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A medium-sized leisure food factory in Zhejiang (27 SKU's in 3 categories of puffed food, sauce and marinated products and nuts) completed the upgrade of pillow packaging line in April 2024: 3 single-category packaging machines were replaced with 2 multi-category compatible intelligent packaging machines, increasing the theoretical production capacity by 30%. However, after the line change, the number of production line failure alarms increased from 2 to 20 per day, the single downtime increased from 10 minutes to 120 minutes, the overall equipment efficiency (OEE) decreased from 85% to 60%, the monthly output loss exceeded 15 tons, and the direct economic loss reached 120000 yuan. The technical team initially locked the problem as a new equipment failure, but repeated debugging failed to cure it. The core misjudgment lies in equating line change with simple equipment replacement, ignoring the synergy of human-computer operation logic.
the technical team's initial investigation direction is completely focused on the new intelligent packaging machine hardware:
calibrate the photoelectric positioning sensor of the packaging machine to confirm that the positioning accuracy is ± 0.1mm and meets the factory standards of the equipment;
adjust the core parameters such as heat sealing temperature and conveying speed, and the fault alarm will be temporarily reduced after debugging, but problems such as frequent film clamping and positioning deviation will occur again within 1 hour after line change;
contact the equipment manufacturer for on-site inspection to confirm that there is no quality problem with the equipment hardware. The fault is due to nonstandard parameter setting and operation process.
After 10 consecutive days of debugging, the fault alarm frequency decreased by only 15%, and the OEE of the production line remained below 65%. The technical team realized that the fault after line change was not an equipment problem, but a fault in the cooperative logic between people and equipment.
through continuous 24-hour follow-up recording of the whole process of line changing operation, three core issues are finally positioned:
no standardized logic for parameter settings: The new equipment supports 12 custom parameters (including heat sealing temperature, film material tension, product positioning offset, etc.), but the enterprise uses the old SOP for single category production and does not formulate standardized parameter packages for different SKU. When changing lines, the operator manually inputs parameters based on experience, and the error rate of parameter combination reaches 60%-for example, the film material tension parameters of nuts are used on sauce and marinated products, resulting in excessive stretching of film materials, the number of card film alarms accounts for 45% of the total alarms;
equipment operation logic does not match manual habits: The automatic mold change process of new equipment needs to complete self-inspection before starting. However, the operation habit of the old production line is to directly start the mold change. The proportion of operators skipping the self-inspection step reaches 80%, resulting in product positioning deviation. The number of alarms accounts for 30% of the total alarms. At the same time, of the 30 alarm codes of the equipment, only 10 have Chinese comments and the rest are English codes. The operator cannot understand the alarm reason and restart the equipment blindly, the proportion of minor faults expanded to shutdown faults reached 25%;
missing verification mechanism for line change: The enterprise directly produces in batch after changing lines, and does not set up a trial production verification link, so that parameter errors cannot be found in time, resulting in the unqualified rate of the first 500 products of each batch reaching 10%, requiring rework, further increasing downtime.
in view of the core problem of human-computer operation logic confusion, enterprises from the management process, equipment logic, personnel training three dimensions to implement rectification:
establishment of standardized parameter package and one-key line changing system: Joint equipment manufacturers formulate exclusive parameter packages for 27 SKU, bind the parameter packages to SKU bar codes, and the operator can automatically call the corresponding parameters by scanning the product bar codes when changing lines, without manual input, and the parameter error rate is reduced to 0;
optimize equipment operation logic and adapt to artificial habits: Set the mold change self-test as a mandatory step, skip the self-test and cannot start the equipment; translate all alarm codes into Chinese, and directly display the cause of the fault and the solution steps on the equipment screen, such as "stuck film alarm: please check the film material Tension, the adjustment value is ± 5N", the operator's time to deal with the fault is shortened from 15 minutes to 3 minutes;
implementation of hierarchical training and assessment mechanism: Carry out training on "line change operation + basic alarm processing" for front-line operators, and the passing rate of examination can reach 100 before taking up their posts; Carry out training on "parameter debugging + complex troubleshooting" for technicians to ensure that unconventional problems can be solved quickly;
establish a verification mechanism for line replacement trial production: After each line change, 50 trial products will be produced first, and the quality staff will verify the packaging accuracy, heat sealing strength and other indicators, and then start mass production after confirming that they are correct. The rework rate of unqualified batches will be reduced to less than 0.5.
After rectification, the number of production line failure alarms dropped to 1 per day, the overall efficiency of the equipment increased to 92%, the monthly output loss decreased by 14.5 tons, the annual economic loss recovered exceeded 1.3 million yuan, the line change time was shortened from 40 minutes to 10 minutes, and the switching efficiency of multi-category production increased by 75%.
the core value of this case is to provide three key management awareness warnings for multi-category food companies:
jump out of the "equipment-based" thinking: Line change is not a simple equipment upgrade, but a comprehensive optimization of the man-machine collaborative system. The automation function of the equipment needs to match the manual operation habits, rather than allowing the operator to passively adapt to the equipment;
standardization is the core guarantee of line change efficiency.: Standardized parameter packages, operating procedures and verification mechanisms must be established for line changes in multi-category production to avoid parameter errors and operational errors caused by empiricism;
personnel training is the key to the success of line change: The operation training of new equipment should not only focus on hardware use, but also cover the whole process of parameter setting, alarm processing, troubleshooting, etc. to ensure that operators can master the new operation logic.
the problem of soaring failure rates after changing lines for multi-category food companies is essentially a deviation in management perception: equating changing lines with equipment replacement ignores the synergy of human-machine operation logic. Enterprises need to shift from "equipment-based" to "system collaboration" thinking, through standardized processes, adaptable equipment logic and comprehensive personnel training, in order to truly achieve capacity improvement and efficiency stability after the line change.
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