
Would you please tell me how to use Latex to draw this picture?
Here a simple way using pst-node and multido:
\documentclass[1pt, pdf, svgnames]{standalone}
\usepackage[utf8]{inputenc}
\usepackage[T1]{fontenc}
\usepackage{fourier}
\usepackage{pstricks-add}
\usepackage{xcolor}
\begin{document}
\begin{pspicture}(-1,-4)(4,6)
\psset{radius = 0.15, xunit = 2cm, yunit = 1.2cm, fillstyle = solid}
\psaxes[yaxis = false, linewidth = 0pt,linecolor = white, ticks = none](0,-3.9)(2,-3.9)
\uput[d](-1,-4){Time step}
\Cnode(0,0){O}
\pnodes{A}(1,-2.4)(1,-1.9)(1, -1.4)(1, -0.9)(1,-0.4)(1,0.4)(1, 0.9)(1, 1.4)(1,1.9)(1,2.4)
\pnodes{B}(2,-3.8)(2,-3.3)(2, -2.8)(2, -2.3)(2,-1.8)(2,-1)(2, -0.5)(2, 0)(2,0.5)(2,1)(2,1.8)(2, 2.3)(2, 2.8)(2,3.3)(2,3.8)
\Cnode(O){} \multido{\i = 0 + 1}{10}{\Cnode[fillcolor =LightSteelBlue ](A\i){C\i}}
\multido{\i = 2 + 5}{2}{\Cnode[fillcolor = white](A\i){}}
\multido{\i = 0 + 1}{15}{\Cnode(B\i){D\i}}
\multido{\i = 0 + 1}{10}{\ncline{C\i}{D\i}\fpAdd{\i}{5}{\j}\ncline{C\i}{D\j}}%
\ncline{O}{C2}\ncline{O}{C7}
\psset{linestyle = dashed}
\multido{\i = 0 + 1}{10}{\ncline{O}{C\i}}%
\end{pspicture}
\end{document}

Here's a different approach using Metapost that preserves the right angles in the OP art work.
The link above explains how to get started with Metapost.

prologues := 3;
outputtemplate := "%j%c.eps";
beginfig(1);
% unit width, height, and radius of the nodes
u = 46; v = 17; r = 4;
% a W-shaped path to draw
% with five points: points 0 and 4 are the ends; 1, 2, 3 are corners
path W, w;
W = ((-1,-1) -- (-1,0) -- (0,0) -- (0,1) -- (1,1))
scaled sqrt(2) scaled u rotated 45;
for i=-2 upto 2:
% make a copy of the path, shifted across and up
w := W shifted (2u, i*v);
% draw it, and draw connections from the origin
draw w;
draw origin -- point 1 of w if i<>0: dashed evenly scaled .8 fi;
draw origin -- point 3 of w if i<>0: dashed evenly scaled .8 fi;
% add the nodes on top
for j = 0 upto 4:
fill fullcircle scaled 2r shifted point j of w withcolor if ((j=1) or (j=3)) and (i<>0): .6 fi white;
draw fullcircle scaled 2r shifted point j of w;
endfor
endfor
% put the final node at the origin
fill fullcircle scaled 2r withcolor white;
draw fullcircle scaled 2r;
% text labels
label.bot(btex Time step etex, (-u,-8v));
for i=0 upto 2: label.bot(decimal i, (i*u,-8v)); endfor
endfig;
end.
I've tried to make the code self-explanatory, but here are some notes.
The three parameters at the beginning control the size and shape of the figure.
u defines the width between the columns of discs, v the vertical gap between successive discs, and r the radius of each disc.
Next I defined a zig-zag path that looks a bit like a sigma or a sideways W once it is scaled and rotated to the right size and position.
The for-loop draws a copy of this W-shape five times to produce the desired network. First the W is drawn, then a line is drawn from the origin to the two left-hand corners. Finally the inner loop draws a disc on each point of the W, neatly covering up the joins.
Note the use of the "inline" if .. fi construction to vary the patterns and fill colours.
Note the use of the assignment operator := to overwrite w in each iteration.