You are asked to design the given problem using genetic algorithm. Explain your design approach in terms of following: Vague answered will be penalized. Calculator can be utilized. "Find the value of x where x² - (1/x²) will be maximum in the range of [0, 16]" a. Design the Problem Solving Agent formulation & fitness function

You are asked to design the given problem using genetic algorithm. Explain your design approach in terms of following: Vague answered will be penalized. Calculator can be utilized. "Find the value of x where x² - (1/x²) will be maximum in the range of [0, 16]" a. Design the Problem Solving Agent formulation & fitness function

Database System Concepts

7th Edition

ISBN:9780078022159

Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Chapter1: Introduction

Section: Chapter Questions

Problem 1PE

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Solve the following exercise using jupyter notebook for Python, to find the objective function, variables, constraint matrix and print the graph with the optimal solution. Use linear programming methods to solve this problem. Represent the constraints and the objective function mathematically in code. Use Python and the SciPy and Matplotlib libraries to solve the problem and visualize the optimal solution on a graph. Clearly state the optimal solution and any assumptions made while solving the problem. A farm specializes in the production of a special cattle feed, which is a mixture of corn and soybeans. The nutritional composition of these ingredients and their costs are as follows: - Corn contains 0.09 g of protein and 0.02 g of fiber per gram, with a cost of.$0.30 per gram.- Soybeans contain 0.60 g of protein and 0.06 g of fiber per gram, at a cost of $0.90 per gram.0.90 per gram. The dietary needs of the specialty food require a minimum of 30% protein and a maximum of 5% fiber.…
Correct answer will be upvoted else Multiple Downvoted. Don't submit random answer. Computer science. Another law will be endorsed to expand the uniformity between the specialists. The public authority chose to cause everybody to have a similar occupation classification by playing out the accompanying activity quite a few times (conceivably zero). There is a decent objective boundary k=ab depicting that it is so natural to persuade people in general, and it will be utilized to decide the accomplishment of an activity. In an activity, the public authority initially chooses a task class x with something like one laborer at the current second. Assume i1,… ,im (i1<… <im) are the places of the multitude of laborers with work classification x. In the event that k⋅(im−i1+1)≤m, the public authority can pick any work classification y with no less than one specialist at the current second and change the work class of all laborers with work class x to work classification y. In case…
Please solve all the three questions!! Send me answer within 10 min!! I will rate you good for sure!!
esc 3 A Question 14 of 20: Select the best answer for the question. 14. Use Gauss-Jordan elimination to solve the following linear system: -3x + 4y = -6 5x - y = 10 O A. (2,0) O B. (2,-5) O C. (-6,2) O D. (2,2) O Mark for review (Will be highlighted on the review page) > חח D G $ 4 { 3 R ند 19 F % 50 T Oll SADE A GY O U *∞ C 8 A
please answer with proper explanation and step by step solution. please solve all sub part.
Exercise 2. Here is a classic geometric problem, in the same application domain as the Center Selection problem: Given n points with Cartesian coordinates (₁, 3) in the plane, and positive weights w, find one(!) point (x, y) that minimizes the weighted sum of the Euclidean distances to the given points. For formal clarity: We want to minimize n Σwi i-1 n •√(x- i-1 (x − x)² + (y - y₁)². This problem is at least not very easy to solve exactly. In the following we therefore propose a rough but rather quick and simple approximation algorithm: Instead of the Euclidean distance, take the Manhattan distance and minimize 1 w₁(x − x₂|+|y-yil). 2.1. Explain how the point that minimizes the weigthed sum of Manhattan distances can be found in polynonial time. That is: Sketch an algorithm, argue why it is correct, and explain your time bound. Try to keep the time bound as low as possible. 2.2. Show that this algorithm has an approximation ratio √2. More specifi- cally: The point found by the…
Show the differences between breadth first search and best first search in 8 Puzzle game. Start and goal states are given below. Sequence of operation must be up, down, left, right for blank tile and heuristic function is number of tiles out of place. Maximum 4 levels may be searched.
Please help step by step with Program R (CS) with a final code for understanding thank you
esc 3 A Question 14 of 20: Select the best answer for the question. 14. Use Gauss-Jordan elimination to solve the following linear system: -3x + 4y = -6 5x - y = 10 O A. (2,0) O B. (2,-5) O C. (-6,2) O D. (2,2) O Mark for review (Will be highlighted on the review page) > חח D G $ 4 { 3 R ند 19 F % 50 T Oll SADE A GY O U *∞ C 8 A
Knapsack 0/1 problem: Given N items where each item has some weight and profit associated with it and also given a bag with capacity W, [i.e., the bag can hold at most W weight in it]. The task is to put the items into the bag such that the sum of profits associated with them is the maximum possible. Given the problem is solved using a dynamic programming approach and the matrix derived is given below, answer the below set of questions by analyzing the DP matrix. weights = [2, 3, 4, 5], profits = [1, 2, 5, 6], Capacity W = 8 Capacity 2 3 Profits weights|0 1 2 5 16 14 |-> 5 10 0 O 10 1 2 3 4 0 O 0 1 1 0 1 0 1 O 10 1 2 2 2 5 2 O 15 50 1 356 6 O 1 3 6 18 00378 7 10 10 1 3 7 7 1 18
Q1 Dan has a list of problems suitable for the assignment. The difficulties of these problems are stored in a list of integers a. The i-th problem’s difficulty is represented by a[i] (the higher the integer, the more difficult the problem). Dan is too busy eating saltines to worry about assignment decisions, so he asks Michael to select at least two problems from the list for the assignment. Since there are many possible subsets of the problems to consider and Michael has a life, he decides to consider only sublists (definition follows) of the list of problems. To make grading the assignment easier, Michael wants to pick problems that don’t vary too much in difficulty. What is the smallest difference between the difficulties of the most difficult selected problem and the least difficult selected problem he can achieve by selecting a sublist of length at least 2 of the original list of problems? Definition: A sublist of a list a is any list you can obtain by removing some (possibly 0)…
Branch-and-bound method exercise (Computer Science or Advanced Math) Let there be five jobs of the same type and one machine to get those jobs done. The processing time of the job on the machine and the time allowed for the job to be completed for each job are given in the table below. Job On the machinecompletion time(minute) To be finishedtime allowed(minute) 1 3 4 2 6 8 3 8 12 4 4 15 5 2 11 Apply the branch-and-bound method step by step to order the jobs in a way that minimizes the total delay time. State the optimal solution clearly. Thank you so much.