26.4
TENSOR
FIELDS
ON
MANIFOLDS
787
A
crucial
properly
of has the property that
tensors
T( ,
fw
i
+gOi, ) =
fT(
,wi,
) +gT( , o',
),
T( ,
fVk
+gUk, ) =
fT(
, Vb ) +
gT(
,Uk, )
(26.27)
for any two functions f and g on M. Thus,7
26.4.11. Box.
A tensor is linear in vectorfields and i-forms, even when the
coefficients
of
linear expansion arefunctions.
The
components
of
T with respect to coordinates xi are the m
r
+, real-valued
functions
difficulty
associated
with
differentiating
tensors
If
tensor fields are to be
of
any use, we
must
be
able to differentiate them. We
shall consider three types
of
derivatives with different applications. We stody one
of
them here, another in the next section,
and
the third in Chapter
2~.
Derivatives can be defined only for objects that can be added (really, sub-
tracted). For functions
of
a single (real or complex) variable, this is done almost
subconsciously: We take the difference between the values
of
the function at two
nearby points
and
divide by the length
of
the interval between the two points.
We extended this definition to operators in Chapter 2 with practically no change.
For functions
of
more than one variable,
one
chooses a direction (a vector) and
considers change in the function along that direction. This leads to the concept
of
directional derivative, or partial derivative
when
the vector happens to be along
one
of
the axes.
In
all the above cases, the objects beingdifferentiatedreside in the same space:
f(t)
and
f(t
+
!'>t)
are
both
real (complex) numbers; H(t)
and
H(t +
At)
both
belong to 'c(V).
When
we try to define derivatives
of
tensor fields, however, we
run immediatelyintotrouble: T
p
and
T
p'
cannotbe comparedbecausethey belong
to two different spaces, one to
'Y,.P
(M)
and the
other
to
'Y"p,
(M).
To make com-
parisons, we need first to establish a "connection" between the two spaces. This
connectionhas to be a vector space isomorphism so thatthere is one
and
onlyone
vector in the second space that is to be compared with a given vector in the first
space.
The
problem is that there are infinitely
many
isomorphisms between any
given two vector spaces. No "natura!" isomorphism exists between
'J'r
p
(M)
and
s,
'J"
p'
(M);
thus the diversity
of
tensor"derivatives!"We narrowdownthis diversity
s,
7In mathematical jargon,
X(M)
and X*
(M)
are called
modules
over the (ring of) real-valued functions on
M.
Rings are a
generalization
of
the real numbers (field of real numbers) whose elements have all the properties of a field except that they may
have no inverse. A module over a field is a vector space.