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Remote Predictive Maintenance System

Overview

Description

At present, maintenance is often preventive and time-based rather than based on actual equipment conditions and predictive methods, and this results in unnecessary maintenance costs and causes unanticipated downtime.

Predictive maintenance describes a set of techniques to accurately monitor the current condition of machines or any type of industrial equipment, with the goal of predicting upcoming machine failure by using automated quasi-real-time analytics and machine learning. This approach promises cost savings over routine or time-based preventive maintenance because tasks are performed only when needed.

In the Remote Predictive Maintenance solution, the evaluation of vibrations, acoustic signals, temperature, humidity, and further parameters is implemented by an artificial intelligence (AI) algorithm and transmitted to a dashboard via LTE-M or NB-IoT and secure MQTT, alerting the supervisor via a web browser if any maintenance is required before failure occurs.

System Benefits:

  • Remotely visualize the health state of every pump or motor via a web browser
    • Allows service staff to be sent only when needed and before the system fails
    • Drastic reduction of equipment downtime events
  • Convenient GUI for commissioning, local data transfer, firmware update via Bluetooth®
  • Embedded AI algorithms can be updated remotely to further improve features
  • Rich connectivity features: LTE-M, Bluetooth, Ethernet 10/100Mbit, USB, CAN

Comparison

Applications

  • Industrial equipment (e.g. pumps, motors), rolling stocks, heavy machinery
  • Industrial Robots

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Template 2 EU066 EU066 EU066 Input protect/damp circuit Input protect/ damp circuit Input protect/damp circuit Buck DC/DC 1.2A 2 Buck DC/DC 1.2A Buck DC/DC 1.2A Regulator 150mA Regulator 150mA Regulator 150mA Digital Microphone Digital Microphone Digital Microphone Gyro/Accelerometer Gyro/Accelerometer Gyro/Accelerometer Flash 128MB Flash 128MB Flash 128MB Ethernet PHY 100Mbs Ethernet PHY 100Mbs Ethernet PHY 100Mbs Input protect/clamp circuit Input protect/clamp circuit Input protect/clamp circuit CAN Transceiver CAN Transceiver CAN Transceiver LTE Antenna LTE Antenna LTE Antenna SIM Card SIM Card SIM Card SD Card SD Card SD Card Sheet.40 Sheet.41 Sheet.42 Sheet.43 Sheet.44 Sheet.45 Sheet.46 Sheet.47 Sheet.48 Sheet.49 Sheet.50 Sheet.51 Sheet.52 Sheet.53 Sheet.54 Sheet.55 Sheet.56 Sheet.57 Sheet.58 Sheet.59 Sheet.60 Sheet.61 Sheet.62 Sheet.63 Sheet.64 Sheet.65 Sheet.66 Sheet.67 Sheet.68 Sheet.69 Sheet.70 Sheet.71 Sheet.72 Sheet.73 Sheet.74 Sheet.75 Sheet.76 Sheet.77 Sheet.78 Sheet.79 Level Shifter bidirectional 3V3/1V8 Level Shifter bidirectional 3V3/1V8 Level Shifter bidirectional 3V3/1V8 Sheet.81 Sheet.82 Sheet.83 Sheet.84 Sheet.85 Sheet.86 Sheet.87 Sheet.88 Sheet.89 Sheet.90 Sheet.91 Sheet.92 Sheet.93 Sheet.94 Input Diode Sheet.97 Sheet.98 Sheet.99 24V In 24V In 24V In 5V0 5V0 5V0 5V0 5V0 5V0 3V3 3V3 3V3 3V3 3V3 3V3 1V8 1V8 1V8 25µAavg * or HS400x 25µAavg 25µAavg 3V3 160mAmax 3V3 160mAmax 3V3 160mAmax 2 2 2 2 Sheet.110 2 2 2 2 Sheet.113 2 2 2 2 Sheet.116 6 6 6 6 Sheet.119 Ethernet RJ45 Ethernet RJ45 Ethernet RJ45 3V3 55mAtyp 3V3 55mAtyp 3V3 55mAtyp 4 4 4 4 Sheet.124 2 2 2 2 Sheet.127 5V 5V 5V +5V +5V +5V A A A B B B GND GND GND USB from PC USB from PC USB from PC P P P N N N CAN CAN CAN 2 2 2 2 Sheet.139 Smartphone or Tablet via Bluetooth® or Wi-Fi Smartphone or Tablet via Bluetooth® or Wi-Fi Smartphone or Tablet via Bluetooth® or Wi-Fi 1V8 1V8 1V8 3V3 3V3 3V3 400mAmax 400mAmax 400mAmax 1V8 Level 1V8 Level 1V8 Level 2 Communication Lines B.795 2 2 2 5 Communication Lines B.795 5 5 5 2 2 2 2 Sheet.153 2 Communication Lines B.795 2 2 2 n n n n Sheet.159 Keypad (or Cap Touch) Keypad (or Cap Touch) Keypad (or Cap Touch) n N n n Sheet.163 Local Data Storage Local Data Storage Local Data Storage Red Red Red Green Green Green Blue Blue Blue 24MHz 24MHz 24MHz 32.768kHz 32.768kHz 32.768kHz Input.183 Input.184 Input.185 Input.186 Input.187 Input.188 Diode.189 Sheet.177 Sheet.178 Sheet.179 Diode LED Red Sheet.181 Sheet.182 Sheet.183 Sheet.184 Darlington.651 Sheet.186 Darlington.254 Sheet.188 Sheet.189 Diode LED Green Sheet.191 Sheet.192 Sheet.193 Sheet.194 Darlington.651 Sheet.196 Darlington.254 Sheet.198 Sheet.199 Diode LED Blue Sheet.201 Sheet.202 Sheet.203 Sheet.204 Darlington.651 Sheet.206 Darlington.254 Sheet.208 Sheet.209 Wi-Fi Touch Key Sheet.212 Sheet.213 Sheet.214 Sheet.215 Sheet.216 Sheet.217 Sheet.218 Sheet.219 Sheet.220 Tablet Sheet.222 Sheet.223 Sheet.224 Sheet.225 Sheet.226 Connector 1.174 Connector 1.245 Buck DC/DC 1.2A 1 Buck DC/DC 1.2A Buck DC/DC 1.2A Connector 1.250 Connector 1.251 Connector 1.252 Connector 1.253 Connector 1.234 Connector 1.255 Connector 1.256 Connector 1.257 Connector 1.281 Sheet.247 Sheet.248 Sheet.249 Sheet.250 Sheet.252 320mAmax5µA 320mAmax 5µAsleep 320mAmax5µAsleep Connector 1.261 Sheet.268 Sheet.269 Sheet.270 Sheet.271 Sheet.272 Sheet.273 Sheet.274 Sheet.275 Sheet.276 Sheet.277 Sheet.278 Sheet.279 Sheet.280 Sheet.281 Sheet.282 Sheet.283 Sheet.284 Sheet.285 Sheet.286 Humidity & Temperature Sensor Humidity & Temperature Sensor Humidity & Temperature Sensor I2C I2C I2C Sheet.267 LTE-M/NB-IoT Module LTE-M Module GM02S LTE-M Module GM02S UART UART UART Vdd Vdd Vdd Sheet.288 EP Multi-function block.242 MCU MCU Vdd Vdd Vdd UART UART UART UART UART UART GPIO GPIO GPIO SDHI SDHI SDHI I2C I2C I2C 12S 12S 12S I2C I2C I2C OSPI OSPI OSPI GPIO GPIO GPIO GPIO GPIO GPIO GPIO GPIO GPIO Internal Osc. Internal Osc. Internal Osc. Ethernet Ethernet Ethernet USB USB USB Internal Osc. Internal Osc. Internal Osc. CAN CAN CAN Sheet.289 Bluetooth Low Energy Module Bluetooth Low Energy Module Bluetooth Low Energy Module Sheet.239 Sheet.240 Sheet.241 Sheet.242 Sheet.243 Sheet.244 Sheet.245 Sheet.256 Sheet.257 Sheet.258 Sheet.259 Sheet.260 Sheet.261 Sheet.262 RF Osc. RF Osc. RF Osc. Sheet.266 BT5 PHY BT5 PHY BT5 PHY 2.4GHz Antenna 2.4GHz Antenna 2.4GHz Antenna UART UART UART RTC RTC RTC
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