A produce dealer has a warehouse that stores a variety of fruits. He wants a machine capableof sorting the fruit according to the type. There is a conveyor belt on which the fruit is loaded. It isthen passed through a set of sensors which measure 3 properties of the fruit: shape, texture, andweight. The sensor system is somehow rather primitive:• Shape sensor :-1 if the fruit is round and 1 if it is more elliptical• Texture sensor :-1 if the surface is smooth, 1 if it is rough• Weight sensor :-1 if the fruit is > 500g, 1 if is < 500gThe sensor output will then be input to a Neural Networks based classifying system. As an AlEngineer you are supposed to design (draw the architecture and determine the optimal weight Wand bias b) a simple neural network (could be a single perceptron) that can be used to recognize thefruit so that it can be directed to the correct storage bin. As a startup case, the simple network willonly be used for two type of fruit i.e. banana and apple. Employ initial weight W = (0.5 -1.0 -0.5)and b = 0.5. Datasets from the sensor are as follows: banana = (-1, 1, -1); apple = (1, 1, -1).%3D

A produce dealer has a warehouse that stores a variety of fruits. He wants a machine capa of sorting the fruit according to the type. There is a conveyor belt on which the fruit is loaded. then passed through a set of sensors which measure 3 properties of the fruit: shape, texture, weight. The sensor system is somehow rather primitive: Shape sensor : -1 if the fruit is round and 1 if it is more elliptical • Texture sensor :-1 if the surface is smooth, 1 if it is rough Weight sensor :-1 if the fruit is > 500g, 1 if is < 500g

A produce dealer has a warehouse that stores a variety of fruits. He wants a machine capa of sorting the fruit according to the type. There is a conveyor belt on which the fruit is loaded. then passed through a set of sensors which measure 3 properties of the fruit: shape, texture, weight. The sensor system is somehow rather primitive: Shape sensor : -1 if the fruit is round and 1 if it is more elliptical • Texture sensor :-1 if the surface is smooth, 1 if it is rough Weight sensor :-1 if the fruit is > 500g, 1 if is < 500g

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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