The role of machine learning in industry Machine learning is a subset of artificial intelligence (AI) where computers independently learn to do something they were not explicitly programmed to do. They do this by learning from experience — leveraging algorithms and discovering patterns and insights from data. This means machines don’t need to be programmed to perform exact tasks on a repetitive basis, they can independently identify and correct any errors in a process. Machine learning is rapidly being adopted across several industries — according to Research and Markets, the machine learning market is predicted to grow to $8.81 billion by 2022, at a compound annual growth rate of 44.1 per cent. One of the main reasons for its growing use is that businesses are collecting Big Data, from which they need to obtain valuable insights. Machine learning is an efficient way of making sense of this data, for example the data sensors collect on the condition of machines the factory floor. As the market develops and grows, new types of machine learning will emerge and allow new applications to be explored. However, many examples of current machine learning applications fall into two categories; supervised learning and unsupervised learning. It’s no longer just humans that can think for themselves — machines, such as Google’s Duplex, are now able to pass the Turing test. Manufacturers can make use of machine learning to improve maintenance processes and enable them to make real-time, intelligent decisions based on data. 1783-BMS10CL 1783-BMS20CA 1783-BMS20CGL 1783-BMS20CGN 1783-BMS20CGP 1783-BMS20CL 1783-BMS10CA 1783-BMS10CGL 1783-BMS10CGN 1783-BMS10CGP 1783-US16T 1783-US5T 1783-US8T 1769-L24ERQB1B 1769-IQ16 1769-PB4 1769-OB16 1769-L30ER 1769-L24ERQBFC1B 1769-L33ER 1769-OF2 1769-SDN DS200DTBDG1ABB DS200QTBAG1ADC DS200DTBCG1AAA DS200TBQBG1ACB DS200TBQCG1ABB DS200TBCBG1AAA DS200TBQCG1AAA DS200TBQDG1ACC DS200DTBBG1AAA DS200TCQCG1A DS200SDCCG5AHD DS200TCERG2BTF 531X306LCCBEG3 531X306LCCBCG3 DS200TCPSG1AME GEN450B-003 DS200DTBAG1AAA DS200TBQCG1AAA DS200QTBAG1ADC DS200TBQAG1ABB DS200QTBAG1ACB DS200CTBAG1ACC 3BHE014967R0002 3BHE014967R0001 3ADT309600R0002 3BHE003855R001 3ADT309600R0012 3BHE006422R0001 3BHE009319R0001 3BHB005922R0001 HIEE305106R0001 3BHB006338R0001 SPCD3D53 3BHE004059R0001 HIEE305098R0001 HIEE305120R0002 HIEE405246R0002 SC510 3BSE003832R1 MB510 3BSE002540R1 CI532V02 3BSE003827R1 CS513 3BSE000435R1 TC520 3BSE001449R1 PM511V16 3BSE011181R1 PU515A 3BSE032401R1 We still have a lot of PLC/DCS/ESD/TSI automation spare parts module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311

Cutting Coal Sustainability Reducing demand from electric motors The average fixed speed electric motor has two settings, on and off. This is because the motor is driven by electricity at a set frequency, meaning the only way to adjust the speed is with a brake, be that mechanical or electrical. As a result, motors waste a lot of energy. Considering that about a quarter of electricity produced worldwide is used to drive industrial electric motors, even a small increase in efficiency promises tangible benefits. One option to change this is a variable speed drive (VSD), which adjusts the speed of a motor by varying the power supplied dependent on the speed required. Predictive maintenance If maintenance is not done proactively, manufacturers may find their equipment running at low efficiency. In heat-sensitive industries such as baking or metalworking, the oven or furnace would then take additional energy to heat, increasing energy usage. By collecting and analysing data from sensors on equipment in a facility, manufacturers can predict when parts will fail and plan maintenance to minimise disruption. Consider refurbished Recently there’s been quite an emphasis placed on single-use plastics, their effect on the oceans and what can be done to combat the issue. Admittedly, an electric motor is unlikely to be discovered bobbing around the Pacific, but the concepts of reuse, recycling and the circular economy can happily be applied to industrial settings. Just like the plastic bottle, if we can reuse refurbished parts then all the energy and materials needed to manufacture of a new part can be saved. Why splash out on purchasing the latest factory-fresh model if a previous configuration does the job just as well? It seems like an obvious question to ask, but unless you’re organised it can be difficult to get hold of the right part. With a little bit of groundwork and a relationship with a reliable automation equipment supplier, you can spot where using refurbished or obsolete parts can benefit both you and the planet. DS200SDCCG5RHD DS200TCQCG1BKG DS200TCQEG2AED DS200SLCCG3RGH DS200TCEAG2BTF DS200TCQCG1AHD DS200TCQAG1BHF DS200SDCCG5AHD DS200TCPSG1ARE IS200VVIBH1CAB DS200TCDAH1BHD DS200TCCBG1BED DS200TCQAG1AFC F31X301DCCAPG1 DS200TCEAG1APB DS200TCQBG1AEB DS200TCPDG1ADC DS200TCQBG1BBA DS200TCQCG1BJF 531X301DCCAGG2 DS200TCEBG1BAA DS200TCDAH1BHE DS200TCDAH1BHD DS200TCQRG1AFC DS200TCCAG1BAA DS200TCEAG1BTF DS200TCQCG1RJD DS200TCQFG1ACC DS200SLCCG3AGH DS200TCCAG1BAA DS200TCRAG1ABB DS200TCEAG2BTF DS200TCCBG1AKC DS200TCTGG1AFF DS200TCCAF1ADD DS200TCEAG1AGB DS200TCQBG1AGB DS200TCDAH1BGD DS200TCQAG1ADC DS200TCEAG2BTF DS200TCRAG1AAA DS200TCEBG1AAB DS200TCQAG1AFC DS200TCPSG1ARE DS200TCDAG1ADA We still have a lot of PLC/DCS/ESD/TSI automation spare parts module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311

Replace, remanufacture or repair? If I asked you to think of the three Rs of the environment, you’d probably say reduce, reuse, recycle. In manufacturing plants striving for affordable, sustainable operations, three other words spring to mind. Ever since the first industrial revolution, the manufacturing sector has been dominated by a linear business model based on the “take, make, use and dispose” paradigm. However, the shortcomings of a linear economy have become evident in recent years, as natural resources are being depleted and commodity prices increase accordingly. Consequently, a regenerative model in which components are used multiple times is hailed by many for its economic and environmental advantages. When equipment breaks, it is frustrating, inconvenient and not always straightforward to deal with. The manufacturer is faced with a decision of what to do next, replace it with a new component, repair it or remanufacture it. Replacing a component may sound like the easiest way to resolve the issue, but it isn’t always the cheapest option. Instead, tapping into the circular economy by opting for a repaired or remanufactured part can be an effective way to minimise downtime and benefit the environment. DS3800NVMB1A1A DS200TBQAG1A1 DS200UPSAG1A DS200TCPAG1A DS200TBQDG1A DS200PTBAG1B DS200TBQCG1A DS200EXPSG1A DS200TBQBG1A DS200TCCAG1B DS200TCDAH1BHD DS200TCDAG1A DS200SHVIG1B DS200SLCCG3A DS200TCTEG1A DS200DTBBG1AAA DS200TCQCG1A DS200SDCCG5AHD DS200TCERG2BTF 531X306LCCBEG3 531X306LCCBCG3 DS200TCPSG1AME DS200TCPSG1AME DS200TCRAG1AAA DS200TCCAG1AHB DS200TCCBG1AKC DS200SDCCG5AHD DS200TCOBG1AEB DS200TCQRG1RFC DS200TCEAG28TF DS200TCQCG1AFC DS200DTBAG1AAA DS200QTBAG1ACB DS200QTBDG1AAA DS200PTBAG1ABA DS200CTBAG1ACC DS200TBQAG1ABB GEN450B-003 DS200DTBAG1AAA DS200TBQCG1AAA DS200QTBAG1ADC DS200TBQAG1ABB DS200QTBAG1ACB DS200CTBAG1ACC DS200DTBBG1AAA DS200TBCAG1AAB DS200TBQDG1AFF DS200TBCBG1AAA DS200TBQCC1AAA DS200CTBAG1ADD DS200DTBBG1ABB DS200DTBDG1ABB DS200QTBAG1ADC DS200DTBCG1AAA DS200TBQBG1ACB DS200TBQCG1ABB DS200TBCBG1AAA DS200TBQCG1AAA DS200TBQDG1ACC DS200TBQDG1ACC DS200DTBDG1ABB DS200DTBBG1ABB 531X306LCCBEG3 DS200TCRAG1ACC DS200TCQCG1BJF DS200TCDAH1BGD We still have a lot of PLC/DCS/ESD/TSI automation spare parts module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311

Human-machine collaboration Easy-to-integrate and flexible robotic solutions were front and centre at Automate. There was a conference program dedicated to collaborative robots, with new product releases announced by some of the biggest players in the sector. For example, Boston Dynamics, the manufacturer of Spot, one of the world's most beloved robots, announced some interesting new entries to the company’s portfolio. That included dynamic and compact solutions designed to access spaces most robots can’t reach while still handling large payloads, such as Stretch, a multipurpose warehouse robot which represents the company’s first venture into warehouse automation. However, many businesses are concerned about the complexity of commissioning and integrating a cobot. In answer to these concerns, Automate presented different deployment methods suited to all needs, including classic integration and customisable robots. There are also do-it-yourself plug and play solutions that require no coding at all. Robotiq, for example, offered a session comparing different integration methods, some of which include easy-to-follow tutorials showing how to set up a cobot’s workflow simply by moving its arm in the desired direction. FANUC stressed that manufacturers, when considering the ROI of robotics and automation, should go beyond cost reduction and consider other key variables. These include empowering skilled workers, improving staff engagement and morale, and promoting a cultural shift towards embracing future technologies. Automate stressed the need for applications that are truly collaborative, allowing humans and robots to get the best out of each other. TRICONEX 8305E Power supply TRICONEX 8306E Power Supply TRICONEX 3003 Processor Module TRICONEX 3004 Central Processing Unit TRICONEX 3005 Main processor TRICONEX 3007 Processor Module TRICONEX 3501T Digital Input Module Triconex 3504A Digital Input Module Triconex 3564 Digital Input Module Triconex 3601T Digital Output Module Triconex 3603E DC Digital Output Triconex 3603T I/O Modules Triconex 3604A Digital Output Triconex 3611E Digital Output Triconex 3614E Digital Output Module Triconex 3624 Digital Output Module Invensys Triconex 3636R Relay Output Module Invensys Triconex 3700 Analog Input Module Invensys Triconex 4107 Communication Module Invensys Triconex 4119 Enhanced Intelligent Module Invensys Triconex 4305A process safety Invensys Triconex 4400 Communication Module Invensys Triconex 4507 Interface module Invensys Triconex 4609 Communication Module We still have a lot of PLC/DCS/ESD/TSI automation spare parts module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311

Stop Procrastinating Industrial equipment is designed to be in operation for decades, which is why some control systems installed in the 1980s are still reliably operating today. However, legacy equipment might present some challenges that need to be carefully addressed before disaster strikes. To do this, it is essential to keep track of equipment life cycles and to be mindful of the risks associated with aging systems. Like with all tasks that require careful planning, manufacturers might be tempted to procrastinate and run their assets to failure. In our experience, this is not due to negligence, but to the pressure to keep production up and running to meet increasingly tight deadlines. As a consequence, maintenance engineers might be aware that a core piece of equipment has reached its end-of-life, but the company might have no concrete plans for addressing and managing the problems that will inevitably arise. The first one is that, as newer models reach the market, there will be fewer spare parts available for legacy equipment. In this case, manufacturers will need to liaise with a supplier that specialises in obsolete automation components to avoid the risk of buying from unreliable sources. Just like spare parts, skills can also become obsolete. So, another common issue is that as machines get older, it will be harder to find personnel and external experts who can advise and assist on their maintenance. Finally, regulatory compliance can also become an issue, as requirements for health and safety, energy efficiency and emissions change over time. 6SN1123-1AA00-0HA1 6SN1123-1AA00-0AA2 6SE7090-0XX84-0AD1 6SL3217-0CE27-5UA1 6SL3217-0CE25-5UA1 6FC5111-0BA01-0AA0 6AV6645-7AB10-0AS0 6AV7422-2FD03-0AS0 6FC5500-0AA00-2AA0 6ES7621-1AD02-0AE3 6AG4104-1AA02-1BX0 1FK7063-5AF71-1FB5 6FM2805-4AS31 6FC5370-2AT02-0CA0 6FC5370-6AA30-0WA0 6SN1118-0DH21-0AA1 2198-D006-ERS3 HIEE305120R0002 HIEE405246R0002 3BHE014967R0002 3BHE014967R0001 3ADT309600R0002 3BHE003855R001 3ADT309600R0012 3BHE006422R0001 3BHE009319R0001 3BHB005922R0001 HIEE305106R0001 3BHB006338R0001 SPCD3D53 3BHE004059R0001 HIEE305098R0001 1783-BMS10CL 1783-BMS20CA 1783-BMS20CGL 1783-BMS20CGN 1783-BMS20CGP 1783-BMS20CL 1783-BMS10CA 1783-BMS10CGL 1783-BMS10CGN 1783-BMS10CGP 1783-US16T 1783-US5T 1783-US8T 1769-L24ERQB1B 1769-IQ16 1769-PB4 We still have a lot of PLC/DCS/ESD/TSI automation spare parts module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311

ABB (SWEDEN) IN STOCK ABB's automation devices deliver solutions with high performance and flexibility to be effectively deployed within diverse industries and applications including water, building infrastructure, data centers, renewable energy, machinery automation, material handling, marine and more. ABB 5SHY5055L0002 3BHB026114R0001 ABB PPD113B01 3BHE023784R1010 ABB PPD113B03 3BHE023584R2365 ABB PPD115A02 3BHE017628R0002 ABB PCD230A 3BHE022291R0101 ABB PCD231B101 3BHE025541R0101 ABB PDD405A101 3BHE041626R0101 ABB SYN5100a-z 3BHB006717R0221 ABB 3BHB003041R0101 UF C719 AE101 ABB 3BHE023784R2630 PPD113 B01-26-111000 ABB 3BHE032025R0101 PCD235 A101 ABB 3BHE025541R0101 PCD231B ABB 3BHE022291R0101 PCD230A ABB UFC092BE01 HIEE300910R0001 ABB UNS3670 HIEE205011R0001 ABB UPC090AE01 HIEE300661R1 ABB ARC093AE01 HIEE300690R0001 ABB PPC322BE HIEE300900R0001 ABB GDB021BE01 HIEE300766R0001 ABB UNS0024B HEIR318072R0002 What apterpower wants to assure you is that: - Whatever your industry, whatever you need, our reliable service and quality parts have got you covered. - With fast delivery and support, trust us to minimize downtime and maximize productivity. - Contact us today to learn more! We still have a lot of ABB Module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311

Plug and play technology Plug and play devices can help manufacturers improve productivity of existing assembly lines without the cost of replacing a whole system. These devices can be taken out of the box, added to the production line and will work on the line immediately without configuration or testing. Using plug and play technology can simplify how manufacturers adapt and maintain the production line. Unplanned downtime can be costly for manufacturers, particularly if the machine requires a specialist maintenance engineer to fix it. By investing in plug and play devices, manufacturers can simply unplug and replace the machine without the cost of bringing in an external engineer. These devices are easy to both install and remove from the production line, so manufacturers can quickly adapt the production line if necessary. For example, if manufacturers want to make a small batch of unique items for a customer, they can adapt the line and start producing a completely new product with little downtime. 8305E 8306E 8310 3003 3004 3005 3006 3007 3008 3501E 3501T 3502E 3503E 3504A 3504E 3510 4210 4211 4305A 4329 4351B 4400 4507 4609 3BHE014967R0002 3BHE014967R0001 3ADT309600R0002 3BHE003855R001 3ADT309600R0012 3BHE006422R0001 3BHE009319R0001 3BHB005922R0001 HIEE305106R0001 3BHB006338R0001 SPCD3D53 3BHE004059R0001 HIEE305098R0001 HIEE305120R0002 HIEE405246R0002 3BHB004661R0101 KUC711AE 3BHB004661R0001 KUC711AE 3BHB000272R0001 UFC719AE01 3BAB002916R0001 UFC721AE HIEE300927R0001 UBC717AE01 HIEE300885R0001 PPC380AE01 HIEE300936R0001 UFC718AE01 3BHB000652R0001 KUC720AE01 CI534V02 3BSE010700R1 3533E 3564 3601E 3601T 3603E 3603T 3604A 3604E 3611E 3614E 3624 3625 3636R 3636T 3700 3700A 3703E 3704E 3708E 4107 4119 4119A 4200 4201 We still have a lot of PLC/DCS/TSI/ESD Module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311

Making sense of data Businesses across all sectors are considering how they can benefit from digitisation. By introducing digital platforms and processes to the business, managers can improve efficiency and reduce costs to remain competitive in their respective sector. Digitisation can impact a variety of areas in the business, such as storing documents, managing workflow and allowing employees to access data remotely. Businesses can also collect huge amounts of data from a growing number of sources to monitor business performance, productivity and consumer behaviour. For example, manufacturers can now fit sensors to machines around the facility to monitor the environment and the equipment’s condition to ensure everything runs at full capacity. Do you speak data? Leadership teams require insight into what their data means, so that they can use it to make strategic decisions. To do this, they can employ data scientists to help collect and analyse data, interpret the findings and create a report that management can read easily. However, this can be a time-consuming process and by the time management sees meaningful data it might be too late to prevent an issue from occurring. For example, manufacturing companies can attach sensors to a robot to monitor machine condition. The management team must be able to read the report to understand when a machine is not performing at full capacity. At this point they can contact an industrial parts supplier and source a part that will fix the machine, preventing the risk of site downtime. 6SN1123-1AA00-0HA1 6SN1123-1AA00-0AA2 6SE7090-0XX84-0AD1 6SL3217-0CE27-5UA1 6SL3217-0CE25-5UA1 6FC5111-0BA01-0AA0 6AV6645-7AB10-0AS0 6AV7422-2FD03-0AS0 6FC5500-0AA00-2AA0 6ES7621-1AD02-0AE3 6AG4104-1AA02-1BX0 1FK7063-5AF71-1FB5 6FM2805-4AS31 6FC5370-2AT02-0CA0 6FC5370-6AA30-0WA0 6SN1118-0DH21-0AA1 6DD1683-0CH0 6DD1600-0BA1 6DD1661-0AE0 6DD1661-0AD0 6DD1640-0AH0 3BHE014967R0002 3BHE014967R0001 3ADT309600R0002 3BHE003855R001 3ADT309600R0012 3BHE006422R0001 3BHE009319R0001 3BHB005922R0001 HIEE305106R0001 3BHB006338R0001 3BHE004059R0001 HIEE305098R0001 HIEE305120R0002 HIEE405246R0002 YPQ202A YT204001-KB DSDO110 57160001-K DSDI120A 57160001-ACA DSCS131 57310001-LM DSMB176 57960001-HX YPK107E 3ASD489301A410 YPP109A 48931006-AV 1783-BMS10CL 1783-BMS20CA 1783-BMS20CGL 1783-BMS20CGN 1783-BMS20CGP 1783-BMS20CL 1783-BMS10CA 1783-BMS10CGL 1783-BMS10CGN 1783-BMS10CGP 1783-US16T 1783-US5T 1783-US8T 1769-L24ERQB1B 1769-IQ16 1769-PB4 1769-OB16 1769-L30ER 1769-L24ERQBFC1B 1769-L33ER 1769-OF2 We still have a lot of PLC/DCS/TSI/ESD Module in stock, contact us quickly for prices. +86 18030235311 jessica01235483 info@apterpower.com hu18030235311