A Lake-Flood Forecasting Method Coupling the Ce-Qual-W2 and Pinn Models
Опубликована: Янв. 1, 2025
The
limited
availability
and
low
accuracy
of
hydrological
data
severely
influence
the
flood
forecasting.
To
address
this
issue,
paper
proposes
a
new
way
to
predict
floods
that
combines
CE-QUAL-W2
model
for
lakes'
hydrodynamics
with
PINN
physical
information.
is
employed
verify
dynamic
process
water
level
volume
in
Lake
during
season.
We
input
lake,
verified
by
model,
into
model.
Utilizing
we
can
learn
nonlinear
patterns
reservoir
discharge
from
historical
directly
transform
problem
solving
differential
equations
an
optimization
loss
functions
regular
equations.
real-time
simulated
also
incorporated
Xin-An-Jiang
(XAJ)
Long
Short-Term
Memory
(LSTM)
was
compared
results
prediction
performance
obtained
CE-QUAL-W2&PINN
This
study
selects
Luoma
as
research
subject,
choosing
35
representative
events
occurred
between
1960
2022.
show
that,
(1)
events,
relative
errors
observed
values
were
all
within
20%,
indicating
good
simulation
accuracy.
(2)
Compared
LSTM
XAJ
models,
demonstrates
higher
faster
forecasting
capabilities
3-hour
period,
achieving
improvement
approximately
30%
both
training
testing.
(3)
overall
determination
coefficient
CE-QUAL-W2&PIN
stands
at
0.919.
error
less
than
10%
flow
periods.
Язык: Английский
Increasing urban flooding facing metro system: Evidence from Internet media records in China from 2001 to 2021
International Journal of Disaster Risk Reduction,
Год журнала:
2025,
Номер
unknown, С. 105551 - 105551
Опубликована: Май 1, 2025
Язык: Английский
Real-time flood forecasting using time-varying parameter hydrological model: case study for Ta Trach reservoir
Applied Water Science,
Год журнала:
2025,
Номер
15(7)
Опубликована: Май 30, 2025
Язык: Английский
Environmental planning and the evolution of inter-basin water transfers in the United States
Frontiers in Environmental Science,
Год журнала:
2024,
Номер
12
Опубликована: Ноя. 12, 2024
The
uneven
spatial
distribution
of
water
resources
and
demands
across
the
US
have
motivated
a
wide
range
inter-basin
transfers.
By
redistributing
resources,
Inter-basin
transfer
projects
can
lead
to
specific
environmental
changes
such
as
altered
river
flows,
in
quality,
loss
ecologically
important
habitats,
impacts
which
depend
on
project
scale
management.
Early
were
undertaken
prior
legislation
Since
primary
focus
is
not
these
projects,
they
are
often
documented
historically.
We
provided
comprehensive
inventory
(built,
incomplete,
proposed)
US,
identified
patterns
projects’
characteristics,
analyzed
growing
role
planning
drew
lessons
inform
future
proposals.
categorized
historical
into
three
periods:
1900–1930,
1930–1970,
1970–2020,
analyzing
over
40
km
long
50
MCM/year
using
diverse
sources,
assess
their
development
from
an
perspective.
Results
this
study
show
that
early
mostly
gravity-driven
smaller-in-scale,
grow
require
more
pumping
stations
(energy-intensive)
lift
high
elevations.
California
Colorado
most
active,
transfers
for
first
time.
Federal
agencies
reduced
funding
due
recognition
impacts,
adequately
addressed
projects.
Environmental
crucial
operation
recommend
assessments
climate
change
vulnerability
should
also
be
considered
essential
Язык: Английский