Description
IS200JPDFG1A GE Steam Turbine System
высотой 3U, расположенный в раме управления под DSPX.
волоконно – оптический разъем на передней панели и передаются в модуль обнаружения заземления.
ABB: Запасные части для промышленных роботов серии DSQC, Bailey INFI 90, IGCT, например: 5SHY6545L0001 AC1027001R0101 5SXE10 – 0181, 5SHY3545 L0009, 5SHI3545L0010 3BHB013088 R0001 3BHE009681R0101 GVC750BE101, PM866, PM861K01, PM864, PM510V16, PPD512, PPPD113, PP836A, P865A, 877, PPP881, PPPP885, PPSL500000 4 3BHL00390P0104 5SGY35L4510 и т.д.
General Electric: запасные части, такие как модули, карты и приводы. Например: VMVME – 7807, VMVME – 7750, WES532 – 111, UR6UH, SR469 – P5 – HI – A20, IS230SRTDH2A, IS220PPDAH1B, IS215UCVEH2A, IC698CPE010, IS200SRTDH2ACB и т.д.
Система Bently Nevada: 350 / 3300 / 1900, предохранительные зонды и т.д., например: 3500 / 22M, 3500 / 32, 3500 / 15, 3500 / 23500 / 42M, 1900 / 27 и т.д.
Системы Invis Foxboro: Серия I / A, управление последовательностью FBM, трапециевидное логическое управление, обработка отзыва событий, DAC,
обработка входных / выходных сигналов, передача и обработка данных, такие как FCP270 и FCP280, P0904HA, E69F – TI2 – S, FBM230 / P0926GU, FEM100 / P0973CA и т.д.
Invis Triconex: Модуль питания, модуль CPU, модуль связи, модуль ввода – вывода, например 300830937214351B, 3805E, 831235114355X и т.д.
Вудворд: контроллер местоположения SPC, цифровой контроллер PEAK150, например 8521 – 0312 UG – 10D, 9907 – 149, 9907 – 162, 9907 – 164, 9907 – 167, TG – 13 (8516 – 038), 8440 – 1713 / D, 9907 – 018 2301A, 5466 – 258, 8200 – 226 и т.д.
Hima: модули безопасности, такие как F8650E, F8652X, F8627X, F8678X, F3236, F6217, F6214, Z7138, F8651X, F8650X и т.д.
Honeywell: Все платы DCS, модули, процессоры, такие как: CC – MCAR01, CC – PAIH01, CC – PAIH02, CC – PAIH51, CC – PAIX02, CC – PAON01, CC – PCF901, TC – CR014, TC – PD011, CC – PCNT02 и т.д.
Motorola: серии MVME162, MVME167, MVME172, MVME177, такие как MVME5100, MVME5500 – 0163, VME172PA – 652SE, VME162PA – 344SE – 2G и другие.
Xycom: I / O, платы VME и процессоры, такие как XVME – 530, XVME – 674, XVME – 957, XVME – 976 и т.д.
Коул Морган: Сервоприводы и двигатели, такие как S72402 – NANA, S6201 – 550, S20330 – SRS, CB06551 / PRD – B040SSIB – 63 и т. Д.
Bosch / Luxer / Indramat: модуль ввода / вывода, контроллер PLC, приводной модуль, MSK060C – 0600 – NN – S1 – UP1 – NNN, VT2000 – 52 / R900033828, MHD041B – 144 – PG1 – UN и т.д.
3 Case Studies on Reducing Scrap Rates
Any product assembled or produced in a factory goes through a series of quality tests to determine whether it needs to be scrapped.
High scrap rates are caused by the opportunity cost of not delivering products to customers in a timely manner, wasted personnel time, wasted
non-reusable parts, and equipment overhead expenses. Reducing scrap rates is one of the main issues manufacturers need to address. Ways to
reduce scrap include identifying the root causes of low product quality.
3.1 Data processing
Root cause analysis begins by integrating all available data on the production line. Assembly lines, workstations, and machines make up the industrial
production unit and can be considered equivalent to IoT sensor networks. During the manufacturing process, information about process status,
machine status, tools and components is constantly transferred and stored. The volume, scale, and frequency of factory production considered in
this case study necessitated the use of a big data tool stack similar to the one shown in Figure 2 for streaming, storing, preprocessing, and
connecting data. This data pipeline helps build machine learning models on batch historical data and streaming real-time data. While batch
data analytics helps identify issues in the manufacturing process, streaming data analytics gives factory engineers regular access to the latest
issues and their root causes. Use Kafka (https://kafka.apache.org) and Spark streaming (http://spark.apache.org/streaming) to transmit real-time
data from different data sources; use Hadoo (http://hadoop.apache.org ) and HBase (https://hbase.apache.org) to store data efficiently; use
Spark (http://spark.apache.org) and MapReduce framework to analyze data. The two main reasons to use these tools are their availability as open
source products, and their large and active developer network through which these tools are constantly updated.
AB 1797-0B4D Non-Isolated Source Output Modules
MTL661 MTL digital display
ABB BGDR-01C Gate Driver Board
PR6423/013-030+CON021 EPRO Sensor Signal Converter
PR9376/010-011 speed sensor
BDPS-11C ABB Gate Driver Board
330103-00-13-10-02-00 Bently Nevada 3300 XL 8mm Proximity Probe
BDFC-01C ABB Gate Driver Board
X20BC8084 B&R bus controller
IE-2000-16TC-G-N Cisco Rugged Access Switch
ICSM06A6 ABB I/O module
RLM01 ABB Redundant Link Module
CT-ARS.11 ABB Time Relay
ICST08A8 ABB I/O module
P0916KF foxboro junction box connector
DASD-CT15SPXB DAEWOO Servo Motor/Driver
6SN1112-1AC01-0AA1 SIEMENS monitoring module
DKC11.1-040-7-FW Rexroth servo drive
FBM207B FOXBORO Particle Counter Battery
UNS0885A-Z V1 3BHB006943R0001 ABB converter display
NL2024HU22 INSPIRED ENERGY Particle Counter Battery
IC695CPE305 GE RX3I CPU Processor
FBM201 foxboro Analog Input Interface Module
S77202-NANANA Kollmorgen Digital Servo Drive
X2MARINE7 630002505 Beijer HMI
PM810V2 3BSE013220R1 ABB S800 processor
D20-EME GE Substation control card
JINT-G1C 3AUA0000044467 ABB frame control panel
A06B-6130-H003 GE servo amplifier
6SN1145-1BA01-ODA1 Siemens power module
P3403893-0351 BENTLY Vibration Transmitter
2TLA020070R1800 ABB Programmable Safety Controller
VN115/87-EMC VISATRON Oil Mist Detector
IC693DSM302-AE GE 90-30 Series Motion Controller
S72402-NANANA-NA-030 Kollmorgen server Driver
IC693MDL740D GE Positive Logic Output Module
IC670CHS102 GE I/O terminals
IC693PWR330C GE High Capacity Power Module
IC693MDL241D GE Discrete Input Module
IC693MDL730E GE Discrete Output Module
AI801 3BSE020512R1EBP ABB Analog input 8 channels
DI801 3BSE020508R1 ABB digital input module
DO801 3BSE020510R1 ABB digital output module
4PP420.1043-75 B&R power panel
2198-C1015-ERS Allen-Bradley server Driver
IC693ALG220 GE Analog input module Spot goods
IC690ACC901 GE With RS-485/RS-232 cable
X20PS3300 B&R power module Spot goods
X20CP1486 B&R I/O processor
X20PS9400 B&R power module Discount
8U-SDOX01 HONEYWELL DO Relay Extension (Uncoated)
8U-TDODB1 HONEYWELL DO 24V Bussed IOTA Redundant (Uncoated)
8U-TDODA1 HONEYWELL DO 24V Bussed IOTA (Uncoated)
8U-TAOXB1 HONEYWELL AO IOTA Redundant (Uncoated)
8U-TAOXA1 HONEYWELL AO IOTA (Uncoated)
8U-PAONA1 HONEYWELL Analog Output w/o HART
8U-PAOHA1 HONEYWELL Analog Output HART (Uncoated)
8U-TAIMA1 HONEYWELL Low-level AI IOTA (Uncoated)
8U-TAIXB1 HONEYWELL AI IOTA Redundant (Uncoated)
8U-TAIXA1 HONEYWELL AI IOTA (Uncoated)
8U-PAINA1 HONEYWELL High-level AI w/o HART, Single-ended (Uncoated)
8U-PAIHA1 HONEYWELL High-level AI HART, Single-ended (Uncoated)
8U-TAIDB1 HONEYWELL AI IOTA Redundant (Uncoated)
8U-TAIDA1 HONEYWELL AI IOTA (Uncoated)
8C-TDODB1 HONEYWELL DO 24V Bussed IOTA Redundant (Coated)
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