In: Statistics and Probability
Classify each of the following processes as discrete-time or
continuous-time, and discrete-space
or continuous-space.
(a) The baud rate of a modem, recorded every 60 s
(b) The number of people logged into Facebook throughout the
day
(c) The operational state, denoted 1 or 0, of a certain machine
recorded at the end of each hour
(d) The noise (in dB) in an audio signal measured throughout
transmission
Solution:
Given data:
A process that assumes spaced and distinct values in time is
named a discrete-time process. Similarly, a process that assumes
spaced and distinct values in space is named a discrete-space
process.
A continuous-space process assumes continuous or near-continuous
values in space. Similarly, a continuous-time process assumes
continuous values within the time domain.
a) baud refers to the speed at which the knowledge
is transferred through the modem. This transfer is measured at a
stationary location. Hence, the method is continuous in space.
Also, the transfer is measured at intervals of 60s. Hence, the
knowledge is discretized in time-domain.
b) the amount of individuals refers to the space
dimension here. Since the amount of individuals can't be
continuous, this information is discretized. the knowledge is
obtained throughout the day. Thus, time is continuous here.
c) The operational state is being recorded as
either 0 or 1. The operational state forms the space domain. And
since it can assume one among the 2 values, it's discrete in space.
This state is being reported at the top of every hour. Thus, time
is discretized.
d) The noise in dB refers to the space domain
here. The dB varies continuously and hence this process is
continuous in space. The noise is measured throughout the
transmission and thus is continuous in time.