Suppose that a , b , c , d are positive real numbers such that
a b ≤ 1 0 0 0 , a c ≤ 1 0 0 0 , b d ≤ 1 0 0 0 , c d ≤ 5 0 0 .
What is the maximum possible value of a b + a c + b d + c d ?
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Love the story about how your dad took an interest to this problem.
Great! That was very similar to how I set it up. The idea behind it is the conditions x ≤ m , y ≤ n , x y ≤ k < m n result in the region that is a m × n rectangle, with a cutout of the x y = k hyperbola. Then, to find the maximum of x + y , think of lines of the form x + y = z moving across the screen, and it is clear that the maximum occurs at one of those corner points (possibly both).
Now, this is very obvious, and how can we muddle things up? Well, throw in another pair of variables into the mix!
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One misunderstanding that I've noticed throughout some of the solutions here, is the rationale that b , c should be equal due to their similar products having the same limits. As shown in my explicit solution above (and other examples you've provided), this is not a case, and there is an assumption on there being symmetry between terms due to the same constraints involved.
Another note I could have appended in my solution; we can generalise this for different constraints on a b , a c , b d , c d , even with something like all of them being different. (Like say, the conditions now being a b ≤ 1 2 , a c ≤ 5 , b d ≤ 1 3 , c d ≤ 6 ). We just consider the product a b c d and by considering the maximum values of constraints considered proceed from there. In my conditions given we see that:
a b + a c + b d + c d ≤ 1 2 + 5 + 1 3 + 1 2 5 ∗ 1 3 = 3 0 + 1 2 6 5 = 3 5 1 2 5
(This is not a solution)
The gut response of most people is to say that the conditions imply a b + a c + b d + c d ≤ 3 5 0 0 . However, we cannot have equality hold throughout. In particular, if a b = 1 0 0 0 , a c = 1 0 0 0 , b d = 1 0 0 0 , then we must have c d = a b a b c d = 1 0 0 0 , which contradicts the given fact that c d ≤ 5 0 0 .
We fact, all we know is that a b + a c + b d + c d is bounded above by 3500. We do not know if that is the best possible, i.e. least upper bound.
It is easy to find a solution to a b + a c + b d + c d = 3 0 0 0 , like when a = 5 0 0 , b = 2 , c = 1 , d = 5 0 0 , or when a = 1 0 0 0 , d = 5 0 0 , b = 1 , c = 1 . It remains to show that we always have a b + a c + b d + c d ≤ 3 0 0 0 .
Hint: Consider cases where a ≥ 2 d , 2 d ≥ a ≥ d , d ≥ a .
Hint: If
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Hence, conclude that a c + b d ≤ 1 0 0 0 + 5 0 0 .
exact answer would be 3300
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Can you substantiate that claim with values of a,b,c,d?
In this solution i'll not talk about some particular value of a , b , c or d . Well, to maximize that sum we need to maximize the value of its terms. It's important to observe that we cannot decide to maximize saying a b = a c = b d = 1 0 0 0 . Why? Well, suppose a b = a c = 1 0 0 0 . That would imply b = c , so if you take some value of d such that b d = 1 0 0 0 (with the purpose of maximizing), then as b = c , b d = c d , and c d ≤ 5 0 0 .
So, we can maximize a b = a c = 1 0 0 0 , but not b d = 1 0 0 0 . We'll choose some d such that c d = 5 0 0 and therefore b d will yield 5 0 0 too. So the maximum of a b + a c + b d + c d = 1 0 0 0 + 1 0 0 0 + 5 0 0 + 5 0 0 = 3 0 0 0 .
This solution is incomplete as it makes the unjustified claim that we must have a b = a c = 1 0 0 0 .
Why must the maximum occur when a b = a c = 1 0 0 0 ?
Note that I gave two solution sets, of which a = d = 5 0 0 , b = 2 , c = 1 contradicts your claim that we must have a b = a c = 1 0 0 0 .
Nice!
Well, now that I see this from other perspective, we must have a b = a c = 1 0 0 0 or a b = b d = 1 0 0 0 . We need to take some of the terms a c or b d to 5 0 0 because both share a variable with c d , which is forced to be ≤ 5 0 0 .
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Well, neither of those equations are justified (from what you have). How do you know that there are no other equality sets which may not satisfy those equations?
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Sorry that i'm not a very good english speaker, but you mean how do i know that if neither a b = a c = 1 0 0 0 nor a b = b d = 1 0 0 0 are present, then a b + a c + b d + c d < 3 0 0 0 ? Well, it's known as justified above that it's impossible the case a b = a c = b d = 1 0 0 0 , so if I want to maximize maybe I'm supposed to try to equal at least two of the terms to 1 0 0 0 . If i don't, for example saying a b = a c , a b + a c < 2 0 0 0 , and recall that c d ≤ 5 0 0 . there are two cases:
A) If b < c , b d < 5 0 0 , so it will be impossible to satisfy a b + a c + b d + c d = 3 0 0 0 .
B) If b > c , as a > d in this case we could get a b = 1 0 0 0 , a c < 1 0 0 0 , b d < a b and c d ≤ 5 0 0 , but as a > d c d < a c ≤ 5 0 0 . So a b = 1 0 0 0 , b d < 1 0 0 0 and c d < a c ≤ 5 0 0 clearly justifies that to get the maximum of 3 0 0 0 , we need a b = a c or a b = b d .
Maybe i should justify a > d . That's because if a < d , then c d > a c ... Sorry if i didn't explained myself very well...
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@Diego E. Nazario Ojeda – Yes, you are now closer towards the solution. There is slight case analysis involved, in part because there are 2 'strange' equality sets.
Note that it is possible for a < d , and still satisfy the initial conditions of the question. For example, if a = b = c = d = 1 . Of course, this doesn't give us the maximum possible sum.
Lets write the expression
a b ≤ 1 0 0 0 , a c ≤ 1 0 0 0 , b d ≤ 1 0 0 0 , c d ≤ 5 0 0
if generally, c d ≤ 1 0 0 0 we could have simply concluded a = b = c = d , but because it isn't, we can easily see that there is one value which is different from rest and it should either be c or d
Moreover, if the rest of the values are equal then either of c or d is 2 1 of a or b
Let d = 2 a and a = b = c
We can the write
a b + a c + b d + c d = 1 0 0 0 + 1 0 0 0 + 1 0 0 0 2 1 0 0 0 + 1 0 0 0 2 1 0 0 0 = 2 0 0 0 + 2 1 0 0 0 2 1 0 0 0 = 2 0 0 0 + 1 0 0 0 2 = 3 0 0 0
Note
The above solution assumes that a = b = c , but in case a = b = c
We can start with the following expression again
a b ≤ 1 0 0 0
a c ≤ 1 0 0 0
b d ≤ 1 0 0 0
c d ≤ 1 0 0 0
Then we can safely assume without loss of generality a b + a c + b d + c d ≤ 4 0 0 0
Let again d ′ = 2 d , then we have
a b ≤ 1 0 0 0
a c ≤ 1 0 0 0
b d ′ = 2 b d ≤ 2 1 0 0 0 ≤ 5 0 0
c d ′ = 2 c d ≤ 2 1 0 0 0 ≤ 5 0 0
So we have a b + a c + b d ′ + c d ′ ≤ 1 0 0 0 + 1 0 0 0 + 5 0 0 + 5 0 0 = 3 0 0 0
This can be extended to any arbitrary sub-multiplier, i.e.
if d ′ = n d , then we have
a b ≤ 1 0 0 0
a c ≤ 1 0 0 0
b d ′ = n b d ≤ n 1 0 0 0
c d ′ = n c d ≤ n 1 0 0 0
And so we have a b + a c + b d ′ + c d ′ ≤ 1 0 0 0 + 1 0 0 0 + n 1 0 0 0 + n 1 0 0 0 = 2 0 0 0 + n 2 0 0 0
Note , this also proves that, the inequalities are misleading and the original inequalities should had been
a b ≤ 1 0 0 0
a c ≤ 1 0 0 0
b d ≤ 5 0 0
c d ≤ 5 0 0
Q.E.D
Please leave your comments if you feel any flaw in the proof
This solution is incomplete as it makes the unjustified claim that we must have a = b = c , or d = 2 a .
Why must " either c or d is 2 1 of a or b"??
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Calvin, I believe you intended to know why a = b = c , because c or d is 2 1 of a or b is a fall out of it. So I have extended the proof to remove the restriction where in a,b,c can be any arbitrary values. Looking forward for your response.
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It is not true that we must have a = b = c , or d = 2 a .
I gave equality solutions of a = d = 5 0 0 , b = 2 , c = 1 and a = 1 0 0 0 , d = 5 0 0 , b = 1 , c = 1 , which violate both of your assumptions.
I do not understand the logic in the rest of your note . It is not true that we must have b d ≤ 5 0 0 , as evidenced by the first solution set.
From given condition, ab+ac =a(b+c)-max=2000. . bd+cd=d(b+c)-max=1500........
Dividing the to equations, a/b=4/3. ~~So if b and c appearing in both equations are maximum possible and a = 4 so that d=3, we have b=c=250.
However this makes cd=750. But cd=500. This can be possible if d=2. Since we can have d(b+c)<1500.
So max=4*(250+250)+2(250+250)=3000..
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Dividing the to equations, a/b=4/3
This claim is not true. We do not divide inequalities like that. IE 2 < 5 , 1 < 4 is 1 2 = 4 5 ?
It is reasonable to assume for S m a x c must be greatest.
Again, this is not true. esp since you conclude with "There are many combinations".
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a/b=4/3 was from my first solution which I forgot to cancel.
Thanks. I have dropped my false argument.
I hope this solution is correct.
L e t u s u n d e r s t a n d t h e g i v e n c o n d i t i o n s g r a p h i c a l l y . I f a , b , c , d a r e R e a l n o s . t h e n e a c h i n e q u a l i t y i n d e p e n d a n t l y r e p r e s e n t s a s e t o f h y p e r b o l i c f u n c t i o n s , w h o s e v a l u e s a r e s a t i s f i e d w i t h a r e a b e t w e e n t h e + v e X a x i s a n d t h e c u r v e . T o f i n d t h e m a x i m u m v a l u e , f i r s t w e w o u l d h a v e t o f i n d t h e " r e g i o n " w h e r e a l l t h e a r e a s f o r t h e g i v e n h y p e r b o l a s s a t i s f y t h e g i v e n i n e q u a l i t i e s . I t c a n b e s e e n t h a t c d ≤ 5 0 0 w i l l b e t h e h y p e r b o l a w h i c h i s b e l o w a l l t h e r e s t h y p e r b o l a s . S o t h e o b v i o u s c h o i c e w h i c h w i l l s a t i s f y a l l t h e r e s t o f i n e q u a l i t i e s i s t o s t a r t w i t h c d = 5 0 0 w h i c h i s t h e m a x i m u m v a l u e f o r t h e c d a n d w h e r e c , d l i e o n t h e c u r v e c = d 5 0 0 . N o w , i n a b o v e f u n c t i o n c i s d e p e n d e n t v a r i a b l e a n d d i s i n d e p e n d e n t v a r i a b l e . S o c o n s i d e r t h e i n e q u a l t i y b ≤ d 1 0 0 0 w h i c h i s a c t u a l l y t h e a r e a u n d e r t h e h y p e r b o l a b = d 1 0 0 0 t h i s h y p e r b o l a i s a b o v e t h a t o f c = d 5 0 0 . S o t h e r e g i o n w h e r e t h e i n e q u a l i t y w i l l b e s a t i s f i e d w i l l b e t h e i n t e r s e c t i o n o f a r e a s o f b o t h h y p e r b o l a s w h i c h i s i n f a c t c = 5 0 0 / d . S o t h u s t h e m a x i m u m v a l u e o f b d ≤ d 1 0 0 0 i s b d = 5 0 0 . N o w , D i v i d i n g c d = 5 0 0 a n d b d = 5 0 0 w e g e t b = c . S o t h u s t h e r e m a i n i n g i n e q u a l i t i e s a r e b ≤ a 1 0 0 0 a n d b ≤ a 1 0 0 0 . N o w T h e v a l u e s o f b w i l l l i e o n t h e h y p e r b o l a b = d 5 0 0 s o i r r e s p e c t i v e o f v a l u e o f b t h e v a l u e o f a c a n s o b e s e l e c t e d s u c h t h a t t h e i r p r o d u c t a b = 1 0 0 0 w h i c h i s t h e m a x i m u m v a l u e o f a b . S o t h e a n s i s m a x v a l u e o f a b + a c + b d + c d = 1 0 0 0 + 1 0 0 0 + 5 0 0 + 5 0 0 = 3 0 0 0 .
Ps: Sorry i couldn't attach the graphs as i couldn't find the option. Feel free to ask me any doubts regarding my solution. :)
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Motivation : Ironically, I had my motivation to this problem when I was convinced there was no elementary method to solving this (see: something that didn't use something particularly complex like Lagrange Multipliers).
The situation arose when I posed this question to my father, who when taking an interest in this problem, did the usual amateur mistake of thinking the maximum possible value of a b + a c + b d + c d to be the sum of the maximum limits, to which I replied this to be impossible as we'd have a b ∗ c d = 1 0 0 0 ∗ 5 0 0 = a c ∗ b d = 1 0 0 0 2 .
It is at this point I realised that by possibly considering the product a b c d , I might be able to solve this problem.
Method : We first consider the following lemma:
Lemma : Given positive real numbers a , b such that their product is a b = k , and with constraints a ≤ m , b ≤ n with k ≤ m n and m , n ≤ k , the maximum possible value of a + b is max ( m , n ) + max ( m , n ) k .
Proof : Consider positive real numbers p , q , r , s , t where p < q < r < s < t and p t = q s = r 2 = y . We have 2 r < q + s < p + t or equivalently r + r y < s + s y < t + t y , with the latter inequality easy to prove. (Hint: consider only two sides in this inequality at a time, rearrange all the fraction-like terms on one side and the remaining terms on the other.)
We note with our constants above, we can apply analogous logic to out lemma, that we increase the value of a + b by increasing the value of ∣ a − b ∣ within the given conditions. In the stated conditions of the lemma, this is achieved when max ( a , b ) is at its highest, or within the conditions when we have either a , b = max ( m , n )
Now in our problem, assume the product a b c d = k . With max ( a b ) = 1 0 0 0 , max ( c d ) = 5 0 0 , max ( a c ) = 1 0 0 0 , max ( b d ) = 1 0 0 0 , applying our lemma, our desired maximum value is achieved with:
max ( 1 0 0 0 , 5 0 0 ) + max ( 1 0 0 0 , 5 0 0 ) k + max ( 1 0 0 0 , 1 0 0 0 ) + max ( 1 0 0 0 , 1 0 0 0 ) k
= 2 0 0 0 + 2 ∗ 1 0 0 0 k
We know that k ≤ 5 0 0 ∗ 1 0 0 0 , so our maximum desired value occurs when k = 5 0 0 ∗ 1 0 0 0 and our desired value becomes:
2 0 0 0 + 2 ∗ 1 0 0 0 5 0 0 ∗ 1 0 0 0 = 2 0 0 0 + 1 0 0 0 = 3 0 0 0
Note: as an explicit example, one possible case of this maximum can be achieved when a b = 1 0 0 0 , c d = 5 0 0 , a c = 5 0 0 , b d = 1 0 0 0 . We can then fix a , b , c , d to be any positive real numbers satisfying these equations. (such as, say ( a , b , c , d ) = ( 2 , 5 0 0 , 2 5 0 , 2 ) )