New heterogeneous comprehensive learning particle swarm optimizer enhanced with low-discrepancy sequences and conjugate gradient method
Swarm and Evolutionary Computation,
Год журнала:
2025,
Номер
93, С. 101848 - 101848
Опубликована: Янв. 28, 2025
Язык: Английский
Multi-objective Particle Swarm Optimization Algorithm for Task Allocation and Archived Guided Mutation Strategies
Research Square (Research Square),
Год журнала:
2025,
Номер
unknown
Опубликована: Апрель 10, 2025
Abstract
In
this
paper,
we
propose
a
novel
multi-objective
particle
swarm
optimization
algorithm
with
task
allocation
and
archive-guided
mutation
strategy
(TAMOPSO),
which
effectively
solves
the
problem
of
inefficient
search
in
traditional
algorithms
by
assigning
different
evolutionary
tasks
to
particles
characteristics.
First,
TAMOPSO
divides
multiple
subpopulations
according
distribution
status
each
iteration
population
designs
new
mechanism
improve
efficiency.
Second,
adopts
an
adaptive
Lévy
flight
growth
rate,
automatically
increasing
global
variation
probability
expand
range
when
converges
enhancing
local
conduct
fine
disperses
realize
dynamics
variations.
Finally,
measures
contribution
through
evolution
rate
index
filters
out
valuable
historical
solutions
for
subsequent
reuse
accelerate
convergence
speed;
addition,
improves
individual
optimal
selection
mechanism,
changes
bias
algorithm,
ensures
that
has
equal
opportunity,
enhances
fairness
process.
The
process
is
enhanced
at
same
time.
performance
compared
ten
existing
on
22
standard
test
problems,
experimental
results
show
outperforms
other
several
problems
better
solving
problems.
Язык: Английский
Optimization of the shotcrete spraying process in blast-based tunnel construction: Insights for enhancing spraying quality
Automation in Construction,
Год журнала:
2025,
Номер
175, С. 106234 - 106234
Опубликована: Май 1, 2025
Язык: Английский
Multi-objective particle swarm optimization algorithm for task allocation and archived guided mutation strategies
Scientific Reports,
Год журнала:
2025,
Номер
15(1)
Опубликована: Май 6, 2025
Язык: Английский
A user green-friendly use of electricity credit points response mechanism for guiding source–load interactions
Energy Sources Part A Recovery Utilization and Environmental Effects,
Год журнала:
2025,
Номер
47(1), С. 19 - 43
Опубликована: Май 14, 2025
Язык: Английский
Civil aircraft longitudinal center-of-gravity position estimation combining domain knowledge and simulation data
Results in Engineering,
Год журнала:
2025,
Номер
unknown, С. 105594 - 105594
Опубликована: Июнь 1, 2025
Язык: Английский
IPFOA-MKSVM and BA-MLP Models for Predicting Closed Busbar Temperatures in High Voltage Nuclear Power Plants in Different Vacuum Environments
Vacuum,
Год журнала:
2024,
Номер
232, С. 113825 - 113825
Опубликована: Ноя. 15, 2024
Язык: Английский
Supercritical/dense-phase CO2 pipeline leakage diffusion experiment and hazard distance prediction method
Journal of Pipeline Science and Engineering,
Год журнала:
2024,
Номер
unknown, С. 100248 - 100248
Опубликована: Дек. 1, 2024
Joint scheduling of hybrid flow-shop with limited automatic guided vehicles: A hierarchical learning-based swarm optimizer
Computers & Industrial Engineering,
Год журнала:
2024,
Номер
198, С. 110686 - 110686
Опубликована: Ноя. 5, 2024
Язык: Английский