IEEE Consumer Electronics Magazine - March/April 2023 - 47

TABLE 3. Different algorithm work efficiency of dimension 10.
Test function name
Sphere
levy
PSO
2.52e-14
Ackley
Sumsquares
-1.07eþ02
4.50e-26
5.77e-22
QPSO
4.26e-65
-2.012þ02
4.71e-23
3.46e-65
GWO
CLPSO
8.22e-131
7.116e-132
0.41e-02
98.42e-120
9.37e-11
4.05eþ02
4.3e-11
1.69e-12
CPSO
1.67e-66
-2.01eþ02
4.71e-30
2.61e-62
FIGURE 6. Abstract level art installation design.
DISCUSSION
Use multiple processors to perform processing
tasks cooperatively, exchanging large
amounts of information with each other. For
this reason, these processors must be connected.
However, different interconnection
technologies will formdifferent types of systems
and software organization structures, and the
systems they constitute also have differences in
performance, cost, and other aspects. Based on
the analysis of the traditional parallel computing
architecture, this article carries out the
design and implementation of a heterogeneous
parallel computing system, including the design
architecture of the system, task allocation and
scheduling, and data transmission between
nodes, as well as data between GPUs. Transmission
methods and optimization schemes; make
full use of the network environment, hardware
equipment, and user operation intentions, so
that the system topology can be adaptively
adjusted according to the strength of user interaction,
and maximize the use of network resources,
computing, and processing capabilities of
terminal equipment User's operation relevance.
Increasing synchronization and increasing the
initial frequency directly improve the efficiency
of the production process. All computing
March/April 2023
systems can be directly improved by upgrading
the processor.
CONCLUSION
Traditional high-performance computers generally
use commercial general-purpose processors,
and they will face many challenges in
system efficiency, power consumption, system
maintenance, and cost when constructing massively
parallel computing systems.
ACKNOWLEDGMENT
This work was supported by China National
Arts Fund.
&REFERENCES
1. N. S. Kim, D. Chen, J. Xiong, and W. W. Hwu,
" Heterogeneous computing meets near-memory
acceleration and high-level synthesis in the postMoore
era, " IEEEMicro, vol. 37, no. 4, pp. 10-18,
Jul./Aug. 2017.
2. D. Hildenbrand et al., " Geometric algebra computing
for heterogeneous systems, " Adv. Appl. Clifford
Algebras, vol. 27, no. 1, pp. 1-22, 2017.
3. L. Li, U. Dastgeer, and C. Kessler, " Pruning strategies
in adaptive off-line tuning for optimized composition of
components on heterogeneous systems, " Parallel
Comput., vol. 51, pp. 37-45, 2016.
47

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