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Navigating heterogeneous processors with market mechanisms

M. Guevara, B. Lubin, B. C. Lee
2013 2013 IEEE 19th International Symposium on High Performance Computer Architecture (HPCA)  
Heterogeneity -Principles and Strategies The largest datacenters today are equipped with highperformance processors.  ...  Embedding architectural insight into proxies that bid on behalf of applications, a market effectively allocates hardware to applications with diverse preferences and valuations.  ...  Addressing this limitation, we present a multi-agent market that navigates non-fungible processor cycles.  ... 
doi:10.1109/hpca.2013.6522310 dblp:conf/hpca/GuevaraLL13 fatcat:uewvlss425gu5edqewxjkcau2e

Market mechanisms for managing datacenters with heterogeneous microarchitectures

Marisabel Guevara, Benjamin Lubin, Benjamin C. Lee
2014 ACM Transactions on Computer Systems  
We integrate research in heterogeneous architectures with recent advances in multi-agent systems.  ...  Embedding architectural insight into proxies that bid on behalf of applications, a market effectively allocates hardware to applications with diverse preferences and valuations.  ...  This article extends "Navigating heterogeneous processors with market mechanisms" in Proceedings of the 19 th International Symposium on High Performance Computer Architecture [Guevara et al. 2013 ].  ... 
doi:10.1145/2541258 fatcat:ogk43aerardxbfxt64s7qzovbq

Strategies for anticipating risk in heterogeneous system design

Marisabel Guevara, Benjamin Lubin, Benjamin C. Lee
2014 2014 IEEE 20th International Symposium on High Performance Computer Architecture (HPCA)  
We introduce new processor selection criteria, such as the coefficient of variation in performance, to produce heterogeneous configurations that balance performance risks and efficiency rewards.  ...  Out of the tens of strategies we consider, risk-aware approaches account for more than 70% of the strategies that produce systems with the best service quality.  ...  Finally, markets are cleared to maximize welfare via hardware allocations. Our market allocates heterogeneous processors periodically (e.g., every 10 minutes) to serve diverse application tasks.  ... 
doi:10.1109/hpca.2014.6835926 dblp:conf/hpca/GuevaraLL14 fatcat:grdlvcxqprhbfiadzj3rz7dn4m

Antitrust Issues in Schumpeterian Industries

Richard Schmalensee
2000 The American Economic Review  
Netscape's Navigator dominated the browser market and ran on several operating systems.  ...  Unlike Navigator, Windows with IE exposed a rich set of API's that made it easier to produce Internet-enabled applications on the Windows platform.  ... 
doi:10.1257/aer.90.2.192 fatcat:ejyjjppqdnc3rfombympjgbppa

FPGA and ASIC convergence

C. Valderrama, L. Jojczyk, P. DaCunha Possa, J. Dondo Gazzano
2011 2011 VII Southern Conference on Programmable Logic (SPL)  
Further, the impact of communication energy consumption becomes critical as communication scales up in multi-processor architectures [5] .  ...  Future SoC integrates multiple cores, processing units and storage elements, with performances highly dependent on interconnection facilities.  ...  Today, hard processors, with better performance than a soft-core processor, are part of FPGA families. An example is the Virtex-5 FXT family with up to two IBM PowerPC 440 hard processors [14] .  ... 
doi:10.1109/spl.2011.5782660 fatcat:tuym2sakgbhyxmkwjbj6tzfaqq

Advanced Aerodynamic Technologies for Future Green Regional Aircraft

NAE Catalin
2014 INCAS Bulletin  
Future Green Regional Aircraft (GRA) will operate over airports located in the neighborhood of densely populated areas, with high frequency of takeoff/ landing events and, hence, strongly contribute to  ...  The paper deals with the technological readiness level (TRL) assessment of the most promising technologies and overall integration in the new generation of GRA, as a highly optimized configuration able  ...  , heterogeneous processors, GPU, OpenGL to reduce burden on master processor, OpenCL  Avionics o Cost effective navigation systems (incl. augmentation) for operation in the future ATM environment;  ... 
doi:10.13111/2066-8201.2014.6.s1.11 fatcat:qun2yq45xvggnhfcl3eqw6tqp4

Cloud Robotics

Giovanni Toffetti, Tobias Lötscher, Saken Kenzhegulov, Josef Spillner, Thomas Michael Bohnert
2017 Companion Proceedings of the10th International Conference on Utility and Cloud Computing - UCC '17 Companion  
We relate on our experience building cloud robotics applications spanning heterogeneous hardware (i.e., robots and cloud servers) through a use case scenario.  ...  based on a quad-core ARM Cortex-A53 processor equipped with 1 GB of RAM.  ...  Still, combining cloud computing with cheaper robot processors is a viable solution towards building robot-enabled applications that can have mass market penetration yet have access to powerful computation  ... 
doi:10.1145/3147234.3148100 dblp:conf/ucc/ToffettiLKSB17 fatcat:yqjnxznrsbfkviwj73h3bbxkxe

Dark silicon as a challenge for hardware/software co-design

Muhammad Shafique, Siddharth Garg, Tulika Mitra, Sri Parameswaran, Jörg Henkel
2014 Proceedings of the 2014 International Conference on Hardware/Software Codesign and System Synthesis - CODES '14  
However, several critical challenges remain to be addressed including design, automated synthesis, design space exploration and run-time management of heterogeneous dark silicon processors.  ...  The hardware/software co-design and synthesis community has potentially much to contribute in solving these new challenges introduced by dark silicon and, in particular, heterogeneous computing.  ...  It is based on price theory that strictly follows the supply-demand based market mechanisms to select the core for each task and the frequency-level for each cluster.  ... 
doi:10.1145/2656075.2661645 dblp:conf/codes/ShafiqueGMPH14 fatcat:jzmyheg2y5gphezfbblnvyzluq

Advances in hardware design and implementation of signal processing systems [DSP Forum]

Shuvra Bhattacharyya, Jeff Bier, Wanda K. Gass, Ram K. Krishnamurthy, Edward A. Lee, Konstantinos Konstantinides
2008 IEEE Signal Processing Magazine  
A variety of commercial vendors offer single-chip multiprocessor DSP platforms, each with a collection of homogeneous or heterogeneous processors integrated on a single die, and this form of platform is  ...  The top-level architecture must comprehend the high-level scheduling of tasks and provide a mechanism for initiating the tasks and monitoring their completion in a distributed heterogeneous multiprocessor  ... 
doi:10.1109/msp.2008.929838 fatcat:e5wcu4p5gzcavhybpykrti3hwy

Hypercube Innovation: An Analysis of Web-based commerce, M-commerce, and U-commerce

Jen-Her Wu, Tzyh-Lih Hsia
2003 Pacific Asia Conference on Information Systems  
Integration of virtual market-space and physical marketplace 3. B2B, B2C, C2B, C2C Market segment 1. PCs users with Internet 1. Mobile device users 1. Heterogeneous users connection 2.  ...  The features of ubiquitous network are technologically heterogeneous, geographically dispersed, context-sensing, architecturally flexible, and without centralized control mechanism (Banavar & Bernstein  ... 
dblp:conf/pacis/WuH03 fatcat:kgsn2vrrgfefdkqii6u45vx4s4

Accessing and Integrating Distant Capabilities in Smart Industry Projects [chapter]

Ednilson Bernardes, Hervé Legenvre
2022 Advanced Series in Management  
This research explores the governance mechanisms that support such integration and their relation to value capture.  ...  These initiatives develop complex technical architectures that integrate heterogenous technologies, causing significant organizational complexity.  ...  Ecosystem technology complementary with heterogenous complementary collaboration technologies and degrees of distance capabilities and involving market access access to market promotion of a standard  ... 
doi:10.1108/s1877-636120220000028009 fatcat:v6oixtcby5gr3nuxpajob3ykni

Scheduling Data-Intensive Tasks on Heterogeneous Many Cores

Pinar Tözün, Helena Kotthaus
2019 IEEE Data Engineering Bulletin  
This article first surveys the existing scheduling mechanisms targeting the utilization of a multicore server with uniform processing units.  ...  Finally, it concludes with the description of a preliminary framework targeting these challenges.  ...  It is highly likely that the common operating system layers and mechanisms will also evolve with such hardware.  ... 
dblp:journals/debu/TozunK19 fatcat:ej47kfvucfhwpgyhmpvnxc3lqq

Benchmarking an interdisciplinary concurrent design methodology for electronic/mechanical systems

Asim Smailagic, Daniel P. Siewiorek, Drew Anderson, Chris Kasaback, Tom Martin, John Stivoric
1995 Proceedings of the 32nd ACM/IEEE conference on Design automation conference - DAC '95  
Design Complexity Reducing all the aspects of a heterogeneous electronic/mechanical design to a single quantity is difficult.  ...  Navigator 1 [3] , built in 1993, is a general purpose computer consisting of off-the-shelf boards: an 386SX processor card, Private Eye interface, VGA controller, A/D card, GPS (global position sensing  ... 
doi:10.1145/217474.217580 dblp:conf/dac/SmailagicSAKMS95 fatcat:pry5zp5onjeo3efkxx6d5vs66i

Benchmarking An Interdisciplinary Concurrent Design Methodology for Electronic/Mechanical Systems

Asim Smailagic
1995 Proceedings - Design Automation Conference  
Design Complexity Reducing all the aspects of a heterogeneous electronic/mechanical design to a single quantity is difficult.  ...  Navigator 1 [3] , built in 1993, is a general purpose computer consisting of off-the-shelf boards: an 386SX processor card, Private Eye interface, VGA controller, A/D card, GPS (global position sensing  ... 
doi:10.1109/dac.1995.250001 fatcat:ksi57h3zenhlxckg2hz5zgyuua

Harnessing ISA diversity

Ashish Venkat, Dean M. Tullsen
2014 SIGARCH Computer Architecture News  
This architecture has the potential to outperform the best single-ISA heterogeneous architecture by as much as 21%, with 23% energy savings and a reduction of 32% in Energy Delay Product.  ...  Heterogeneous multicore architectures have the potential for high performance and energy efficiency.  ...  Current industry offerings of heterogeneous-ISA CMPs include MP-SoCs in the embedded market [34] , GPUs, and accelerators in the HPC market [3] .  ... 
doi:10.1145/2678373.2665692 fatcat:s2iurlomofbfficeone5inbz3q
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