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In the world of machine learning, the term "encoder" has gained significant attention and recognition. An encoder is a device that collects and converts data or signals into a form of signal that can be used for transmission, storage, and communication. The encoder converts linear displacement or angular displacement to an electrical signal.
 
How Does an Encoder Work?
 
Encoders use various types of technologies to generate a signal, such as magnetic, mechanical, optical, and resistive, among this optical is the most common. In optical sensing, the encoder offers feedback based on light interruption.
 
Encoders are used to interpret linear or rotary motion into a digital signal. Generally, this is to control or monitor motion parameters, such as rate, speed, distance, direction, or position.
 
Classification of Encoder
 
Rotatory Encoder
 
A rotary encoder is an electro-mechanical machine that is used to change the rotary shaft angular position, shaft motion. This encoder creates an electrical signal based on the rotating movement either digital or analog.
 
Rotary encoders are commonly used in various applications where precise monitoring or controlling is required, such as industrial controls, robotics, and photographic lenses.
 
Linear Encoder
 
A linear encoder is a sensor that measures an object's linear movement. It can move in various directions but always travels along one axis. It can sense direction, distance, displacement, and speed.
 
Linear encoders are widely used in inkjet printers, coordinate measuring machines (CMMs), CNC mills, semiconductor stepper manufacturing, and other systems.
Difference Between Incremental and Absolute Encoders
 
An incremental encoder can only tell an alteration in position. Whereas, an absolute encoder can report the precise position of the shaft in its rotation at any time.
 
Uses of Encoder
 
Encoders are used in various industrial applications, some of them are:
 
Automotive
 
In the automotive industry, the 24/7 monitoring of manufacturing lines is essential. For better control of end-product quality, reduction of error, and asset utilization, it is vital on a large scale in large and mid-sized industrial plants. Additionally, technological advancement and the increasing popularity of signal on-demand in hybrid incremental or absolute rotational encoders are providing opportunities to the industry.
 
Healthcare
 
Encoders are vital to healthcare as they help in enhancing accuracy and efficiency for medical coders. Encoders are also helpful in receiving the appropriate reimbursement amount for healthcare organizations. Encoders can also assess patient safety indicators, which detect preventable safety events.
 
Textile
 
Encoders are used in textile manufacturing machinery, as it offers critical feedback for distance, direction, and speed. High-speed, precisely controlled processes, for instance, knitting, weaving, extruding, printing, seaming, cut-to-length, and gluing are major applications for encoders.
 
Robotics
 
Encoders are essential by nature to robotics motion control as they offer precise and accurate feedback about position, speed, and angle.
 
It is because of the mounting requirement for computer numerical control machines and the increasing necessity for high-end automation in numerous industries in Asian countries, such as China and South Korea, that the sale of encoders will generate a value of USD 4,888 million by the end of this decade.
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anany joshi
Architecture Design, Others
sector 15, noida, India
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The Power Behind Machine Learning: Encoder
 
Published : June 21, 2023
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