Mathematics for Applied Sciences (Osnabrück 2011-2012)/Part I/Exercise sheet 9



Warm-up-exercises

Let   be a field, and let   and   be  -vector spaces. Let

 

be a linear map. Prove that for all vectors   and coefficients  , the relationship

 

holds.


Let   be a field, and let   be a  -vector space. Prove that for   the map

 

is linear.


Interpret the following physical laws as linear functions from   to  . Establish, in each situation, what is the measurable variable and what is the proportionality factor.

  1. Mass is volume times density.
  2. Energy is mass times the calorific value.
  3. The distance is speed multiplied by time.
  4. Force is mass times acceleration.
  5. Energy is force times distance.
  6. Energy is power times time.
  7. Voltage is resistance times electric current.
  8. Charge is current multiplied by time.


Around the Earth along the equator, a ribbon is placed. However, the ribbon is one meter longer than the equator, so that it is lifted uniformly all around to be tense. Which of the following creatures can run/fly/swim/dance under it?

  1. An amoeba.
  2. An ant.
  3. A tit.
  4. A flounder.
  5. A boa constrictor.
  6. A guinea pig.
  7. A boa constrictor that has swallowed a guinea pig.
  8. A very good limbo dancer.


Consider the linear map

 

such that

 

Compute

 


Complete the proof of the theorem on determination on basis, by proving the compatibility with the scalar multiplication.


Let   be a field, and let   be vector spaces over  . Let   and   be linear maps. Prove that also the composite mapping

 

is a linear map.


Let   be a field, and let   be a  -vector space. Let   be a family of vectors in  . Consider the map

 

and prove the following statements.

  1.   is injective if and only if   are linearly independent.
  2.   is surjective if and only if   is a system of generators for  .
  3.   is bijective if and only if   form a basis.


Prove that the functions

 

and

 

are  -linear maps. Prove that also the complex conjugation is  -linear, but not  -linear. Is the absolute value

 

 -linear?


Let   be a field, and let   and   be  -vector spaces. Let

 

be a linear map. Prove the following facts.

  1. For a linear subspace  , also the image   is a linear subspace of  .
  2. In particular, the image
     

    of the map is a subspace of  .

  3. For a linear subspace  , also the preimage   is a linear subspace of  .
  4. In particular,   is a subspace of  .


Determine the kernel of the linear map

 


Determine the kernel of the linear map

 

given by the matrix

 


Find, by elementary geometric considerations, a matrix describing a rotation by 45 degrees counter-clockwise in the plane.


Consider the function

 

that sends a rational number   to  , and all the irrational numbers to  . Is this a linear map? Is it compatible with multiplication by a scalar?




Hand-in-exercises

Exercise (3 marks)

Consider the linear map

 

such that

 

Compute

 


Exercise (3 marks)

Find, by elementary geometric considerations, a matrix describing a rotation by 30 degrees counter-clockwise in the plane.


Exercise (3 marks)

Determine the image and the kernel of the linear map

 


Exercise (3 marks)

Let   be the plane defined by the linear equation  . Determine a linear map

 

such that the image of   is equal to  .


Exercise (3 marks)

On the real vector space   of mulled wines, we consider the two linear maps

 

and

 

We consider   as the price function, and   as the caloric function. Determine a basis for  , one for   and one for  .