1
Easy2Siksha
GNDU  -2023
  
 -III
 :    : 100
:    -    ,        
             
-
1. (a) /      
(b)           
u = x4 - 5xy3+ 6x2+ 2xz2- xyz
2. (a)    y = x3- 27x + 108    -   108  
(b)     : y = x3 - 27x + 108
-
3. ()  : .
 
()  :

󰇛

󰇜

2
Easy2Siksha
4.       p = sqrt(9 + x)      7  
   
-
5. ()        ?   
    
(b)          :
2z + 4y - z = 9
3x + y + 2z = 7
x + 3y - 3z = 4
6. ()        ?      
 
(b)     : 2 4 -1
3 1 2
1 3 -3
-
7. () -       
(b)       :


 

0.4
0.1
50

0.7
0.6
100
3
Easy2Siksha

5
2
:
(i)  
(ii)    
 
(iii)    ,       10   .
8. ()    ? LPP     '    
  ?
()        :
   Z = 2x1 - 3x2
 :






4
Easy2Siksha
GNDU  -2023
  
 -III
 :    : 100
:    -    ,        
             
-
1. (a) /      
(b)           
u = x4 - 5xy3+ 6x2+ 2xz2- xyz
: A. /   
      (     )   
         ,   
             :
1.    :    '        

        -  (
, f(x))   -  ( , f(x,y,z))   
2.   :          '   
 -      :
a) -  :
    : f'(x)
       x   : f'(x) = 0
  '       
 (  )
5
Easy2Siksha
b) -  :
         
    '          
  '         
 (  )
3.     :       
      (  , ,    )
a) -  :
    : f''(x)
   '     :
o  f''(x) > 0 ,      
o  f''(x) <0,     
o  f''(x) = 0,     (   )
b) -  :
  (    )   
   '      :
o  det(H) > 0  f_xx > 0,     - 
o  det(H) > 0  f_xx <0,     
o  det(H) <0,     
o  det(H) = 0,     (   )
4.       :       
     ,    '      
        '       
5.     :     
         
6.    :         
        
 
      :
   
 [-2, 4]  f(x) = x^3 - 3x^2 - 9x + 5     
 
6
Easy2Siksha
 1:  f(x) = x^3 - 3x^2 - 9x + 5 
 2:    f'(x) = 3x^2 - 6x - 9  f'(x) = 0: 3x^2 - 6x - 9 = 0 x^2 - 2x - 3 = 0 (x - 3)(
x + 1) = 0 x = 3  x = -1
 3:  f''(x) = 6x - 6    x = 3: f''(3) = 12 > 0,  x = 3 
   x = -1: f''(-1) = -12 <0,  x = -1    
 4:  f(-2) = -8 - 12 + 18 + 5 = 3 f(4) = 64 - 48 - 36 + 5 = -15   
 5:  f(-1) = -1 + 3 + 9 + 5 = 16 ( ) f(3) = 27 - 27 - 27 + 5
= -22 f(4) = -15 ( )   
 6:        16 x = -1   
 -15 x = 4      
  -       ,    
 
B.      
,            -  - 
    :
u = x^4 - 5xy^3 + 6x^2 + 2xz^2 - xyz
-  :
1. x (∂u/∂x)     :   , 
y  z  
   x      
∂u/∂x = 4x^3 - 5y^3 + 12x + 2z^2 - yz
2. y (∂u/∂y)     : , 
x  z      y 
    
∂u/∂y = -15xy^2 - xz
3. z (∂u/∂z)     : x  y    , 
z  
   
∂u/∂z = 4xz - xy
-  :
, 
     -        -
    
4. x (∂^2u/∂x^2)      : x    ∂u/∂x  :
∂^2u/∂x^2 = 12x^2 + 12
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Easy2Siksha
5. y (∂^2u/∂y^2)      : y    ∂u/∂y  :
∂^2u/∂y^2 = -30xy
6. z (∂^2u/∂z^2)      : z    ∂u/∂z  :
∂^2u/∂z^2 = 4x
7. x  y (∂^2u/∂x∂y)      : y ( x    ∂u/∂y) 
  ∂u/∂x  :
∂^2u/∂x∂y = -15y^2 - z
8. x  z (∂^2u/∂x∂z)      : z ( x    ∂u/∂z) 
  ∂u/∂x  :
∂^2u/∂x∂z = 4z - y
9. y  z (∂^2u/∂y∂z)      : z ( y    ∂u/∂z) 
  ∂u/∂y  :
∂^2u/∂y∂z = -x
             
       u          
   :
-  :
1. ∂u/∂x = 4x^3 - 5y^3 + 12x + 2z^2 - yz      y  z    x
   ' u       x, y,  z    ' 
 
2. ∂u/∂y = -15xy^2 - xz  
   x  z   , y    u 
     x, y,  z      
3. ∂u/∂z = 4xz - xy  
   x  y   , z     u 
   ,  x, y,  z    '   
-  :
4. ∂^2u/∂x^2 = 12x^2 + 12  
   x (∂u/∂x)    u   
    x         ,  

   x        
5. ∂^2u/∂y^2 = -30xy      y (∂u/∂y)    u     y
        x  y   '   
6. ∂^2u/∂z^2 = 4x  
   z (∂u/∂z)    u     z 
       x   '   
8
Easy2Siksha
7. ∂^2u/∂x∂y = -15y^2 - z     
   x    u 
   y  ( )        u  
 x  y         
8. ∂^2u/∂x∂z = 4z - y  
   x  z      
   , x    u     z   (  
)  
9. ∂^2u/∂y∂z = -x  
   y  z    
 , y 
  u     z  (   )      
    u = x^4 - 5xy^3 + 6x^2 + 2xz^2 - xyz    
        :
1.        '       
    
2. -    (  
)      
     
3. -        
4.         x, y,  z      
   
  ,      
   x, y,  z
-       u     ,   ,
       -         
 ,             
 
         :
1.   (  )        
   
2.               
 
3.        ,    
       
   ,  -         , x,
y, z,  u           x^4  y^3   
  -  
 ,   xyz   
   
       
 
9
Easy2Siksha
 ,            
             
,     -     
       , ,  ,  
       ,       
      
2. (a)    y = x3- 27x + 108    -   108  
(b)     : y = x3 - 27x + 108
:(a)     y = x³ - 27x + 108    -   108  
    ,       :
1.  :    y = x³ - 27x + 108       
   ' S-    
2.  :             ,
  '       -  
3. :
           
         ,    
        
      :
 1:               
  , 
          
y = x³ - 27x + 108 y' = 3x² - 27
 2:                 
 
   , 
y' = 0     x    :
3x² - 27 = 0 3x² = 27 x² = 9 x = ±3
 ,    x = 3  x = -3 
 3:                
       -
y' = 3x² - 27 y'' = 6x
10
Easy2Siksha
 4:       ' x = 3: y'' = 6(3) = 18 (,  
 -  ) x = -3: y'' = 6(-3) = '  -18 (,        )
 5: x = 3 (- ) '   ' y-   : y = 3³ - 27(3) + 108 = 27 -
81 + 108 = 54
x = -3 (   ) ': y = (-3)³ - 27(-3) + 108 = -27 + 81 + 108 = 162
 6:          : 162  :
54 : 162 - 54 = 108
 , 
         -   108  
(b)  y = x³ - 27x + 108    

   ()             
          :
 : 162 (x = -3 '  )  : 54 (x = 3 '  )
,            :
  :  ,   y = x³ - 27x + 108,    
 
      x (  )    
  ,     (-27x)  x = 0      
             (  x    
 ),      ,       ,  
      
 x        S- 
     
  ,   y = x³        -27x  x = 0 
    ,  +108       
   : 
     (x = 3  x = -3)    
     
       -    , 
 
x = -3 ',            -3    -3  
  x- , y- 162   
   ""  ""  
   
x = 3 ',          ""  -3  3     x-
 , y- 54  ,  162   
  :           
        , y' = 3x² - 27,    ' 
11
Easy2Siksha
      
        (  
'),      - ""  -           
 , y'' = 6x,             (x >
0 ),    ,         (x <0 ),  
  ,              (   x = 0)
     
  :          x = 3  x = -3
' , x = 0    '      (x³  x)  -  
  -  ( 108)    
 
 :       ,     
-                 
,          (    
 ),         
   ,  x   
   
    (
  ),  y   
   
   (  ),
    :
   3     -3      
  (  
        )
     -3  ,   162     
     3  ,   54  -   
-3  3        54  162   

:   
    '   ,   
         
y = x³ - 27x + 108  , 

:
       (  x )
x = -3, y = 162 '     
x = 3, y = 54 '      
       x      
       
     
       
12
Easy2Siksha
"108 "  :        -    108  , 
 
             

108                 y =
ax³ + bx + c               
2c 
  :  : 162  : 54 : 162 - 54 = 108   
 : 108 2 * 108 = 216
                  
     
 '     :   
   '    ,
  '   '     :
1. y- :  x = 0, y = 108       y-   
2. x-:      y = 0   ,   
  : x³ - 27x + 108 = 0        
   
    
    
        
3.  :           y'' = 6x  ,
   x = 0 '    ',        

    :   
     y =
ax³ + bx + c      '        :
1.     
2.   
3.            
4.   '     
   ,           
  
:  y = x³ - 27x + 108     , 
     
       '          

          ,  
             

   ,         ,   
 S-             ,
13
Easy2Siksha
 ,            - 
  
    ,        ,  
    , 
          
 - -     -     
 ,         
-
3. ()  : .
 
()  :

󰇛

󰇜

: (a)  : ∫x^n log(x) dx
   x^n  log(x)         , 

       
                 '
  :
∫u dv = uv - ∫v du
 u  v x   
  :
1. ,  u  dv     : Let u = log(x) Let dv = x^n dx
2.   du  v: du = (1/x) dx ( log(x)   ) v = (x^(n+1))/(n+1) (
  x^n )
3.       : ∫x^n log(x) dx = log(x) * (x^(n+1))/(n+1)
- ∫(x^(n+1))/( n+1) * (1/x) dx
4.    : ∫x^n log(x) dx = log(x) * (x^(n+1))/(n+1) - (1/(n+1)) ∫x^n
dx
5.     : ∫x^n dx = (x^(n+1))/(n+1)
6.  : ∫x^n log(x) dx = log(x) * (x^(n+1))/(n+1) - (1/(n+1)) * (x^(n) +1))/(n+1)
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Easy2Siksha
7.  : ∫x^n log(x) dx = (x^(n+1)/(n+1)) * ((x) - 1/(n+1)) + C
 C    
  ()     
        :
x^(n+1)/(n+1)  x^n    
 
(x)    
 
   log(x)    
-1/(n+1)        
 
C    
         
      n    , n = -1   ( n = -1,  
             )
,  ()   
(b)  : ∫log/(1+log)^2 dx
             --
:
1. ,           u = log(x) , du
= (1/x) dx  x = e^u (
 e^(log(x)) = x)
2.        : ∫log/(1+log)^2 dx = ∫u/(1+u)^2 * e^u du
3.  
             ' 
: ∫u/(1+u)^2 * e^u du
4.       .        
 v = u/(1+u)^2  dw = e^u du
5.  dv  w   : dv = ((1+u)^2 - 2u(1+u)) / (1+u)^4 du = (1-u) / (1+u)^3
du w = e^u
6.     : ∫u/(1+u)^2 * e^u du = u/(1+u)^2 * e^u - ∫e^u *
(1-u) / (1+u) )^3 du
7.           I  : I = ∫e^u * (1-u) /
(1+u)^3 du
8. 
      : I = ∫e^u / (1+u)^3 du - ∫u*e^u / (1+u)^3 du
9.    '   : ∫e^u / (1+u)^3 du 
 v = 1+u dv = du
u = v-1              : ∫e^( v-1) /
v^3 dv = (1/e) * ∫e^v / v^3 dv
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Easy2Siksha
10.        : (1/e) * (-e^v / (2v^2) - e^v / (2v) + 1/2 * e^v *
ln|v| + C )
11.   u = v-1: (-e^u / (2(1+u)^2) - e^u / (2(1+u)) + 1/2 * e^u * ln|1+ u| + C)
12.    : -u*e^u / (1+u)^3 du       ,   
  u  
13.        (     
  ),   : ∫log/(1+log)^2 dx = x / (1+log(x)) + ln|1+log(x)| + 
  ()     
     :
x / (1+log(x))        
 
ln|1+log(x)|            
 , C    
  ,   '  (),         :
1.   
2. 
3.  
4.   
5.  
           ,  :
     
   
 
   
           ,  '   , 
  () ,  
         -
 ,          
     ,         
     -    :
1.  :     ,   
       
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Easy2Siksha
2. :     ,     
      
3.  :   ,   '   
  ,      
4.  :  ,   '     
   ,        
5. :     ,    
   ,         

         ,    
     -          
            
     :
1.            
2. -  '         
3.         ,         
 
4.  ,        
5.         
      
 ,  -          
 , ,  -     
 , ,    ,      
              
             
             - 
 -         
17
Easy2Siksha
4.       p = sqrt(9 + x)      7  
   
: ,              
 
:
               
      -         
     ,           
  '       -         
 
   ,   '     '     
   -  
   '      
             
       ,    ,   

 
,      --  :
  :
1.   : p = sqrt(9 + x)  p    x  
2.   : 7 
 1:    
     ,         (7
)   :
p = sqrt(9 + x) p = sqrt(9 + 7) p = sqrt(16) p = 4
 ,     4   (    )
 2:       ' 
      ,     (p = 4)    (p =
sqrt(9 + x)), x = 0  x = 7        
  ',              y = 4
( ) '    ,         
 3:          
      ,  ,   '     
              
              
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Easy2Siksha
   =   ×    = 4 × 7 = 28
    = ∫[0  7]  (9 + x) dx
   =    -    
 4:       
        ,  0  7  sqrt(9 + x)   
     ,     :
∫ sqrt(9 + x) dx
   , 
      : Let u = 9 + x du/dx = 1 dx = du
   : ∫ sqrt(u) du = (2/3)u^(3/2) + C
,   x = u - 9: (2/3)(9 + x)^(3/2) + C   
0  7    :
[(2/3)(9 + 7)^(3/2)] - [(2/3)(9 + 0)^(3/2)] = (2/3)(16)^(3/ 2) - (2/3)(9)^(3/2) = (2/3) × 64 - (2/3)
× 27 = 42.67 - 18 = 24.67
 5:      
   =    -     = 28 - 24.67 = 3.33
  
 ,       3.33   (   $3.33
)
,       :
1.  :     $4   ,  7   
     $28    
 
2.   :  p = sqrt(9 + x)  -   
 '          :
o   : sqrt(9 + 1) = sqrt(10) ≈ 3.16
o 7
 : sqrt(9 + 7) = sqrt(16) = 4
3.     :    $4     
   ,      $3.16   '  
  
4.  :        ($4  )    
    (   $3.16  )       
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5.  : 
   7     
 ,   $3.33      
6.   : $3.33    "" 
    
-                
   
        
 -     ,    
   
:
       -   (   ,  
)
    $4  '    
   , 
        
    $3.16     
   ,    ,      
   $4  
 
 7  $4   ,  
  '      


        
  
 -     $4 '      
    $3.33   
             :
1.  :          
             
 
 
2. :         
 
             
3.  :     '      
    ,       
             
   
4.    :       
           
(             '   
)
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5.   :       
          '  
   ,          '  :
1.    $5      :
o   5 × 7 = 35   
o    , 
       
   
2.   $4  '    10     :
o  x = 10        
o           
3.    p = sqrt(4 + x)    :
o    
      '   
  
o      '  , 
   
     
 ,       $3.33       
  
       -    $4  
 '            , 
,   -         
 ,          , -   ,  
       ,     , 
,        
  ,   
      
               
                 
     ,       !
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-
5. ()        ?   
    
(b)          :
2z + 4y - z = 9
3x + y + 2z = 7
x + 3y - 3z = 4
 ():       
   ?
                 
     ,         
   '       ,  "det(A)"  
   A   
 ,  2x2  :
|ab| |cd|
       : ad - bc
3x3  :
|abc| |def| ||
 : a(ei-fh) - b(di-fg) + c(dh-eg)
          , , 
   -    
   :
1.         :    
          
2.  1x1         :   [a] ,
  'a'  
3.              :  
          ,      
 
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4.             
    :  
      k   
,       k  
5.   ( )     ( )     
 :     '        
     
6.           ,     :
    
 
           
 ,        
7.            ,     :
        
8.    (  )         :
          
 
9.            : det(AB) =
det(A) * det(B)
10.             : det(A^(-1)) =
1 / det(A)
11.              : det(A^T)
= det(A)
12.      ( 
),     : 
                
         
 
 -     ,  :
      ( 
     
b  )
    
             
          '  
      
 ():             
,             :
2x + 4y - z = 9 3x + y + 2z = 7 x + 3y - 3z = 4
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Easy2Siksha
              
        :
 1:     

  AX = B      , :
= | 2 4 -1 | X = |x|  = | 9 | | 3 1 2 | |y| | 7 | | 1 3 -3 | |z| | 4 |
 2: A      (
 D )
 = | 2 4 -1 | | 3 1 2 | | 1 3 -3 |
D = 2(1(-3)-2(3)) - 4(3(-3)-2(1)) + (-1)(3(3)-1(1)) = 2(-3 -6) - 4(-9-2) + (-1)(9-1) = 2(-9) - 4(-11) +
(-8) = -18 + 44 - 8 = 18
 3:A    B     Dx, Dy  Dz 
Dx = | 9 4 -1 | | 7 1 2 | | 4 3 -3 |
Dy = | 2 9 -1 | | 3 7 2 | | 1 4 -3 |
Dz = | 2 4 9 | | 3 1 7 | | 1 3 4 |
 4:Dx, Dy,  Dz     
Dx = 9(1(-3)-2(3)) - 4(7(-3)-2(4)) + (-1)(7(3)-4(1)) = 9(-3 -6) - 4(-21-8) + (-1)(21-4) = 9(-9) - 4(-
29) + (-17) = -81 + 116 - 17 = 18
Dy = 2(7(-3)-2(4)) - 9(3(-3)-2(1)) + (-1)(3(4)-1(7)) = 2(-21) -8) - 9(-9-2) + (-1)(12-7) = 2(-29) - 9(-
11) + (-5) = -58 + 99 - 5 = 36
 = 2(1(4)-3(7)) - 4(3(4)-1(7)) + 9(3(3)-1(1)) = 2(4-21) - 4( 12-7) + 9(9-1) = 2(-17) - 4(5) +
9(8) = -34 - 20 + 72 = 18
 5:x, y,  z       
     : x = Dx / D y = Dy / D z = Dz / D
 : x = 18 / 18 = 1 y = 36 / 18 = 2 z = 18 / 18 = 1
,      : x = 1, y = 2, z = 1
             :
1. 2x + 4y - z = 9 2(1) + 4(2) - 1 = 9 2 + 8 - 1 = 9 9 = 9
2. 3x + y + 2z = 7 3(1) + 2 + 2(1) = 7 3 + 2 + 2 = 7 7 = 7
3. x + 3y - 3z = 4 1 + 3(2) - 3(1) = 4 1 + 6 - 3 = 4 4 = 4
   ,      
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Easy2Siksha
   :
        '         
'      
 :
1.  D   " " 
   D = 0,    
  
      
2.  Dx, Dy, Dz 
      (B)      
 
 
3. Dx, Dy, Dz D   , 
  '   A   
""   ,  x, y,  z    
    :
1.        ,        
2.        
3.             
 
    :
1.       '   (3  4   )
2.            '  

3.      
     
     
 ( D = 0)
 ,           
             
 ,             
         
:
     -       
            
 ,              
(     ' )    
          ,   ,  
              
  ,          
25
Easy2Siksha
 ,         -   
 
 
 
       ,  
  ' 
          
  ,  
    
 
         
     
6. ()        ?      
 
(b)     : 2 4 -1
3 1 2
1 3 -3
:  A:    
               

     '             
  ',       '         
                

  
     ,    :
1.    ?        ,  
        :
[2 3 1] [4 1 -2] [0 2 5]
  3x3  (3   3 ) 
2.     ?           
 
  :
  1    
 
  2    
 
  3   -  
 
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.                
 
3.      ?   '      
               
      
   
        :
 1:  3x3  '  :
[1 2 3] [2 4 6] [3 6 9]
  ',  3x3    ,    ' 3     
,   :
       
        
         
  
 -  
        ,       '
 
3x3         1 
 2:  3x3  '  :
[1 2 3] [0 1 4] [5 6 7]
  :
     
   
     
   
     
  
     '    ,     3 
4.   
?            
  :
    ,          
        
  ,            

  ,          
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  ,        
5.                ,   
              
 -       
 ,      :
[1 2 3] [2 4 6] → [1 2 3] → [1 2 3] [3 6 9] [0 0 0] [0 0 0] [0 0 0] [0 0 0]
      -  ,       1 
 B:     
,         :     
   ,    ,     ,     
 ',           
;   
(      )       
,   
        :
[2 4 -1] [3 1 2] [1 3 -3]
  , 
     :
1.            
2.   
3.     
 1:    
3x3       , 
       :
det(A) = a(ei - fh) - b(di - fg) + c(dh - )
: [abc] [def] [ghi]
  : a = 2, b = 4, c = -1 d = 3, e = 1, f = 2 g = 1, h = 3, i = -3
det(A) = 2[(1)(-3) - (2)(3)] - 4[(3)(-3) - (2)(1)] + (-1)[(3)( 3) - (1)(1)] = 2(-3 - 6) - 4(-9 - 2) + (-1)(9
- 1) = 2(-9) - 4(-11) + ( -1)(8) = -18 + 44 - 8 = 18
  
,    
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 2:   
         :
a   b          c  
     
: C11 = +(1*-3 - 23) = -9
C12 = -(3-3 - 21) = +11
C13 = +(33 - 11) = +8 C21 = -(4-3 - (-1)3) = +15 C22 = +(2-3 - (-1)1) = -5 C23 = -(23 - 41) = -2
C31 = +(42 - (-1)1) = +9 C32 = -(22 - (-1)3) = -7 C33 = +(21 - 4*3) = -10
       :
[-9 11 8] [15 -5 -2] [9 -7 -10]
 3:     
= (1/18) *  
[(-9/18) (11/18) (8/18) ] [(15/18) (-5/18) (-2/18)] [(9/18) (-7/18) ( -10/18)]
 :
[-1/2 11/18 4/9] [5/6 -5/18 -1/9] [1/2 -7/18 -5/9]
     
  , 
        :
[2 4 -1] [-1/2 11/18 4/9] [3 1 2] * [5/6 -5/18 -1/9] [1 3 -3] [1/2 -7/ 18 -5/9]
i
[1 0 0] [0 1 0] [0 0 1]
  
1.      ?   A  , A^(-1)    
,     A    ',       :
A * A^(-1) = A^(-1) * A = I
    
2.   
       
     
 ( ""  "-" 
 )
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     ,    
(A^(-1))^(-1) =
(AB)^(-1) = B^(-1)A^(-1) (   A  B )
3.          
 :
      
      
-     
-     
       
4.       
      , 
     :
  
LU 
  
  ,     '       
 
   
           :
                ( 
  )   
  , 3x3   ,       3   
        ( )   '  
 
          :
1.  :,       
           
2.  :   ()   , 
         
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3.  : -  ,      
           
4.  :    -     
   ,  
5. :         ,   
    
6.  :        
 ,       
 
7.  :   ,    

 ,           

     -      
       " "     ,  
    "" ,     ,  
        
   ,        
   
     ,      , 
  '    ,          

 ,    -
   ,     
'     ,   -     
        
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-
7. () -       
(b)       :


 

0.4
0.1
50

0.7
0.6
100

5
2
:
(i)  
(ii)    
 
(iii)    ,       10   .
: -    
-  1930         
       -   - 
       -     :
a)  :-      
              
        '     
 ,        ,  -
        ,  ,    
    
b)  :   ,  ,    -
 '             , 
              - 
       
c)  : -         
    -     ,     
             
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d)  :  -         
                
    '    
e)  : -         
    ,           
       
f)   :    ,       
-        
 
( CO2 )         ,     
   
g)   :          
  '    -        '  
 
h)   :         
      -    

2.     
,          
 -- 
  :  :      0.4 0.1 50  0.7
0.6 100  5 2
    :(i)   (ii)    
  (iii)  
,       10   
 1:  
       -      
   '       
  
 
 :
  1    ,  0.4  , 0.7    5 
  
  1    ,  0.1  , 0.6    2  
 
          
 
 2:   
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   ,           
 'S'      'C'     
 : S = 0.4S + 0.1C + 50 ( ) C = 0.7S + 0.6C + 100 ( )
    : 0.6S - 0.1C = 50 -0.7S + 0.4C = 100
 
       :
  7    6   : 4.2S - 0.7C = 350 -4.2S + 2.4C = 600
  : 1.7C = 950 C = 950 / 1.7 = 558.82
C       : S = 0.4S + 0.1(558.82) + 50 0.6S = 105.882 S =
176.47
 ,   : : 176.47  : 558.82 
 3: 
   

       , 
      
       :
   = 5 * 176.47 = 882.35     = 2 * 558.82 = 1117.64 
   = 882.35 + 1117.64 = 2000 
 4:     
     ,         
  'Ps'     'Pc'   
        10 
 .
  : Ps = 0.4Ps + 0.7Pc + 5 * 10 Pc = 0.1Ps + 0.6Pc + 2 * 10
: 0.6Ps - 0.7Pc = 50 -0.1Ps + 0.4Pc = 20
  4    6   : 2.4Ps - 2.8Pc = 200 -0.6Ps +
2.4Pc = 120
  : 1.8Ps - 0.4Pc = 320
      : 0.6(320 + 0.4Pc)/1.8 - 0.7Pc = 50 106.67 +
0.13Pc - 0.7Pc = 50 106.67 - 0.57Pc = 50 -0.57Pc = 50.57Pc = 749Pc = 50.57Pc.
Ps: 0.6Ps - 0.7(99.42) = 50 0.6Ps = 119.59 Ps = 199.32     
 ,    :   :  199.32    
: . 99.42  
  :
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1.  :       (   ) 
      
   
    ,
 176.47    558.82       
    (    50    100 )    
 
        
2.    
 : 
       2000
             
     
3.   :     
   '
               
   (  199.32     99.42 ) ',  
   ,           
   
   :
1.  :             

      -       
      
2.   : 
         
       -     
    
3.  :         
   
     ,   , 
    
4.   :    -   
       , 
     
     '  
,        ' 
  ,   
5.   :          ,
       ,      
         
6.   :      
      
          
         
  :
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  -   ,    
 :
1.  :      ,   
      
 
2.  :    ,       - 
 


3.  :      ,    
 
4.    :          
 
 
5.  :       
    
      
:
- ,        ,  -
              
              
,           
  
 ,  ,      , 
  , 
 ,           -      
         
,           ,  
          -     
      ,  -     
    ,         
    
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8. ()    ? LPP     '    
  
()        :
   Z = 2x1 - 3x2
 :






:     
           
                
    
      "    " (≥)
       '   
    :        
 ,          :
1.     :       
             , 
         ,     
,           
  
            
2.   :         
   
             -
         

3.     :    , 
          -   -
     
4.   :  ,        

    
   ,     
       ,     
    
 
 
5.  :    ,    

       
      

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              , 
   '       
,     
  
         
2.    LPP  
,         LPP  :
   Z = 2x₁ - 3x₂   : 4x₁ + 5x₂ ≤ 40 x₁ + 3x₂ ≤ 12 x₁ - x₂ ≥ 2 x₁ ≥ 4 x₁, x₁ ≥ 4 x₁
 1:   
       :
1. 4x₁ + 5x₂ = 40
2. x₁ + 3x₂ = 12
3. x₁ - x₂ = 2
4. x₁ = 4
5. x₂ = 0 (x-)
6. x₁ = 0 (y-)
, 
    :
1. 4x₁ + 5x₂ = 40 x₁-: (10, 0) x₂-: (0, 8)
2. x₁ + 3x₂ = 12 x₁-: (12, 0) x₂-: (0, 4)
3. x₁ - x₂ = 2 x₁-: (2, 0) x₂-: (0, -2)
4. x₁ = 4  x₁ = 4 '    
 2:     
               , 
 
             

 3:       
         '       
    :
A.  x₁ = 4  x₁ + 3x₂ = 12 4 + 3x₂ = 12 3x₂ = 8 x₂ = 8/3  A: (4, 8/3)
B. x₁ = 4  4x₁ + 5x₂ = 40 4(4) + 5x₂ = 40 16 + 5x₂ = 40 5x₂ = 24 x₂ = 24/5 
: (4, 24/5)
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C. of x₁ - x₂ = 2  x₁ + 3x₂ = 12 x₁ = x₂ + 2 x₁ + 3x₂ = 12  : (x₂ + 2) +
3x₂ = 12 4x₂ + 2₂5 = x 12₁ = x 5 = 12₁ /2 + 2 = 9/2  C: (9/2, 5/2)
D. of x₁ - x₂ = 2  4x₁ + 5x₂ = 40 x₁ = x₂ + 2 4x₁ + 5x₂ = 40  : 4(x₂ +
2) + 5x₂ = 40 4x₂ = 4x₂ 40 = x25 x = 32/9 x₁ = 32/9 + 2 = 50/9  D: (50/9, 32/9)
 4:   '     
Z = 2x₁ - 3x₂
 A (4, 8/3): Z = 2(4) - 3(8/3) = 8 - 8 = 0
 B (4, 24/5) ': Z = 2(4) - 3(24/5) = 8 - 14.4 = -6.4
 C (9/2, 5/2) ': Z = 2(9/2) - 3(5/2) = 9 - 7.5 = 1.5
 D (50/9, 32/9) ': Z = 2(50/9) - 3(32/9) = 100/9 - 96/9 = 4/9 ≈ 0.44
 5:     
      Z        ,  Z = 1.5    C
(9/2, 5/2) 
 ,   : x₁ = 9/2 = 4.5 x₂ = 5/2 = 2.5 Z = 1.5
3.    
,         :
(i)  :  Z = 2x₁ - 3x₂        
       ', Z = 1.5      
 
( , $1,500  
     $1,000 )      
 
(ii) 
   :
       ,    
            
  
, 
      :
    :
x₁       2     
x₂       3     
,    
 :    = 2x₁ + 3x₂ = 2(4.5) + 3(2.5) = 9 + 7.5 = 16.5

(iii)   :      ,    LPP  
 '             
          
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  ,           
  

, 
         :
1.   (  y₁, y₂, y₃,  y₄     )  
   
 
2.  ',            
        : 4y₁ + y₂ + y₃ + y₄ ≥ 2 (x₁
) 5y₁ + 3y₂ - y₃ ≥ -3 (x₂ )
3.     . 10         
            
4.       ,       
            
5.   
6.  :   '         
    :
o  x₁ - x₂ ≥ 2   (x₁ - x₂ = 2   ')
o  x₁ + 3x₂ ≤ 12    (4.5 + 3(2.5) = 12)      
        
 
7.    :  ( )      
  ,  
x₁ + 3x₂ ≤ 12      ,  
    ?
8.  : 
        
              
              
          
9.  :    1 (x₁)  4.5    2 (x₂) 
2.5             
             2   
      , 
        
         
10.   :  (-3)  x₂        
   x₂              
    ,     ,     x₂    
11.  :    '     ( C  D ) 
      
     '  
40
Easy2Siksha
 Pareto  ,  
       
 
 
12.  : 4x₁ + 5x₂ ≤ 40   (4(4.5) + 5(2.5) = 30.5 < 40) ' 

           
      
       ,       
  
13. -   :  x₁ ≥ 4   (x₁ = 4.5 > 4) '  

  1  -   
 ,   
            
 -
      ,  
      
14.  :  ,          
      
 ( ),      (
)       ,      , 
      '        
        (   )   

15.  ' :      '    
 ,      ' -  
   
-    ,    
       ,       

16. -    : x₁, x₂ ≥ 0  

   
       
 
  ,    
   
 "-" 

     
 
17. -:   x₁  x₂        -

 ,         
   x₂  
          ,      
         
18.    :   '  x₁ - x₂ = 2    1  2
     
        1  
       2     ,    ,
  '  
19.      : 
    ,   
( )          
 ,  x₁ + 3x₂ ≤ 12         
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Easy2Siksha
          
      

20.  :  (1.5) '        
         
     
    
         
21.   :    
x₂      
     ,        
   -           
  
22.   :
         
 ,  4x₁ + 5x₂ ≤ 40 ,   (4(4.5) + 5(2.5)) / 40 = 30.5 / 40 =
76.25%                  
  
23. Breakeven :
   '      
             
 
 -     (      

 )
24. :      '     ,  
  
       -   
      ?       
   
25.     :        

    , 
      
       ,       

 ,    ,      ,  
            
 
             
                ,   
               
      
:      Ai      ( )      
         , 
  '        
