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01:34 I don't know. Yeah. So right. So I was thinking

01:49 was it's the curse of construction. starting with his his press constant.

01:58 Spiers mm hmm. They ended up getting is probably gonna smoke and shapes

02:05 higher the degree for the spine. spine because of come on then you're

02:14 combination depending on that's obviously the degree the spine increases by one wherever step

02:26 . So what was it? Uh then there may I stand up.

02:32 great. Eventually something approximation function within combination of spine solved whichever degree he

02:46 . Um So in this case G just the representation or the consequence of

02:54 in this, in your combination of of the cave. And then when

03:00 comes to the place and then we're to use this d to approximate some

03:07 functions has said some of the Mm hmm. Then there was this

03:16 you towards the end of last slide last lecture to basically or as they

03:26 made for making things convenient instead of to go through. So these steps

03:34 for funding the cd case or the order these points the best to try

03:41 reduce it to um things based on piecewise constant. Mm hmm.

03:51 So this was just one step and to show that to start with something

03:56 is a combination of 70 degrees There is kind of way of reducing

04:04 instead of linear combination of one order over these points. And there is

04:13 way of computing the corresponding coefficients the combination of lower order these spines and

04:21 can continue with this process over and This was an expression of this

04:29 So one of the advantages of having kind of form is that for any

04:34 X there's only one of these guys is not zero. So once you

04:41 the interval then there's only one of eyes that is A non zero and

04:48 for that new gaps. The value this finger combination as being this

04:56 Now the coefficients that started out and guess it's expression the idea is that

05:07 are constant, suitably chosen constant together , I have desirable properties so they

05:14 not functions of acts in this process we see they become dependent on

05:24 And I'll show an example later I have to do this. So that's

05:30 thing that I want this like Uh she said yes. So so

05:39 though this is an infinite sum. from just this picture and some other

05:50 and not right for anything degree. , if it's part of this

05:58 they have just abounded support which was interval of the in this case independent

06:06 X Where there are non zero. basically this intimate sometimes of being a

06:14 some that only was a few of points and how many involves depends on

06:20 breed the big spot. So I as far as they were kind of

06:27 a little bit better and I don't there is not so pretty that just

06:31 of see what's going on. So ended up with this some of the

06:38 here where This is K two These are the ones that are start

06:47 here that are not dependent on facts then the subsequent columns here are ces

06:57 from the others in the first column saying this form right here. So

07:01 kind of the curse is done in superscript phones. Okay down so that

07:09 camera as well all the way into depths terrible and depending upon where you

07:17 your ex evaluation to be invested in interval that determines what the lower subscript

07:25 . Insurance objects. Oh in the points for. They're not in terms

07:34 defining a variable you can see So it's texas and just interval there

07:43 a few of them that that's what Hello playback. I am the degree

07:51 the this plan is the support interval the piece points stretches kind of further

08:00 from something notes. So that's why get a bunch of these things that

08:05 need that is determined by the degree he's fine. So, so it's

08:15 of things for me, come at least I think about it as

08:20 they want some point here. They depending on what degrees at this point

08:25 have kind of started um earlier That's right. So you have to

08:40 um Yeah, so we're going to this. We can conclude for

08:49 So let's see what oh and that's point here is to show that the

08:54 of them Um as 1 um that relevant there are degrees span because of

09:04 . There is only one of them any given X. Is mm hmm

09:08 and all of the others are So the internet, someone picking up

09:12 of the Australia and I'm also sure that's right too simplistically for first degree

09:20 because and in that case there's an between two slides because the support is

09:25 too well. So in that case ramped up at the same rate as

09:30 other one ramp down. So there's also ended up being one ah the

09:37 fascinated by picture. And then now can also ensure what's done by induction

09:42 is being done here uh for any green spine. Well that's okay but

09:52 of them are always fun. So yeah, so in this case it's

10:01 us over that the coefficients into one any given function is okay. The

10:08 is that these some of these. some of the beast that's quickly instructed

10:16 , then we have the formula here so on. There's conduction something but

10:23 far as simple. So this is , Both of these places are

10:30 whether it's for all lines forgiven supreme then we can see that these two

10:38 as for the access cancels out. what the gap is that uh,

10:47 same expression um the top and the . So either. Mm hmm.

10:58 and that best at getting this some wants. So it's started preserved If

11:02 happens three times for the one for Hello. So in that case baseball

11:14 have been used once here to start the and some of the values issues

11:21 the first month this formula and shoulder person steps here ends up being

11:31 So the minister becomes to some of zeros that we already suffering.

11:43 What you set out to do So any questions on that Yes manipulation of

11:51 expressions. So hopefully they want to now. So they want basically this

12:02 of these funds the transportation for some if more precisely the way we do

12:11 at this point. And then of we have to do even approximations now

12:17 interpolation is that they want this expression this sort of the exact same values

12:24 the selected points for the interpolation. we want the exact match and we

12:31 this impression to fill out an estimate my tea between the no more points

12:39 the interpolation. So the question is do they get these? And in

12:47 cases the simple process and for the for this zero in the first

12:55 Calling on House. It's a bit competent for the second renewing these points

13:03 I will go through don't 40 persons not former drank it. So,

13:17 one thing that I think it's but keep in mind certain things are very

13:26 or the same as for the spine based on binomial. So we did

13:34 about something. So also different. all these things are computed um It's

13:42 or less the same for 1st and degree polynomial. Zero, first degree

13:49 . These points. As for the , it's quite different. I would

13:53 for second to me these parts. one thing that is permanent also that

14:02 there at all for 2nd and 3rd second and higher degree. These lines

14:10 lines. These points based on the meals. The there was degrees of

14:17 . So we have to make Ah I think the prosthetics clients based

14:26 binomial. I was used to refer the second derivative at one of the

14:32 points. And so the doctor responds was second related to the both imports

14:38 of freedom. So all right with me. These plants and they

14:48 the very responsible for these first So that is pretty simple. So

14:55 you want to be zero degree. He's fighting for this asbestos.

15:03 But it's constant. The payments are and dispensed. So, but it

15:15 . So remember that necessarily or from properties of the least concept. They're

15:21 and non-0 and then there are one a particular in the morning and everybody

15:28 . So in this case to do in a combination of the zero degree

15:32 plans, it's pretty straightforward just to that's the conditions, the values that

15:41 want to interpolate at that point because of his eyes there one at the

15:50 hand point. That's quite one. argument absolutely close the installation point

15:58 Yeah. Mm hmm. So you spend an answer in constant why I

16:07 the interval from whatever the notes are inspirational. So that's pretty step

16:21 Oh first. So first responders, not that much more complicated. So

16:32 this case when I first really wants kind of help function. So The

16:38 is students of all this within your of two. Ah these fines that

16:43 kind of shifted 40 degree. Mm . These plants are shifted by

16:50 So About the functional one laps after . Staff. Yeah. So in

16:58 case that's the property again. Ah way the these points are index,

17:07 ends up being this practical function always when there is a difference in one

17:14 Arguments that the er here and then zero. The argument that ci But

17:20 arguments plus one. Then it's a . So by the display, there's

17:27 one of these first degree. He's standing. That is, wow Any

17:34 of the interpolation points because of these to the left. zero. They

17:38 down until the right. It just up. So there's only one of

17:43 that there is and don't tell your . So it's not gonna they just

17:49 the wait in the linear combination of functions or first degree boost lines as

17:57 the integration our values. That's the . So, but it's pretty

18:08 The new interpolation or the zero for something. There are first degree in

18:17 parts in the sense that was also because when we look at the these

18:28 ah they uh and our kids get about the first example. Mm

18:39 So that's the first order no Then the coefficients in the first order

18:48 . The two were fully determined by interpolation conditions. So we didn't need

18:52 else. And we couldn't specify anything except continue waiting. Not great.

19:04 that's fine. Yeah, it sounds how this works. That was

19:09 There's only one that they want to that nonsense. one thing to

19:18 No, it's tough. Ah for they left most. And also they

19:28 there's the first thing we explained that starch to the left for this.

19:33 don't necessarily have. Oh, the and similar. The last one first

19:42 spine that extends one in the yard you want to do. Not.

19:49 interpolation. So and that will come sooner degrees. Find steps. There

19:57 for the interpolation or any spines. has to date. Conscientious. All

20:04 to the left to the right. you are contribute to the population.

20:14 . Okay. 0 1st. Please . Okay, I'm sorry, a

20:24 bit. Mm hmm. So the general form again. Oh,

20:34 . We need at this point. . A millionaire combination. Okay.

20:42 . And for whatever it is in book and it's also reflected on the

20:47 that changed there. Simple for the from C to a now will

20:54 Well, a bunch of the slides , but there's nothing different compared to

21:01 was used before. Yeah. So that's when I discovered Tyrone in this

21:15 , inc conditions do not get sufficient to the all of the coefficients and

21:23 accommodation. And there's kind of one when K is to the face of

21:32 . Oh okay, that's fine. kind of respect what goes on

21:37 which they have. This problem And in order to account for the

21:47 interval, uh and the indexing that used for the playing the starting point

21:57 response. That invested support is three from the second baseline. There was

22:04 for them first through the spine. why it's convenient to use this form

22:12 there is a difference in the index that kind of reflects more or less

22:16 far to the left. You need account for the second degree spots.

22:23 they're further back then shifted by two there are zero. So you don't

22:28 to worry about them and there's so and that's what I think it's a

22:35 of details slides but I thought it be good to go through it against

22:42 for me first time I thought it fast and try to figure out how

22:46 actually works. So um so this again just from the definition that it's

22:56 to die. And then As in of three in the malls then you

23:05 the properties on the study states. um this is a claim right?

23:15 we started to plug in TJ is . Ah this point has to then

23:24 obviously yes cyril. And but it's then yeah so so they find that

23:42 not zero. So I did the that was zero and then it tells

23:48 of for any X. So they this pointy ear there This one is

23:56 zero And the other one. Yeah think they will get hurt daemon.

24:09 also is zero. So when you're obviously this is non zero and this

24:16 non zero and this guy is So so trump Davis directed this picture

24:23 any one of them here at any of the nose, two of them

24:28 non zero. The crm between So so then if I look at

24:41 infinite sum here and that particular Well known there's sort of a day

24:49 this one. Yeah, it just to worrying about to all of

24:57 2nd The Baby's Point. So this okay. So in order not to

25:03 to figure out what the A's Ah the first step we're going to

25:09 through them was I tried to do . The Persian steps. Mm

25:17 Mr using 2nd degrees. These points use when filling out too.

25:25 using there are thinking this one. um so this is the version but

25:38 uh with them, you know the . So we have this system specific

25:45 this diversion form of what we do just plugging in the proper governance arguments

25:54 instead of X. Then if I this and I'm going to have this

25:59 first women say it's too. So the first week this one is in

26:05 same one as food and it's the thing. Subscript genuine. Still.

26:09 the starting point. I'm just going the one shifted by one in the

26:14 . So that's why I shifted up part and otherwise this factors and TJ

26:23 statistics and that's changing. Mhm This gives us Uh huh. This

26:36 down there. Yeah. Technologies. started after looking at one of these

26:46 we needed. He's fine. And we have another one that we also

26:52 to do. But this this expression Doesn't need to win this one.

26:58 then we also from this movie too up what these please sponsor. So

27:09 was from the previous line so Somehow they don't cut. This is

27:20 first degree. So this is this here um that this has this support

27:28 so that is C. J. terrible so long this guy um from

27:42 first civilian back here um signed up by the by construction capable tomorrow.

27:58 so then again this is the help and so that's easy. Right?

28:03 have function as um So let's see plugging these two things that they stepped

28:13 up this one and this one now simplifies center to this special in

28:21 And the other one that was in expression that is you can do the

28:30 thing. And then This is important also that's another one that's zero sell

28:42 selling okay The texture on this one is young have function And one at

28:56 point. So now we have the term. Yeah. This expression

29:02 there's also some very racial between think all night. So hopefully now what

29:12 got is plugging things into this expression we Right, that's enough this to

29:19 any question here. Um Yeah. boats as unknowns please. Any values

29:31 coefficients are the weights of the difference part and eventually these needs to be

29:43 . So we got interpolation suffering. . So so you can see from

29:57 equation. Right? In some ways you know one of them said they

30:04 compute data plus one version. This not the incorporation condition of all the

30:11 . I know. So we have here. So basically if we have

30:15 zero then we could computer the other and this um the formula for this

30:25 please. Bye. So what they're is they want to get in the

30:34 or something support of the the second with these points, we ended up

30:44 one more um weighting coefficient a in of giving work these points than the

30:55 of interpolation forms. We have Interpolation . So one of the ice storm

31:03 next was and then still name any swan. So these are the last

31:09 values as opposed. Yeah. So the one thing we have freedom also

31:17 secondary at this time and that they want to be a freedom that with

31:21 being polynomial interpolation. So that's no in terms of degrees of freedom

31:29 And they're different ah for the These clients are only no more

31:37 But they expressed in this because she Well, this was economy and this

31:49 in common than you think. So we get so many questions. So

31:56 have one to do your freedom and question of producer and in the public

32:01 have a machinery that yes to something sensible. It's always that's I don't

32:14 what to do themselves and minimize um square of the magnitude of the coefficients

32:20 be more positive and negative. So kind of natural to square them in

32:25 to get rid of no science and look at magnitudes. Oh,

32:34 So yes, they set out to the square sum of all the coefficients

32:42 order to do that. Rewrite basically and reorganize this equation to this starts

32:52 one of the Okay, so you get the next one to this question

32:58 from the structure of this equation. figure out what the outputs and datas

33:04 . And that's the question. And was fairly easy to see the

33:10 The right hands are divided by the from the passport similar. It's not

33:16 hard to see that position for the is simply this no, this expression

33:27 . So it's fairly straightforward together this I guess a little bit more messy

33:35 drama. So what we want to , so that essentially is okay,

33:41 we have this kind of diversion formula carry out the substitution and his formula

33:47 the program. And then we actually something that is related to one of

33:53 coefficients and choose a zero Starting So watch your hand up if you

33:58 get all the other ones through this . And the second part of saying

34:04 how do you yet the gammas and and this equation from iterating their present

34:14 on this question. So then we an expression here for have to prosecute

34:20 gammas and deltas and now that's You get all the days I know

34:28 to a zero. So in order get an expression, well that's fine

34:34 . But now these professions that are independent, the ace just dependent on

34:44 intervals for the population and inflation So now until you can get an

34:51 for fine only being, you the function of a zero with the

34:59 for christians. And so this is it is being. So there's some

35:04 were not Now with the performance will for how to compute a one A

35:09 , et cetera. We got something this. So this is basically that's

35:16 for me living space. And then part of the usual thing you want

35:22 minimize something and context is there evidence the derivative to zero and protected the

35:30 of this question. You got something this and then they can just directed

35:35 herds another question here, a bunch petitions for the zero. There's no

35:43 of the renovation, there's no It's just that in your function in

35:48 zero. So you know, that's proportionality constant respect in front of eight

35:53 some costs and putting derivative is zero you find in zero sports basically.

36:05 this formula to them it's um contents the coefficients in front of the zero

36:14 to the delta squares of the in summer. That's where it's from the

36:22 postponing one time and you know what are. And then another procedure for

36:31 okay cereal. And once you have zero then you can use this is

36:36 question you get all the other So, so that was the question

36:48 difficult. Some more on the show next cervical or examples that they have

37:00 many questions on the legacy contact. relevant sounds simple. Some of them

37:13 ? So so the point in this we used to find the coefficients and

37:23 is used in the second degree spines the outputs of the balance. That

37:28 the interpolation values and they're not start . And of course you did with

37:34 the points of us began whatever the along the population of sports. But

37:39 that's really in the input this procedure was described and figures out for a

37:49 from doing minimization of the square some these competitions and then the substitution for

37:55 to get a place based on What? So so this is then

38:08 the obvious what goes on in this . I tried to comment on

38:13 Um, this is kind of obvious just use an age that's before for

38:19 interval life they can have variable with world lines index according to ah where

38:29 one remember that. So in that means that interval is between in this

38:36 zero and the -1 and again have -1. So that kind of arbitrary

38:43 2s to have the interval to the , 00. And similarly and the

38:58 one endpoint, right? But then extend and say well the interval to

39:06 point we don't have on the right able to the last thing we have

39:12 the integration points and then when they where this come from right. So

39:23 impression there was correspondent zero was That zero and then zero. Yeah.

39:34 intervals here come, they were the . So not it becomes a I

39:45 want the first one is higher. and then the post form On this

39:56 one. So that's why it's So that's probably get a negative

40:03 And then the other one was come . The first timer 0, 0

40:11 20 employees zero. This one and same thermal blankets too. And this

40:17 an acceptable one x 1. So that case we get the number two

40:21 front of West europe this expression to started. And then because this

40:29 so the first one is simply historic products. Mhm. At this

40:36 Now the first one before we started minus one squared is one. So

40:43 to get this to be. So to get things started. Well,

40:50 was located, I'm trying to, question was the hospital of the

41:01 that was Severa and Severa was the proper science between the festival of

41:10 Yeah. Things are we have to the relation between Yeah, the other

41:17 and 2 grandma was a little bit about formula was this guy. Now

41:25 can see that's supposed to be wrote text and the gold corners and stuff

41:33 the technical term is better consumers but the first time and then our clients

41:41 the inspirations conditions in it and Mm hmm. But you can trace

41:51 what they called. Lines are called to This formula is almost directly from

41:59 one and 2 and two is Um, this follows from this

42:09 So we can define what the United and other correspondents. Oh, what's

42:22 ? So that's true. Mm And I guess the last one was

42:33 to recur version actually computes a so gave us a zero and then,

42:38 know, it's actually rewriting this equation that his former The previous day one

42:45 then we started and then the next . So this routine is said and

42:55 that took them the inspiration values and and how many intervals we have and

43:03 just returns the coefficients and generally But but actually for me where,

43:15 , but it's essentially computes he's No. Such that within one degree

43:24 freedom that uses to realize where someone . Oh. Mhm. Okay.

43:35 the next thing is then, so , they have a machinery. He

43:44 the A's for each other such that also satisfies things. Operation competition.

43:54 . And I asked the question To this one and or to evaluate this

44:02 we developed this machinery to try to within their combination of plants instead

44:09 directly within the second degrees plants. that's what we're using. And this

44:21 here and I looked at let's see . So I try to relate it

44:27 how things were done in this general of the way that statement Instead of

44:34 direct evaluation with respect to the 2nd is fine. Mm hmm developing in

44:40 recursive formula for coefficient. So I have to worry about one of the

44:46 you don't think we spot. The incursion former public coefficients now

44:54 But the second one against final A So A is here and this

45:01 formula that they have there it So then it was just the starting

45:09 in this case is our age that out of the proficient procedure and then

45:16 them into this formula and eventually ended The coefficient from zero linguine spine correspondent

45:25 the Evaluation .22s. So in this we have three for questions. Um

45:38 , yeah. Using the 2nd degrees famous too. and then the final

45:46 and it's also interesting -1 and So that there are three elements first

45:54 . And I noticed that student the . So in this case, so

46:05 first equation is in play computing the thing Now The 1st element in the

46:14 column. And the second line convinced new Senegal this formula substitution, therefore

46:25 . And then once we have those can be used again the same and

46:32 the same formula here again. The coefficient for zero, everything why?

46:43 then is one in the intervals for values that we want to be

46:48 Yes. Mm hmm, mm mm hmm. Any questions. So

47:05 wasn't an entirely Samuel machinery either for wow, 2nd degree and 3rd degree

47:14 versions. That's fine as you may , was quite a few decorations and

47:19 they get older values and then we to try the system in the

47:25 Um The gaps on professionals. ah, okay. Sorry. There

47:36 a picture and yeah, they don't all the difference a little bit

47:42 But the points of this comparison, the second degree. This point sources

47:51 degree Flatow 765. So this is polynomial, one higher order. That

48:00 isn't well. And in particular That's your mind and your friends is

48:09 yet right now to respond. But is not much different from this

48:14 but one is on the left of installation point. Come on mr

48:18 But otherwise both are very well behaved It's sort of in some

48:26 Just kind of showing a little so there better behavior. It's still

48:31 better work or these points because it's of small the life I'm supposed to

48:38 sarcomas and that behavior as states formed basis increases. Mm hmm. I'm

48:53 comfortable doing that but it's just more remind you. But there's no need

49:03 inspiration points and and not to Someone can also define, okay,

49:14 you can find a dispatch from a thing. No lo forms from their

49:20 was just these points that I should like to be. So that's what

49:37 was going to stop mentioned in terms interpretation but this is fun.

49:48 so a couple of more points about No one is going through and ah

49:57 derivatives. So what we talked about there, it appears um get approximations

50:05 on derivatives are you said? Except functional values or you can also I

50:13 took the view that and I think the functionality is to use and just

50:20 approach as being points for which that used for doing interpolation and generate the

50:27 and the security of the polynomial. the same thing can be done in

50:32 of the approximate. So they will accept the functions for these points.

50:41 , they may also be useful to out how do they get derivatives of

50:47 . So that's what happens in the year, you know. So it's

50:52 having to start with the international formula that. These finds that this is

50:58 case that we can find something taking the minutes on it. So

51:04 have the definite movement directly. In , derivatives work it all out.

51:10 a performing arts. If they work out, take the derivative with respect

51:13 X products and activities. First Thanks the other one and then this

51:22 thanks to the attitude of this Which one of the best introduction to

51:30 figure it out. And then when done that to basically show what this

51:36 the form, the derivative of Chester that's so first, um, it

51:45 sense that there's one degree lower Because every time it takes the derivative

51:48 respect to the independent variable X. degree. So what's going on?

51:55 that's what you get. That's another . Then these finds have been used

51:59 yes, but you can use them represent the serenity for the case signals

52:05 wife and they said it was the working into what you get. And

52:15 more that's the question is of this came from this. So This is

52:24 of the stuff to show investors that you can express the derivative of

52:31 Again, I'll you have some approximation some function you have that was expressed

52:38 the linear combination of thinking despite, then each one of them ends up

52:46 so, okay, what is one in the combination of claimant is one

52:50 finds and it's the best for them it in because they've taken the derivative

52:57 doing a summation commute. So derivative that was going down here and then

53:05 plug in the expression take the derivative this that we have worked enough up

53:11 and then it gets this kind of and changed the summation index. You

53:21 the same door. Cool. Sounds on both terms here. But then

53:27 have to account for it when you at the different factors scenario, that's

53:33 else in terms of the derivative of approximation that case finds. It becomes

53:41 linear combination. Oh chain one is for one because you know, are

53:46 spots for christians here can be arrived the original coefficients and the order of

53:59 So it's best if you have essential desserts or derivative, these fines,

54:11 derivatives cylinder combination of the one that lower these spines. And since we've

54:19 of worked out how to evaluate such , then they can use it before

54:25 figure out what the yes they justify went through ah to this novel

54:34 coefficients are different than the original. , it's still there studying the combination

54:40 spots. The next one was the . So the other one that was

54:54 useful in the past integration. And we can also show that ah and

55:05 case is kind of an indeterminate what to do um, podcast and

55:12 respect one prediction. The spy is vineyard combination of these blinds that extends

55:22 I mean that's mm hmm. Finally are integrating Hello? Possibly to

55:31 So the rest of it depends on . Thanks. Some of us just

55:39 the younger. I don't want to just I think we're integrating mhm.

55:48 clients, they figured these kind of combination of them in order to approximate

55:52 function do than gaps. Another expression has different coefficients. But since we're

56:04 That means the degree of at this has to be harder because if

56:09 want to go back to the instagram take the derivative on the right hand

56:15 , right hand down the degree and enormous forgot and then there's some questions

56:21 figure out what these coefficients are. integration. Yeah, it takes responding

56:31 to take Thanks. So yeah, is basically both point and you have

56:41 you can take the rivet in summit hi fingers but I'm not going to

56:50 you to do that and many times what's wrong principles. Okay. So

57:08 , making the terminal you want inspiration . You get unlimited some again because

57:17 only for any given excellent value over argument and the response that is on

57:24 final number of them. There are zero sum in the end finances of

57:35 the spines. Um as you can from this expression here when you get

57:41 higher or at this point, Interval support is longer one more interval and

57:49 why he said this. And they justice performance uh population. That was

57:55 escape. Also one step further to left depends on small the response I

58:06 Yeah, accounted for or included in submission the current. Well let's go

58:14 the point of interest. Les I was just taking a half far

58:20 to you need to go for the of the response to actually reach the

58:24 are interested. So that was pretty just size of business. Does he

58:36 to find space clients software from And I think most of the,

58:47 that's another one that mentioned in the is yeah. And then double

58:54 But as far as I remember, also America and most of them these

59:02 in particular house how kind of like news because so when they're small of

59:15 hmm. Um sometimes let's start to a little bit about the next

59:26 So also mentioned responded in the question think free to ask questions about

59:35 Um, victor. Ah, not . Have any questions on whatever.

59:41 we talked about initializing problems in the video. Yes. So what recovering

59:49 the exam. What what, what would you call that? Chapter

60:03 . Okay. So, so initial . That's what you said. But

60:09 find it, That's part of Chapter six. And um, and

60:17 when will you provide will be done Wednesday. Okay. I'll talk to

60:26 tonight tomorrow so we can look at right. There are questions on

60:38 Santa began. Mm hmm. So I guess said it to do

60:49 So I'll say it one more time terms of cargo summarizing things about for

60:56 normal approximation. So brian said it the form of all and all about

61:02 is just the colonials and good. point of using lines are supposed to

61:14 them. A polynomial Interpolation is having spice polynomial 171 covering the hole in

61:25 wall. The following underground stuff. more points you have hopefully better

61:39 Yes, that's correct. Exactly in points. But what goes on between

61:44 interpolation points test? It's worse than world comes to happen. So less

61:51 more points that are correct. But you look at what goes on between

61:56 points, the exports. Well, that's why if you have many words

62:03 enormous, it tends to behave better the whole interval. Yeah. So

62:08 can use such many points. Forget , but there's a few of them

62:16 als and the second authority points on baseball. So that's some of the

62:26 offs and finds has become very popular many disciplines. The approximations of

62:35 I want to go to graphics that mentioned. My phone probably best to

62:40 the domain for trump for the audience policemen one of them that is

62:49 I'm sorry for work. The whole that becomes and it's the same

62:59 We've dropped us off many kinds of equations or part of the essential questions

63:10 , pressure and whatnot. I just to carve the remains of a small

63:16 . Time to wrap this up solution . That's the name with some form

63:23 despite the approximation in machinery supposed to the proficiency and it was like something

63:32 government for your business but a few just introducing emissions. Okay, so

63:44 not familiar with the initials of I guess. Thanks for that

63:50 So as I just mentioned, you , and science and engineering is very

63:57 to represents a problem by the financial for all of us to try things

64:04 over time. So you try to it can be all the space for

64:07 matter. But many times it's kind easy to think of it. I

64:12 I understand it depends on the the change sharpener and we're supposed to

64:18 resolution and there's kind of all this that will cover and now I don't

64:29 what they are about this thing. order has to be, whether it's

64:35 the first to know everything about involved . The differential equation comes in an

64:46 I guess success function of one independent or something that sends over time,

64:56 for something that is uh that's special dimensions as well. Trying to figure

65:03 the pressure in the box or As part of differential questions. Um

65:14 know more about this, Not such . So we just kind of example

65:26 somebody probably had done in some high physics or something or something, you

65:29 what happens and and the discharge that nerves or something help. It has

65:36 be your son, relate to So if you remember you actually have

65:42 capacity or something to recharge the That's different clubs. Focus the value

65:47 doing an interview. So Ambassador and took place to the resistor, I

65:56 know, take your foot from zero in the experiment. Think it's kind

66:01 exciting. He doesn't get a short to show something. But anyway,

66:07 in that case the capacity that's really discharge immediately. But if you have

66:13 resistor it takes a while. So in this case on this idea that

66:20 the voltage. So as the capacitor its charge and when the voltage current

66:29 it goes down and both pitched across resistor and for six months on the

66:36 but it goes down over time I the compassion of discharge and for whatever

66:43 this guy's that was horrible sight from is seriously kind of click the current

66:49 essentially the magnitude of the currency is The highest one, the voltage is

66:53 highest. And then eventually as this or close to zero because there's no

67:00 left. Then of course the there's no more electrons. So,

67:09 basically I have the zones law writers the voltage across resistance they posted the

67:15 . So there's just Through the Resistor . Um it's just and the current

67:24 is for the change in charge on capacitor. So the challenge is best

67:32 the derivative over time on the change time. So this is just the

67:37 are now and the charge disproportion of capacitance of the statistic times.

67:45 in this case the first order differential that involves on one side and in

67:54 case you have the politics on the side. And it's just all this

67:58 you can usually do that basically in yard. This kind of an impression

68:03 this shows up there are reptiles decrease about it from this source.

68:11 Is um there's no surprises proportion to time processes. It's called r See

68:18 tells you how fast things are And it's a question of the product

68:22 the anyway, so yes, that's example of how you kind of first

68:28 differential equation that you probably have seen is that something fishy about the

68:37 So let's see, synonymous. So value problems attempted slide that the

68:47 the variable you have any question for it depends on same time and maybe

68:54 article itself. So what they had the previous side right there was the

68:59 of the voltage from one side uh rearranged things and on the other side

69:06 have the office itself. Um That a long time. So and then

69:14 this case we're given some starting points have this one was. So you

69:21 what the voltage is when you start experimental causing the local. So this

69:28 kind of the generic initial value problems formulated derivative for the rate of change

69:37 kind of known that this unknown in sense that you have an expression for

69:42 it depends on time and the variable . And then you have some starting

69:47 everyone can start start with developing so so in this case the first thing

69:56 just a single independent variable fee So that makes this kind of an

70:01 differential equation. And in this case only the song the text is just

70:09 single variable sort of. This is a very simple first order for more

70:16 equation but X can also director value not. For instance they get the

70:22 other questions and we'll talk about that well. Thank you. There's some

70:35 oh in terms of differential equations with variable um as this dependence on

70:45 Um in this case is very simple figure out how to do finally variable

70:56 . That has this lifetime delivery some these things you can kind of realistically

71:02 out blocked. They were soft on it because again you want to find

71:10 um behaves over time. This is you found this thing is depending upon

71:18 you are and figuring out what things this kind of derivative, it's affected

71:25 or distract from some of these solution . Then you have these values and

71:31 satisfy also the condition that is the team zero Then you should get

71:39 And the first time here that comes this becomes zero so 1 -1 is

71:44 also? So this solution is satisfied this equation and its initial condition and

71:53 can check the I normally don't you necessarily no from this equation to find

72:05 function whose derivative is the right time that's the reason what it is in

72:10 solutions to ordinary differential equations that it's to find but the functions or other

72:19 still. So that's what I'm certain this one. Okay I have some

72:28 of the stations here in our repeat family start over after. Ah so

72:37 the way anyone goes about this uh can use what we kind of learn

72:47 we talked about the integration. That's way of trying to figure out how

72:50 get the solution to no li ah one thing that can be cast it

72:59 something we know how to work with best recast it as an integration problem

73:05 in some ways it is because you to find that's my opinion over time

73:11 that's access officer that we integration or gravity ah differential or changing next.

73:22 you can take this equation here and that's kind of put the V.

73:27 . On the right hand side and do the integration. Say on a

73:31 interval form The 50 plus h. on the left hand side and corresponding

73:39 all the function that you have for derivative bad times the variable which which

73:48 the derivative restatement. So in this you got this expression now this one

73:54 obvious kind of that 50 and that's X 30 plus H minus X

74:00 So I can write this for the extra T to the right and science

74:06 now we have basically integration problem instead Yeah after solving ordinary differential equations and

74:16 know it's just an initial value You know what that something is supposed

74:19 be and the interval is too Then this integration into evolved. It

74:30 be perhaps pretty crude in terms of clever you are and during the integration

74:37 and that's what but this picture of so here's where we are and what

74:43 accretion tells you this finally um that's for the function that is and is

74:56 and when you're here the issue again T value and this function here then

75:03 essentially the tangent on the curves. you just use dysfunction at the starting

75:11 , you will end up here, is not necessarily where this function

75:17 So, but that's kind of one method is potentially do that. Um

75:24 I think this is here on this , so I can use exactly just

75:30 the attendants at that point. And on the function f it made the

75:35 about approximation. They also have the or drill for doing this thing.

75:42 yeah, and it would take The evaluated three endpoints. And then I

75:48 the average Joyce. Now this has problem. Anyone sees the problem.

76:12 problem is we're trying to find this , my name is lisa here,

76:20 we don't know this guy, we know this guy, so we don't

76:23 the sector. So this is what's as an implicit form. So

76:36 if they were to do this type approach just for today, what it

76:44 , you need to have some form , for instance, an interactive

76:50 ah you get some value and plug in here and you see what you

76:54 and then do something. Well, may eventually converge. But there are

77:02 then methods like this guy, it's because, you know, it's something

77:07 when you start, so if I think this integral is straightforward. So

77:12 you can directly compute X deposits, have this and this is known.

77:18 that's an explicit formula. And this is an interesting for a situation of

77:25 prominence dissolved. So we'll talk about message. But ah, explicit methods

77:33 doesn't worry your direction. That's They prefer to get a choice.

77:43 so this type of notice that will the last one to talk about on

77:48 inflow inflow is both approaches what But the number of inspiration steps to

77:57 Okay, Thank you for today. when you stay home and kind of

78:02 about, I hope to get practice . Mm hmm. Thank you.

78:12 . Thank you. Oh,

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