What is Power Quality Equipment Industry and Why Do We Use Them?

11 Apr.,2024

 

Power quality is a general term used to describe the degree of abnormality to several different electrical system characteristics. These characteristics are the frequency and amplitude of the voltage, the balance between phases on a three-phase system and the distortion level of the waveform. The characteristics that are important and what is considered an acceptable level of power quality varies from facility to facility.

Most of the older electro-mechanical equipment was robust and could handle minor power quality related issues with little or no effect on operations. But, due to the shift in the type of loads from electro-mechanical to electronic, power quality has become a real concern in all types of businesses. This includes hospitals, universities, commercial buildings and industrial facilities. Poor power quality results in random equipment malfunctions, data corruption, loss of process control, and heating of cables, motors and transformers.

Power source

An ideal power source offers a continuous, smooth sinusoidal voltage, as shown in Figure 1.

Poor power quality as shown in Figure 2 contains noise, harmonic distortion, voltage sags and swells, interruptions and voltage surge.

 

 

 

 

 

 

Causes of poor power quality

You might think that poor power quality is primarily the result of weather-related and utility-related disturbances. However, studies have shown that issues such as lightning, other natural phenomena, and utility operations, account for only a small portion of all electrical disturbances.

A large portion of electrical disturbances are from internal sources or from neighboring businesses that share the same building or are in close proximity. Internal sources can be fax machines, copiers, air conditioners, elevators, and variable frequency drives just to name a few.

 

Power quality issues

Typical power quality issues include: voltage transients (surge), harmonics, voltage sag and swell, voltage imbalance and interruptions.

 

Voltage transient (surge)

Description — A sudden high energy disturbance in line voltage typically lasting less than one cycle (< one second) which causes the normal waveform to be discontinuous.

Cause — Switching type loads

Issue — Data corruption, equipment malfunctions, equipment damage and process interruption.

Harmonic distortion

Description — Distortion of the current and voltage waveforms caused by the momentary on/off switching of nonlinear loads.

Cause — Elevators, HVAC equipment, rectifiers and welding machines.

Issue — Data corruption, data loss, computer-controlled equipment malfunctions, excessive heat and equipment failure.

Voltage sag/swell

Description — A decrease (sag) or increase (swell) in line voltage lasting at least 1/2 cycle (1/120 of a second) to several seconds.

Cause — Utility related events, starting and stopping of large loads.

Issue — If equipment is operated slightly outside the design envelope, random malfunctions and failure may occur. If the equipment is operated significantly outside the design envelope, the equipment will not operate and may fail prematurely. The effects are based on the length, magnitude and timing of the sag or swell.

Voltage imbalance

Description — Differing voltage levels on each leg of a three-phase system, typically < +/-2% of the average.

Cause — Large loads in a building such as HVAC equipment and elevators are three-phase loads. The small but numerous loads such as copiers, control equipment and computers are single-phase loads. Single-phase loads should be equally distributed among the three phases to prevent imbalance. Imbalance can also be caused by poor connections or blown fuses.

Issue — Depending on the level of imbalance, loads can operate erratically, not operate at all or fail.

Interruptions

Description — A significant or complete loss of voltage. The loss can be momentary or sustained.

Cause — Weather, utility equipment failures, internal faults or internal equipment failures.

Issue — A momentary interruption can damage computers and other electronically controlled equipment or disrupt processes. The damage can occur on both the loss and the re-energization of power. Electro-mechanical equipment is generally not affected by these brief outages. Sustained interruptions can last from hours to days. Contingency plans should be developed to address orderly equipment and process shutdown and restarts.

Solutions

Each occupancy will have a different sensitivity level to poor power quality and will have different sources of poor power quality. However, common to all businesses is the importance of a well-maintained electrical distribution and grounding system. The importance of these systems cannot be overstated. When addressing potential or actual power quality issues, the power and grounding system should be the first item addressed. This will ensure personnel safety, allow for the proper operation of surge protection devices, minimize the potential for excessive currents on neutral conductors, and provide a common reference plane for electronic equipment.

Once the power and grounding system deficiencies have been addressed, the next steps include: power quality walk-throughs, power quality inspections and surveys, and mitigation equipment.

Walk-throughs provide an overview of a facility from a power quality standpoint. In addition to housekeeping and the overall appearance of electrical equipment, items to note during a power quality walk-through include:

  • Type of equipment that is installed
  • Concentration of computer and electronic equipment
  • Presence of welders, power factor correction capacitors, or variable frequency drives
  • Heat discoloration of electrical equipment
  • Communication and control wiring in close proximity to power wiring
  • Condition of the grounding system
  • Presence of surge protection installed on power and data lines

The conditions below are considered warning signs for potential power quality issues in a facility. These conditions do not guarantee a problem. A facility with these conditions usually has an increased likelihood of power quality issues.

  • History of power-related issues
  • Poorly maintained electrical system
  • Failure of surge protection equipment
  • Weather and utility disturbances common
  • High concentration of electronic equipment
  • Infrared surveys which identify current flow (heat) on grounding conductors and/or system neutrals
  • Repeating and random equipment malfunctions, failures, tripped breakers or blown fuses with no identified causes
  • Equipment running hot
  • Frequent switching to backup power systems
  • Lost data or data corruption

Based on the results of the power quality walk-through and the type of processes and equipment at the site, the following recommendations are common:

  • Use infrared thermography to locate troubled areas. Not all power quality related issues will cause hot spots. Loose connections, harmonics and undervoltage will cause an increase in the operating temperature of equipment.
  • Conduct a power quality inspection and survey using a properly trained and experienced power quality contractor. The results of the inspection and survey should be reviewed with trained and experienced power quality engineers.
  • Perform a power quality study if an expansion is planned or a large load is being added. This study should be completed during the design of the expansion or during the specification process of the new equipment installations.

Power quality inspections and surveys identify the types of problems, the extent of the problems, and the potential solutions. Power quality inspections and surveys should only be performed by qualified power quality contractors. In many commercial or light industrial type businesses, only a few loads are affected by power quality issues and only a few loads are susceptible to poor power quality. By identifying these loads during a survey, targeted mitigation techniques can be utilized.

A power quality survey is the monitoring and recording of the power system supplied to a building or specific area of a building. It is important to measure power continuously over an extended period of time such as days or weeks. This will capture all of the intermittent event. Due to the special knowledge needed to identify power quality related issues, it is recommended that only electricians trained in the use of power monitoring instruments be utilized. The equipment should be capable of recording very fast events (less than one cycle) and have data storage capabilities. Since it is difficult to monitor all points simultaneously, selecting the best points to monitor is extremely important. This should be done based on the areas of concern that were identified during the inspection. The equipment must be monitored in its normal operating environment. Do not perform a power quality survey during a shutdown.

The review of the data from the survey will determine the type and severity of the problems and assist in recommending mitigation techniques. The data review should be performed by qualified and experienced power quality engineers.

Prior to selecting any type of mitigation equipment, the power quality deficiencies that are responsible for operational issues and failures must be clearly identified. The next step is to estimate the costs of the power quality related issues. This aids in a budget for the project.

A wide variety of power quality correction products is available utilizing a range of technologies and providing a range of protection. Common mitigation techniques include surge protection devices, isolation transformers, voltage regulators, motor generators, standby power supplies, uninterruptible power supplies and harmonic filters. Each technique has advantages and disadvantages and should be applied based on the discovered problems.

This list defines different types of mitigation techniques available, but it is not a complete list.

Surge Protection Devices (SPD)

Function — Diverts surge events to ground.

Description — A device connected between line and ground which has high impedance at normal frequency system voltage levels and very low impedance at higher than normal voltage levels. Because of this low impedance, the SPD acts as a shunt to ground for voltage surge events. Devices vary in their surge current-handling capability and voltage-limiting capability. Since devices have different voltage and current capabilities, a multi-level approach is required to protect against surge events. The multi-level approach is also known as zones of protection. Each zone experiences a different level of surge event and therefore the SPD should be sized appropriately based on the zone. In general terms, the zones of protection are the service entrance line, the remote distributed panelboards, and at the equipment points-of-use.

Communications and data equipment are also vulnerable to surges. Special surge protectors are available for line protection of this equipment.

Many types of equipment claim to have built-in surge protection. But these are often inexpensive varistors. These devices may or may not provide sufficient protection. They should be supplemented by the field installed units for complete surge protection.

Isolation transformers

Function — Isolation transformers attenuate common-mode disturbances on the power supply conductors, provide a local ground reference point and allow for voltage output adjustments using internal winding taps.

Description — A transformer with special windings utilizing a grounded electrostatic shield between the primary and secondary. This grounded shield provides attenuation of high-frequency noise. Isolation transformers may step the voltage up or down (i.e., 480v to 208v) or be used for isolation only with no output voltage change (208 V in and 208 V out).

Voltage regulator

Function — Provide a constant output voltage level for a range of input voltages.

Description — A variety of voltage regulation techniques are available, such as ferro resonant transformers, electronic tap-switching transformers, and saturable reactor regulators.

Motor generator

Function — Provides voltage regulation, noise/surge elimination, voltage distortion correction and electrical isolation between the electrical system and the connected equipment.

Description — A separate motor and an alternator (generator) are interconnected by a rotating shaft and coupling. Typically, the utility is the power supply for the motor which drives the generator to produce clean power.

Standby power supply

Function — An inverter and battery backup power system operating as an outage protection system. In normal mode, the inverter is in a standby mode and the load is directly supplied from the input power source. On a loss of input power, the load is switched to the battery supply. There is a momentary break in power when the transfer to and from input power occurs.

Description — Usually comprised of a solid-state inverter, battery, and battery charger.

Uninterruptible power supply (UPS)

Function — Maintain uninterrupted supply of regulated voltage for a period of time after a power failure.

Description — A variety of technologies exists. The two common types are rotary and static. A rotary unit consists of a motor generator set with a short ride through capability. A static unit utilizes power electronics and a battery string or other energy storage means as a source of energy during loss of input power. These depend on properly maintained batteries. The battery system is sized based on the load and duration of required time.

Other types include combinations of rotary and static units or UPS systems supplemented with engine driven generators for extended outages.

The design of the backup power supply capability should reflect the criticality and size of the loads to be supplied. Redundancy should be in consideration for installations with significant power loss consequences. Each element of the backup power scheme needs to be viewed as a point of failure. If appropriate the design should provide for functional duplication of each system component.

Harmonic filters

Function — Acts to reduce the level of harmonic distortion on a power system.

Description — Harmonic filers should be specifically designed to suppress the offending harmonics determined during the monitoring and analysis study. Harmonic filters may be available from equipment manufacturers that manufacturer electrical equipment known to create harmonic distortions on the power lines.

Copyright ©2011, 2015, 2017 The Hartford Steam Boiler Inspection and Insurance Company. All Rights Reserved. Used with permission of The Hartford Steam Boiler Inspection and Insurance Company.

This material is provided for informational purposes only and does not provide any coverage or guarantee loss prevention. The examples in this material are provided as hypothetical and for illustration purposes only. The Hanover Insurance Company and its affiliates and subsidiaries (“The Hanover”) specifically disclaim any warranty or representation that acceptance of any recommendations contained herein will make any premises, or operation safe or in compliance with any law or regulation. By providing this information to you, The Hanover does not assume (and specifically disclaims) any duty, undertaking or responsibility to you. The decision to accept or implement any recommendation(s) or advice contained in this material must be made by you.

LC FEB 2019-409
171-9262 (1/19)

Power Quality Metering / Monitoring Solutions

Why is Power Quality Monitoring Essential?

Power Quality Monitoring has several advantages, like enhancing performance and quality. A PQM System will gather, examine, and interpret raw energy measurement data into useful information. A typical monitoring system measures voltage and electric current, but the ground quality might also be measured if dispersed loads or harmonics are found. There are a number of various reasons to use power quality monitoring. It helps manufacturing plants in energy management, preventative maintenance, quality control and thus saving money in the long run. Today, many end users have telecommunications or computer equipment that does not utilize PQM. This makes them susceptible to power quality problems. If you understand the implications of power fluctuations then you will realize the importance of power quality monitoring.

It is projected that power outages account for up to 40 percent of all business downtime. To monitor their power, modern power plants use digital error recorders, smart relays, voltage recorders, in-plant power monitors, and specific purpose power quality equipment. Consumers of power, such as buildings and factories use power quality meters from manufacturers such as MachineSense to prevent equipment damage and fire.

Interested in Power Quality Monitoring for Your Factory or Building?

Book a Free Consultation with our Sales Engineer Today!


How Our Power Quality Monitoring Device Works?

  1. Vibration Analyzer
  2. MachineSense Power Toroid
  3. MachineSense Power Analyzer
  4. MachineSense Data Hub
  5. Router
  6. Cloud-Based Servers
  7. MachineSense CrystalBallTM Predictive Software
  8. Actionable Maintenance Advice

MachineSenseTM Power Analyzer toroids are placed directly on incoming power lines to automatically monitor power conditions and detect power anomalies. The sensor data transmits through a self-contained data hub directly to your router and onto cloud-based servers running powerful analytic software. Results are then transmitted from the server to either a desktop or user friendly app where you will view power conditions with helpful advice to correct power anomalies.

Power Analyzer Meter Installation Manuals

Download Datasheet Quick Start Guide Installation Guide

How is Power Quality Determined?

Individual Waveform Capture – Allowing engineers and executives to track slowly changing variation in electrical waveforms to root out the cause of mechanical failures well before they happen which can be isolated, recorded and graphically displayed while using the Acuvim IIW.

Harmonic Distortion

Power Quality Monitoring provides an analysis of non-linear loads connected to the distribution system, all of which affect electrical frequencies and cause problems such as misfiring, over-heating and voltage spikes. Individual harmonic measurement can be read on all of the MachineSense power quality meters.

Sag & Swell Monitoring

Voltage Sags and Swells are a decrease and increase in voltage over a brief time. Voltage sags are the most typical events that lead to affect the quality of energy and are usually the most pricey. They affect gear which range from PLCs, relays, controllers and everything else. When the sag happens, the power source within the device overcompensates which when the sag is reduced enough can harm the internal circuits of the device causing malfunctions.

Though these are generally blamed on the utility company, the reality is that these are usually caused inside the site or building and includes grounding, bonding, and other problems or from powering different equipment through the same power supply.

Frequency Variations

The deviation of the frequency at which electric current is supplied may confuse logic systems and affect the operating speed of machinery. These deviations in frequency can be effectively monitored using any MachineSense Power Quality Meter.

Power Factor

The ratio of the real power flowing to the load that it can be used for; this 0-1 figure is a most accurate depiction of how viable the electricity supplied is. Low power factor ( usually called “dirty power” ) affects devices and causes inefficiencies in their functioning. All of the MachineSense power quality meters allow users to keep track of this ratio and users can track the historical power factor.

Recommended Implementation

An effective Power Quality Audit using MachineSense power quality monitoring systems can be achieved using MachineSense Power Quality Meters as a permanently installed power quality meter for proactive and comprehensive power quality measurement. The meter can be read remotely via our proprietary cloud-based software and app.

Features & Benefits of Power Harmonics Analyzer

  1. Affordable, low investment and easy to install on existing equipment
  2. Easy to understand diagnostic advice via text or email messages and handheld or desktop dashboards, no manual data analysis
  3. Dedicated power supply, no need to change sensor batteries
  4. 24/7/365 constant automatic monitoring, no manual measurements
  5. Accurate reporting of potential machine and component failures, to reduce unscheduled machine downtime
  6. Real time and historic electrical power consumption data

Power Quality Analysis & Application of Power Analyzer Meter

1. Why is power quality analysis important?

Electrical power runs almost every machinery in the world. As clean unadulterated food is important for the healthy lifestyle of human beings, machines need clean power for longevity and uninterrupted operations. Therefore, high-quality power is absolutely required for the successful operation of the factories and the buildings. IEEE 1159 standard defines the international standard for clean power by limiting the maximum limits allowed for over/under voltage/current conditions, Sag/Swell, poor grounding/earthing, level of different current and voltage harmonics, etc. Power distribution companies maintain this standard while feeding to the transformers at the input to the factories and the buildings. However, power distribution inside the factory or the building may not comply with IEEE 1159 standards since within the factories/buildings power quality degrades due to uneven tapping of single-phase load from 3-phase lines, DC loads like LEDs, UPS, Mobile/Laptop charges, etc. Poor quality is not only responsible for immature death/downtime of the machines/controllers, it also threatens basic fire safety issues since power surges or imbalance may lead to the burning of the wires. In addition, harmonic contents of the power are normally wasted and thus contribute to energy inefficiencies.

2. What are some of the best applications of power quality meters?

Power Quality Meters have wide range of applications - most notable among them are:

  • Check the compliance with IEEE 1159 power standards to make sure Power fed to the factories/buildings/machines are clean.
  • Additional algorithms available to monitor predictive health of the Motors, Heaters, Drives 24x7 continuously in the cloud and in the edge system.
  • Compare energy usages between different machines within a factory.
  • Calculate the utilization and productivity of the machines.
  • Measure energy usage per unit of productivity.
  • Estimate the actual cost of electricity by an accurate cost model of energy usage that depends on time of the day, time of the year, etc.
  • Capture surge or small duration electrical event in detail using the event capture mechanism.

3. How does a power quality meter work?

Power Quality analyzer has one hardware and 4 software components.

  • Its hardware captures the voltage and current data of a machine or electrical line. Its hardware supports up to 6.6 kV and 0-4000A range.
  • Voltage, Current and Power Factor data then fed to sensor system software ( Software-1) which extracts all the useful information ( metadata) of power quality ( harmonics, over-voltage, RMS, etc.) in real-time and with a sampling rate required for the application
  • Then power quality metadata is ingested into an analytic module ( Software-2) which does analytical modeling for power quality. All the metadata and analytic results are continually stored into a database system ( Software-3) which stores the data for 6 months. In MachineSense system, Software 2 and 3 can be deployed both locally within the factory ( edge cloud) as well as in the public cloud ( MachineSense offers a fully-featured SaaS for that).
  • Final results of analytics, metadata and database can be displayed/accessed using two different visualization software systems ( Software-4). One type of visualization known as data monitor is for plant engineers /maintenance crew. This version of visualization is fully automated. Another type of visualization is for expert electrical engineers which allows the engineers to play with data and algorithms in an open platform.

4. What are the different power quality issues that electricians/building managers should be aware of and be concerned about?

IEEE 1159 -1995 defines the power quality issues that have to be monitored in any Industrial or commercial operation. This includes approximately 37 different kinds of issues but overwhelmingly only a handful of them occur frequently in any manufacturing or building set-up.  Most common occurring issues in power quality are:

  • Current harmonics: Source of harmonics in current lines can be a number of device installation in the distribution line.  Current Harmonics are generated when
  1. a non-linear load like a DC load ( battery charger, LED) are connected to the line
  2. Current imbalance also generate harmonics
  3. AC drives, UPS throws up a lot of harmonics back to the line. Harmonics are unwanted current frequencies and the heat up the motor coils. Thus, if compressors, HVAC, fans are failing frequently, it is a sure sign that harmonics in the line have exceeded alarmingly. The safety limit of total current harmonic distortion (THD) is around 5-7%.
  • Poor grounding/earthing: The transmission line is also a good antenna. In order for electronics ( like router, laptop charger, printer) to work well in a factory, office or home, unwanted radio frequencies ( in the era of WiFi, 4G/5G, there are tons of them ) that are absorbed in all the lines and polluting the electronics signal as noise must be pushed back to ground or earth. Lightening also throws out some of the strong RF bursts into the lines. All of this must be safely passed to earth via earthing wire.  But earthing of most buildings is very poor and hardly anyone keeps track of cleaning and maintaining them. Especially if earthing is in a river valley which is dominated by alluvial clay and receives rain, the earthing chemical inside the ground will be washed out very quickly within months.
  • Surge:  Voltage or current surge is also common in any factory/building. Surge can destroy the controllers and electronics of machines.  The source of the current surge is inrush current.  When adjacent heavy machinery is switched on or off, all of a sudden a big load is increased or decreased momentarily. This adds to milli-second duration surge in voltage or current that can be seen by machines on the same line. This can also happen if an adjacent factory is switching on/off a big load. 
  • Voltage and Current imbalance: Voltage and current imbalance in a three-phase AC line can be very dangerous to machines as well as for fire safety. Unbalanced current will be passing through a neutral wire and as a result of high neutral current, the wire can burn and can be a source of the fire. In India, studies conducted by MachineSense shows most of the fire is caused by this.  This kind of imbalance happens because of uneven tapping of single-phase from 3 phase currents.

5. What are the safety concerns for poor power quality?

Poor power quality may lead to a fire in many ways and is responsible for 85% of the fire in the buildings.

  • In India and many Asian countries that have a neutral wire, the most common source of electrical fire is the flow of very high neutral current. High neutral current is a result of current imbalance and harmonics. A neutral wire is vulnerable to fire because by standard this wire is thinner ( supposed to carry lower currents) and does not have circuit breakers
  • Motor coil burns due to high harmonics
  • If there is poor grounding/earthing, any kind of lightning surge can lead to a fire.

6. What kind of equipment will get damaged due to poor power quality?

All kinds of equipment barring old-style Tungsten lamps are prone to damage due to power quality.

  1. Any machine that uses a Motor ( 65% machines use a motor at least) like Pump, Compressors, Fans – will face premature death due to burning of the coil from harmonics
  2. Any heavy machine depending on large or small magnet like MRI, CT Scan also gets damaged from Harmonics and imbalance
  3. Robotics depend a lot on actuators and solenoids - they also get burned quickly
  4. Servers get a reduced life-span because their fans don’t work properly
  5. Air Conditioning equipment like chiller, HVAC are highly power quality sensitive.

7. What standards to follow to mitigate current harmonics and other power quality issues?

There are several power quality standards but IEEE 1159 is the most commonly followed standard worldwide. IEEE 1159-2019 is the latest which has superseded 1159-2009. For more details, please check 

https://standards.ieee.org/standard/1159-2019.html

8. Why Power Quality Problems are increasing over the last couple of years?

The following developments in the power sector played a tremendous role on power quality:

  1. Energy Improvement/Efficiency Measures generating more Harmonics in the lines than before ( https://ieeexplore.ieee.org/document/7853241).  Energy-saving measures like a replacement to LED, AC drives are a major source of harmonics pollution in the line.
  2. Growth of microgrids & renewable energy sources (like solar) adding bad quality power in the grids (https://ieeexplore.ieee.org/document/7738432). Solar plants and its inverters are one of the largest sources of harmonic pollution.
  3. Rise of battery for mobile chargers, electrical vehicle chargers and inverters led to further rise in the non-linear loads which add a lot of harmonics (https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8378374)

Total loss of United States GDP due to 1,2,3 are more than $45.7B a year (https://energycollection.us/Energy-Reliability/Cost-Power-Disturbances.pdf). However, the problem of power quality is very often ignored since it is not monitored. Most of the time end-users get aware of it only when they see frequent breakdowns of the machines or fire coming out of the wires. Waiting for such a long time to know the building has poor power quality is dangerous for the safety of the inhabitants of the buildings as well as utility machines.

The solution to Power Quality problems that have resulted from 1,2,3 are well recorded and recommended in ISA ( International Society of Automation: https://www.isa.org/about-isa/ ). However, to provide ISA compliant clean power to every building and plant, that are already suffering from poor power quality (1-3), one needs a system that:

  1. Collects the power quality data (such as voltage & current imbalance) from every important point of the distribution ( which is powering very important and costly machines like HVAC or Compressors, after the incoming transformer, etc. )
  2. Analyzes the data statistically ( since power quality data will change with the days - weekdays vs weekend, day vs night, office time vs vacation time)  and a power quality expert, who is well versed with solution engineering and can design appropriate UPS, harmonic filter, etc. required to meet ISA standard for power quality.

The commercial challenge for 1 includes cost-effective hardware and cloud platform ( IoT or Cyber-Physical System ) that is affordable by building and plant management.  That problem has been solved by MachineSense LLC by using state of the art System on Chips ( SoC), single-board computer like Raspberry Pi and Open Sourced software.

However, the commercial challenge for 2 is far more difficult and critical. As shown in the paper (https://cdn.selinc.com/assets/Literature/Publications/Technical%20Papers/6303_TodaysEngineeringShortage_JP_20071026_Web.pdf?v=20151202-215825), the US now produces only 500 engineers ( reduced from 2000)  annually who are capable of such power diagnosis. There are hardly 50,000 power engineers active in the US. It is impossible for 50,000 engineers to address the power quality issues of 13M US buildings ( office, hospitals, plants, etc. )  even if all data to solve the problems are available. 

9. How MachineSense Power Quality Analyzers are addressing the rising issues of poor power quality?

Power Quality Analyzers had a wide range of applications - most notable among them are:

  1. Check the compliance with IEEE 1159 power standards to make sure power fed to the factories/buildings/machines are clean
  2. Additional algorithms available to monitor predictive health of the Motors, Heaters, Drives 24x7 continuously in the cloud and in the edge system. 
  3. Compare energy usages between different machines within a factory 
  4.  Calculate the utilization and productivity of the machines  
  5. Measure  energy usage per unit of productivity 
  6. Estimate the actual cost of electricity by an accurate cost model of energy usage that depends on the time of the day, time of the year, etc. 
  7. Capture surge or small duration electrical event in detail using the event capture mechanism.

What is Power Quality Equipment Industry and Why Do We Use Them?

Power Quality Data Logger

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