on computational efficiency. Identification<\/span>
of open challenges and future research directions in the field of<\/span>
computational resource optimization. This survey aims to provide<\/span>
researchers and practitioners with a holistic understanding of<\/span>
the current landscape and future prospects in optimizing hetero-<\/span>
geneous computational resources through real-time parameter<\/span>
tuning.<\/span>
Index Terms<\/span>\u2014Heterogeneous Computing, Systems-on-Chips,<\/span>
Optimization, CPU, GPU, FPGA<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Abstract\u2014Heterogeneous computing Systems-on-Chip (SoCs)have emerged as powerful platforms integrating diverse process-ing units such as CPUs, GPUs, and FPGAs to enhance com-putational capabilities and efficiency. However, the complexityof managing these resources necessitates advanced optimiza-tion techniques, particularly with runtime parameter adaptationto handle dynamic workloads and resource availability. Thissurvey comprehensively reviews the state-of-the-art methods inoptimizing heterogeneous computational resources […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"disciplines":[63],"paper_types":[],"tagged":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/28624"}],"collection":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions"}],"about":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/types\/questions"}],"author":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/comments?post=28624"}],"version-history":[{"count":0,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/28624\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/media?parent=28624"}],"wp:term":[{"taxonomy":"disciplines","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/disciplines?post=28624"},{"taxonomy":"paper_types","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/paper_types?post=28624"},{"taxonomy":"tagged","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/tagged?post=28624"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}