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	<title>Digital Motor Control | Future Markets Magazine</title>
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	<title>Digital Motor Control | Future Markets Magazine</title>
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		<title>Electric power &#8211; car of the year 2019!</title>
		<link>https://future-markets-magazine.com/en/markets-technology-en/8203/</link>
		
		<dc:creator><![CDATA[The Quintessence]]></dc:creator>
		<pubDate>Mon, 03 Jun 2019 15:44:32 +0000</pubDate>
				<category><![CDATA[Digital Motor Control]]></category>
		<category><![CDATA[Markets & Technology]]></category>
		<category><![CDATA[Auto des Jahres 2019]]></category>
		<category><![CDATA[Automobilelektronik]]></category>
		<category><![CDATA[Bericht Elektroauto Jaguar]]></category>
		<category><![CDATA[bestes elektroauto]]></category>
		<category><![CDATA[e-mobilität]]></category>
		<category><![CDATA[Elektroauto 2019]]></category>
		<category><![CDATA[Elektroauto SUV]]></category>
		<category><![CDATA[Elektrofahrzeug SUV]]></category>
		<category><![CDATA[Elektrofahrzeuge]]></category>
		<category><![CDATA[Elektromobilität]]></category>
		<category><![CDATA[Hybridautos]]></category>
		<category><![CDATA[I-Pace]]></category>
		<category><![CDATA[jaguar i pace]]></category>
		<category><![CDATA[Jaguar SUV]]></category>
		<category><![CDATA[Leistungselektronik]]></category>
		<category><![CDATA[SUV elektrisch]]></category>
		<category><![CDATA[which is the car of the year]]></category>
		<guid isPermaLink="false">https://future-markets-magazine.com/?p=8203</guid>

					<description><![CDATA[<p>The car of the year 2019, the Jaguar I-PACE, is the most recent proof that&#8230;</p>
<p>The post <a href="https://future-markets-magazine.com/en/markets-technology-en/8203/">Electric power &#8211; car of the year 2019!</a> appeared first on <a href="https://future-markets-magazine.com/en/">Future Markets Magazine</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p class="p1"><span class="s1"><b>The car of the year 2019, the Jaguar I-PACE, is the most recent proof that electromobility can be fun. The car&rsquo;s two &shy;electric motors &shy;enable the sporty compact SUV to accelerate up to 100 km/h in just 4.8 &shy;seconds. This requires particularly strong power &shy;electronics.</b></span></p>
<p class="p1">Jaguar&rsquo;s I-PACE model has been named as the 2019 &ldquo;Car of the Year&rdquo;.</p>
<p class="p1">In its time, this long-established automotive manufacturer has launched quite a number of cars onto the market. And all these cars have made history.</p>
<p class="p1">Yet of all things, it is an electric car that has seen the British manufacturer scoop up the most coveted automotive prize in Europe.</p>
<p class="p1">Prof Ralf Speth, Jaguar Land Rover&rsquo;s CEO: &ldquo;The I-PACE was developed on a white piece of paper by a design and engineering team in the United Kingdom. It only took four years to get from the initial concept to the finished series model. It&rsquo;s our most technologically advanced model to date and we think it will give a strong impetus to electromobility.&rdquo;</p>
<h2 class="p2"><span class="s1"><b>Proprietary electric motors</b></span></h2>
<p>Jaguar has managed to take the full potential of the electric drivetrain and light-weight aluminium construction. As a result, the vehicle combines sports-car performance with the practicality of an SUV.</p>
<p class="p1">The car is powered by two permanent-magnet synchronous motors, which Jaguar Land Rover developed itself. Based on the drive typology, they resemble the electric motors used in the I-Type Formula E racing car.</p>
<p class="p1">They can generate 294 kilowatts of power and produce a torque of 696 newton metres. So as to achieve the most compact solution possible, the drive shafts are guided through the motors.</p>
<p>By integrating the two motors into the front and rear axle, they enable powerful acceleration from a standing start. But also a facilitate all-wheel traction on any road surface.</p>
<p class="p1">However, the car of the year named I&#8209;PACE doesn&rsquo;t rely on just any conventional transmission. It can accelerate without interruptions to the traction and without any need to change gear. In this case,&nbsp;from zero to 12,000 rpm across the entire motor speed range.</p>
<p class="p1">This means that the electric Jaguar can jump from 0 to 100&#8197;km/h in just 4.8 seconds.</p>
<h2 class="p2"><span class="s1"><b>The key component in the car of the year: power electronics</b></span></h2>
<p class="p1"><span class="s2">In order to achieve this excellent power delivery, the car&rsquo;s electric motor works with currents of up to 650 amperes. To master these high currents and their associated extreme load changes, Continental developed a system solution for Jaguar Land Rover.</span></p>
<p class="p1"><span class="s2">This system solution was especially tailored to sporty high-performance drives. </span></p>
<p class="p1"><span class="s2">In hybrid and electric vehicles, power electronics are a key component of the electric motor. They supply the electric motor with electricity and also control the energy recovery process (recuperation). </span></p>
<p class="p1"><span class="s2">So, it is the power electronics that determine whether the full potential of the electric motor can be brought to fruition. </span><span class="s2">As such, the power electronics are also key to maximising the driving enjoyment associated with the high starting torque. And instant response that form an inherent feature of electric motors.</span></p>
<h2 class="p2"><span class="s1"><b>IGBT enables excellent power density</b></span></h2>
<p class="p1">The power electronics have to provide the full current within split seconds, for example during maximum acceleration from a standstill.</p>
<p class="p1">A particular challenge for the developers was mastering this extremely high load change, yet at the same time also guaranteeing the high cycle stability and durability rates required for automotive systems.</p>
<p class="p1">A further development objective was to achieve a high power density, so as to keep the assembly space as small as possible.</p>
<p class="p1">The particular component that contributed to obtaining this combination of performance, durability and compactness was an innovative power module &ndash; the core of the power inverter.</p>
<p class="p1">The inverter uses double-sided sintered chips (Insulated-Gate Bipolar Transistor, IGBT). Compared with conventional, soldered wire connections (bonds), using sinter technology enables you to create connections that fulfil significantly higher requirements in terms of durability, reliability and thermal load capacity. Therefore they are particularly well-suited for the premium sector.</p>
<p class="p1">Continental is the first company to use this complex process for automotive electronics.</p>
<p class="p1">&ldquo;In addition to the double-sided sinter technology, this approach also involves, amongst other things, the use of special &lsquo;Direct Copper Bonded&rsquo; (DCB) substrates, as well as Continental&rsquo;s custom-developed power semiconductors. The overall architecture of the power electronics, and the materials used, are optimised for maximum power and driving dynamics,&rdquo; explains Continental Project Manager Alexander Reich.</p>
<p class="p1">Another important special feature of the newly developed power electronics technology is that the same system can be used in quite different types of vehicles.</p>
<p class="p1">For example, the power electronics in the Range Rover Sport Plug-In Hybrid and the Jaguar I-PACE are completely identical in terms of hardware &ndash; the only differences are in the software.</p>
<p>The post <a href="https://future-markets-magazine.com/en/markets-technology-en/8203/">Electric power &#8211; car of the year 2019!</a> appeared first on <a href="https://future-markets-magazine.com/en/">Future Markets Magazine</a>.</p>
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			</item>
		<item>
		<title>Communication of bus systems</title>
		<link>https://future-markets-magazine.com/en/markets-technology-en/communication-of-bus-systems/</link>
		
		<dc:creator><![CDATA[The Quintessence]]></dc:creator>
		<pubDate>Mon, 03 Jun 2019 14:59:12 +0000</pubDate>
				<category><![CDATA[Digital Motor Control]]></category>
		<category><![CDATA[Markets & Technology]]></category>
		<category><![CDATA[bus]]></category>
		<category><![CDATA[bussystems]]></category>
		<category><![CDATA[bussystems communication]]></category>
		<category><![CDATA[Definition Bussystem]]></category>
		<category><![CDATA[industrial IoT]]></category>
		<category><![CDATA[What are bussystems?]]></category>
		<category><![CDATA[what is a can Bus? what is UPC UA?]]></category>
		<category><![CDATA[wireless communication]]></category>
		<guid isPermaLink="false">https://future-markets-magazine.com/?p=8195</guid>

					<description><![CDATA[<p>Bus systems are the basic building blocks of communication in a huge variety of applications. They&#8230;</p>
<p>The post <a href="https://future-markets-magazine.com/en/markets-technology-en/communication-of-bus-systems/">Communication of bus systems</a> appeared first on <a href="https://future-markets-magazine.com/en/">Future Markets Magazine</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p class="p1"><span class="s1"><b><a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">Bus system</a>s are the basic building blocks of</b></span><span class="s2"><b>&nbsp;communication in a huge variety of applications. They make it possible to efficiently interconnect drives, sensors and control systems. The latest developments in this area are making it possible to achieve higher and higher transmission performance, while facilitating communication between devices made by different manufacturers.</b></span></p>
<p class="p1">For a long time, sensors and drives were connected to a controller or to each other via analogue signals &ndash; a process still used to this day in conventional applications.</p>
<p class="p1">To do this, each connection between a drive and another device requires a separate cable. Meaning that larger systems and complex drive systems are, in turn, accompanied by a larger amount of cabling.</p>
<h2 class="p2"><span class="s1"><b>Fewer cables, more performance</b></span></h2>
<p class="p1"><span class="s2">The introduction of <a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">bus system</a>s has been able to significantly reduce the amount of cabling transferring data between the individual participants within a network. Whether wired or wireless. </span></p>
<p class="p1"><span class="s2">The digital bus allows for a bidirectional flow of information, transferring both basic process data and other information such as the number of revolutions, operating parameters, fault signals and maintenance signals.</span></p>
<h2 class="p2"><span class="s1"><b>Bus systems in every industry</b></span></h2>
<p class="p1"><span class="s2">There is currently a large array of <a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">bus system</a>s available, given the different needs in every industry and application for data transfer.</span></p>
<p class="p1"><span class="s2">The variety of possible technical solutions and the fact that separate manufacturers have brought their own <a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">bus system</a>s to market. </span></p>
<p class="p1"><span class="s2">However, some systems have established themselves as leaders in different drive-technology applications over the course of time. </span></p>
<p class="p1">CAN bus was originally developed for use in vehicles. After all, the number of sensors and <a href="https://future-markets-magazine.com/en/encyclopedia/actuator/" target="_blank" title="A component which converts electronic signals into mechanical motion or other physical quantities, such as&hellip;" class="encyclopedia">actuator</a>s in cars is steadily growing.</p>
<p class="p1">Today, in addition to the drive motor, there are up to 40 other electric motors in use, including for the washer fluid pump, the windscreen wipers themselves and the seat adjustment system.</p>
<p class="p1">This number will continue to grow in line with the trend towards fully automated driving, making efficient component networking more and more important.</p>
<p class="p1">In addition, CAN is now a tried-and-tested system in the industrial sector. It is used today in the automotive industry <span class="s2">alongside a number of other <a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">bus system</a>s, with each focusing on specific requirements. </span></p>
<p class="p1"><span class="s2">LIN (Local Interconnect </span>Network) allows for cost-effective integration of sensors and <a href="https://future-markets-magazine.com/en/encyclopedia/actuator/" target="_blank" title="A component which converts electronic signals into mechanical motion or other physical quantities, such as&hellip;" class="encyclopedia">actuator</a>s in vehicle networks, while FlexRay can be used in distributed, safety-relevant control systems.</p>
<p class="p1">Systems such as Profibus, Modbus, CC-Link and DeviceNet (based on CAN) have become established fixtures in industrial applications and automation technology.</p>
<p class="p1">Meanwhile, other sectors have adopted other solutions. In building management, examples include KNX, LON (Local -Operating <span class="s2">Network), BACnet and highly specific <a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">bus system</a>s such as the Standard Motor Interface (SMI), which are used to control electronic drives for items like blinds or shutters. </span></p>
<h2 class="p2"><span class="s1"><b>Ethernet gaining ground</b></span></h2>
<p class="p1"><span class="s2">The <a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">bus system</a>s used to date have scored points for their ease of operation, low cost and reliability after years of use. </span></p>
<p class="p1"><span class="s2">However, the growing digital transformation in all areas is also leading to ever-stricter requirements in terms of communication. </span></p>
<p class="p1"><span class="s2">One solution to these needs is <a href="https://future-markets-magazine.com/en/encyclopedia/bus-system/" target="_blank" title="In a bus system, numerous end devices share a single data line (bus line). Since&hellip;" class="encyclopedia">bus system</a>s based on the Ethernet standard. </span></p>
<p class="p1"><span class="s2">This bus was developed back in the first half of the 1970s. </span><span class="s2">Today, it has become the most common communication standard in IT, with millions of computers and office devices now interconnected using this interface. </span></p>
<p class="p1"><span class="s2">Thanks to its widespread use, the costs are low and levels of acceptance are high. </span></p>
<p class="p1"><span class="s2">Ethernet has been adapted for industrial applications so that the system is fast enough for the exacting requirements of industrial </span>automation.</p>
<p class="p1">These protocols, known as Industrial <span class="s2">Ethernet, </span>include <a href="https://future-markets-magazine.com/en/encyclopedia/profinet/" target="_blank" title="Profinet is a universal concept devised by the German Profibus user organisation PNO for the&hellip;" class="encyclopedia">Profinet</a>, <a href="https://future-markets-magazine.com/en/encyclopedia/ethercat/" target="_blank" title="A field bus developed by the Beckhoff corporation characterised by extremely short and predictable delay&hellip;" class="encyclopedia">EtherCAT</a> and Ethernet IP.</p>
<p class="p1">Some of the drivers of growth in Industrial Ethernet systems are higher performance, larger data volumes, better real-time capability, the integration of safety protocols and access to office networks &ndash; making it easier, in turn, to connect to the<span class="s2"> Internet of Things and the <a href="https://future-markets-magazine.com/en/encyclopedia/cloud/" target="_blank" title="Provision of IT resources over the Internet on demand, billed according to actual usage." class="encyclopedia">cloud</a>. </span></p>
<p class="p1"><span class="s2">Ethernet-based systems offer positive results precisely where it matters &ndash; in terms of drive control, for instance, they can be advantageous for cycle times and the synchronisation of different drives. </span></p>
<p class="p1"><span class="s2">The latest systems achieve transfer rates of 1 Gbit&thinsp;/&thinsp;s, such as the recently developed <a href="https://future-markets-magazine.com/en/encyclopedia/ethercat/" target="_blank" title="A field bus developed by the Beckhoff corporation characterised by extremely short and predictable delay&hellip;" class="encyclopedia">EtherCAT</a> G; the <a href="https://future-markets-magazine.com/en/encyclopedia/ethercat/" target="_blank" title="A field bus developed by the Beckhoff corporation characterised by extremely short and predictable delay&hellip;" class="encyclopedia">EtherCAT</a> G10 variant, presented as a technology study, even achieves 10 Gbit/s. </span></p>
<p class="p1"><span class="s2">This means operators will be well equipped, even for extremely large-scale applications in the future and the increased integration of data-intensive devices like complex motion systems.</span></p>
<h2 class="p2"><span class="s1"><b>Real-time transfer meets multi-vendor capability</b></span></h2>
<p class="p1"><span class="s2">Nevertheless, there is still the problem of devices from different manufacturers not always being capable of communicating with each other. </span></p>
<p class="p1"><span class="s2">As a result, the OPC Unified Architecture (OPC UA) data exchange standard was developed in close cooperation between manufacturers, users, research institutes and consortia. </span></p>
<p class="p1"><span class="s2">OPC UA bridges the gap between the IP-based world of IT and the world of production. </span></p>
<p class="p1"><span class="s3">Ethernet has been further developed in parallel to this to offer a secure data transfer and real-time functionality. </span></p>
<p class="p1"><span class="s3">A series of standards have been compiled for this purpose with </span>TSN (Time-Sensitive Networking), which expands Ethernet <span class="s2">to include real-time data-transfer functions. </span></p>
<p class="p1"><span class="s2">Reducing</span> latency while ensuring precise time references and higher availability are important goals of this -technology.</p>
<p class="p1">Both developments are currently being combined to <span class="s2">create OPC UA over TSN, a unified communications standard in Industrial <a href="https://future-markets-magazine.com/en/encyclopedia/iot/" target="_blank" title="Internet of Things" class="encyclopedia">IoT</a>. </span></p>
<p class="p1"><span class="s2">In the future, the aim is for OPC UA over TSN to enable plug-and-produce networks that are easy to administer and configure, with network stations communicating up to 18 times faster than with any protocol available on the market today. </span></p>
<p class="p1"><span class="s2">This would open up new possibilities in areas such as tightly synchronised motion and control applications. </span></p>
<p>The post <a href="https://future-markets-magazine.com/en/markets-technology-en/communication-of-bus-systems/">Communication of bus systems</a> appeared first on <a href="https://future-markets-magazine.com/en/">Future Markets Magazine</a>.</p>
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		<item>
		<title>Condition Monitoring vs. Predictive Maintenance</title>
		<link>https://future-markets-magazine.com/en/markets-technology-en/condition-monitoring-vs-predictive-maintenance/</link>
		
		<dc:creator><![CDATA[The Quintessence]]></dc:creator>
		<pubDate>Tue, 04 Jun 2019 11:27:12 +0000</pubDate>
				<category><![CDATA[Digital Motor Control]]></category>
		<category><![CDATA[Markets & Technology]]></category>
		<category><![CDATA[Condition monitoring]]></category>
		<category><![CDATA[Instandhaltung Maschinen]]></category>
		<category><![CDATA[Maschinenüberwachung]]></category>
		<category><![CDATA[Predictive maintenance]]></category>
		<category><![CDATA[Schwingungsüberwachung]]></category>
		<category><![CDATA[Wartung und Instandhaltung]]></category>
		<guid isPermaLink="false">https://future-markets-magazine.com/?p=8217</guid>

					<description><![CDATA[<p>A wide variety of data is available thanks to digital drive technology, which allows operators&#8230;</p>
<p>The post <a href="https://future-markets-magazine.com/en/markets-technology-en/condition-monitoring-vs-predictive-maintenance/">Condition Monitoring vs. Predictive Maintenance</a> appeared first on <a href="https://future-markets-magazine.com/en/">Future Markets Magazine</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p class="p1"><span class="s1"><b>A wide variety of data is available thanks to digital drive technology, which allows operators to keep the status of a drive or machine under constant observation. Combined with suitable analytical tools, this could be even used for predictive maintenance. </b></span></p>
<p class="p1"><span class="s1">Traditional maintenance methods, in which systems are inspected at regular, set intervals, are not based on the actual condition of the systems in question.&nbsp; </span><span class="s1">This means that systems may be checked either too early or too late. </span></p>
<p class="p1"><span class="s1">While premature maintenance is acceptable and has little effect on cost, belated maintenance could mean machine damage or failure. In other words, with consequences that are just as serious and costly. </span><span class="s1">Condition-based maintenance of drives is necessary to avoid this outcome, for instance.</span></p>
<p class="p1"><span class="s1">Digital drive technology provides a key foundation for this process, so permanently recording machine and drive data. As a result, the actual condition of a component or system to be continuously monitored and conclusions to be drawn about their functionality. </span></p>
<p class="p1"><span class="s1">Condition monitoring makes it possible to intervene in good time as soon as an unusual change in the machine&rsquo;s condition is detected. Indeed, before the drive has the chance to fail. </span></p>
<h2 class="p2"><span class="s2"><b>When Drives Become Current Sensors</b></span></h2>
<p class="p1"><span class="s1">A vast array of different data sources are possible in this area. Electric motors and their <a href="https://future-markets-magazine.com/en/encyclopedia/actuator/" target="_blank" title="A component which converts electronic signals into mechanical motion or other physical quantities, such as&hellip;" class="encyclopedia">actuator</a>s provide valuable information. Frequency converters, for example, collect a large amount of data that enables operators to reach conclusions about motors&rsquo; working condition.</span></p>
<p>Also a direct indication can be given, if it is necessary to check the bearings of motor and driven components. This is when a little more energy is needed to reach the same speed even though the process has not changed.</p>
<p class="p1"><span class="s1">Further data can be recorded via additional sensors to gain a deeper understanding of the drive&rsquo;s condition, as well as to predict possible wear, tear and failures. </span></p>
<p class="p1"><span class="s1">Temperature sensors act as important indicators with electric motors, for instance. Because overheating is a sign of a defect that may result in future system failure. </span><span class="s1">In addition, acoustic and vibration sensor data can be a useful source of information about the status of roller bearings. Or they drives as a whole, with vibration sensor technology offering particularly beneficial results in this regard. </span></p>
<p>Detailed manufacturer databases are available especially for the bearings used in industrial drives. These databases contain all components of each bearing type with their characteristic vibration frequencies. Therefore, with such manufacturer databases, the individual frequencies can be clearly identified and allocated.</p>
<p class="p1"><span class="s1">Outliers from the typical frequency spectrum indicate early-stage damage.</span></p>
<h2 class="p2"><span class="s2"><b>Condition Monitoring with MEMS </b></span></h2>
<p class="p1"><span class="s1">Market research by Technavio has found that the use of vibration sensors in predictive maintenance processes is one of the factors driving solid growth in this segment. The global vibration-meter market is predicted to grow by 5&#8197;% a year on average between 2019 and 2023. </span></p>
<p class="p1"><span class="s1">According to Technavio, micro-electromechanical sensors (<a href="https://future-markets-magazine.com/en/encyclopedia/mems/" target="_blank" title="Micro-Electro-Mechanical System" class="encyclopedia">MEMS</a>) are seeing increased use in this area. Because they offering a cheaper, smaller and more energy-efficient alternative to conventional sensors. </span></p>
<p class="p1"><span class="s1"><a href="https://future-markets-magazine.com/en/encyclopedia/mems/" target="_blank" title="Micro-Electro-Mechanical System" class="encyclopedia">MEMS</a> is also part of a new system that uses the ultrasonic output from a machine or drive. The small <a href="https://future-markets-magazine.com/en/encyclopedia/mems/" target="_blank" title="Micro-Electro-Mechanical System" class="encyclopedia">MEMS</a> microphones measure noise from 10 to 50-plus kilohertz. Changes within this range can point users to damage in fans&rsquo; bearings or dirty air inlets. </span></p>
<p class="p1"><span class="s1">These systems&rsquo; sensitivity needs to be higher than that of conventional vibration or acoustic sensors, allowing damage to be detected at an even earlier stage.</span></p>
<p class="p1"><span class="s1">Drives can also be retrofitted with modern condition-monitoring systems. Various drive manufacturers have developed compact sensor tags that are simple to attach to the drive&rsquo;s housing. They also provide information about the operating parameters, such as vibrations, temperature and overloading. Additionally, t</span><span class="s1">hey can then send the data to a smartphone or to the <a href="https://future-markets-magazine.com/en/encyclopedia/cloud/" target="_blank" title="Provision of IT resources over the Internet on demand, billed according to actual usage." class="encyclopedia">cloud</a> via wireless communications interfaces for further analysis.</span></p>
<h2 class="p2"><span class="s2"><b>Predicting Damage</b></span></h2>
<p class="p1"><span class="s1">While condition monitoring only supports recognition of the current situation, predictive maintenance can be used for long-term planning of when maintenance will be necessary or how long a component will continue to work reliably. </span></p>
<p class="p1"><span class="s1">This means higher system availability, reduced costs, a longer drive service life and &ndash; most importantly &ndash; </span>no unplanned downtime. To this end, patterns are <span class="s1">detected from the condition-monitoring data to create insightful predictions. </span></p>
<p class="p1"><span class="s1">Artificial intelligence (AI) is playing an increasingly important supporting role in this process, as the amount of data generated by the drives and sensors is too large to be quickly evaluated and interpreted by human talent alone. </span></p>
<p class="p1"><span class="s1">The plant operator can only benefit from the data that has been collected once it is processed by suitable methods of mathematical AI analysis. </span></p>
<p class="p1"><span class="s1">Today, these methods take the form of analytical tools requiring high computing capacity, mostly stored in the <a href="https://future-markets-magazine.com/en/encyclopedia/cloud/" target="_blank" title="Provision of IT resources over the Internet on demand, billed according to actual usage." class="encyclopedia">cloud</a>. As a result, the communication capability of digital drives is essential. The data can only be transferred from the motor to the plant controller to the <a href="https://future-markets-magazine.com/en/encyclopedia/cloud/" target="_blank" title="Provision of IT resources over the Internet on demand, billed according to actual usage." class="encyclopedia">cloud</a> through </span><span class="s3">the appropriate interfaces. </span></p>
<p class="p1"><span class="s3">With the growing intelligence of the drives themselves and the effectiveness of their controllers, </span><span class="s1">however, these analyses can increasingly be shifted to the drives. </span></p>
<p class="p1"><span class="s1">This way, at the very least, simple factors can be evaluated locally in a direct process and displayed on a device such as the plant operator&rsquo;s smartphone. </span></p>
<p>The post <a href="https://future-markets-magazine.com/en/markets-technology-en/condition-monitoring-vs-predictive-maintenance/">Condition Monitoring vs. Predictive Maintenance</a> appeared first on <a href="https://future-markets-magazine.com/en/">Future Markets Magazine</a>.</p>
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