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ubalanser

Ubalanser, often translated as imbalance, is the condition in which a system differs from a state of balance or symmetry. The term is used across disciplines to describe deviations from an equilibrium state that can affect performance or safety.

In mechanical engineering, imbalance refers to uneven mass distribution in rotating parts. Causes include manufacturing tolerances,

In electrical systems, phase or voltage imbalance occurs when three-phase voltages or currents are unequal. Causes

Economic and social imbalances describe mismatches between supply and demand, or trade balances that favor one

In data science, class imbalance arises when one category is much rarer than others. Models may underperform

In health and biomechanics, asymmetries in structure or function can cause postural or gait imbalance. Causes

General detection compares measurements to a defined reference state and uses metrics such as ratio, variance,

See also: balance, equilibrium, symmetry, misalignment.

wear,
or
misalignment.
Consequences
are
vibrations,
increased
noise,
bearing
wear,
and
reduced
efficiency.
Detection
uses
vibration
analysis
and
runout
measurements;
remedies
include
rebalancing
and
realignment.
include
uneven
loading,
single-phase
connections,
or
faulty
components.
Effects
include
overheating
and
reduced
efficiency.
Remedies
involve
balancing
loads
and
repairing
equipment.
side.
Causes
include
price
signals,
policy,
and
market
frictions.
Consequences
include
price
volatility
and
misallocation;
tools
include
price
adjustments,
regulation,
and
inventory
management.
on
minority
classes.
Remedies
include
resampling,
adjusting
class
weights,
and
synthetic
data
generation.
include
injury,
congenital
conditions,
or
asymmetrical
training.
Management
typically
involves
therapy,
orthotics,
and
targeted
training.
or
imbalance
indices
to
quantify
deviation.
Addressing
ubalance
often
requires
targeted
corrective
action
to
restore
equilibrium.