Multi-Objective-Based Intelligent Lubrication System Performance Evaluation Technology for Construction Machinery
Source abstract
Abstract
The infrastructure construction process cannot be separated from construction machinery; it will inevitably produce wear and tear in the work. The level of wear and tear is severe and could cause mechanical accidents. There are safety hazards involved with wear and tear; thus, the study of the lubrication systems of construction machinery is crucial. This paper addresses the problems with the intelligent lubrication systems of construction machinery and establishes a performance evaluation index system for the intelligent lubrication systems of construction machinery by analyzing and selecting appropriate evaluation indexes. Based on the built evaluation system, a performance evaluation model was established based on the hierarchical analysis (analytic hierarchy process, AHP)–entropy weight method and a topological object element model. The feasibility of the model was tested using the example of an off-road mining dump truck. This model analyzes the performance strengths and weaknesses of smart lubrication systems and suggests improvement measures and recommendations for weak links. It also provides a reference for analyzing the performance of smart lubrication systems for other mechanical devices.
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Research context
OpenAlex topics: Elevator Systems and Control · Evaluation and Optimization Models · Occupational Health and Safety Research
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
School of Mechanical Engineering, North China University of Water Resources and Electric Power, Zhengzhou 450045, China
School of Computer Engineering and Digital Technology, Teesside University, Middlesbrough TS1 3BA, UK
Funding
Henan University Science and Technology In-novation Team Support Program · Training Plan for Young Backbone Teachers of North China University of Water Resources and Electric · Henan Science & Technology Laboratory · Henan Province Smart Lubrication and Equipment Health Management Engineering Technology Research Center
References (56)
Show source-provided references
1. Fan, Z., Liu, Y., and Li, Y. (2023). Research on Collaborative Mechanisms of Railway EPC Project Design and Construction from the Perspective of Social Network Analysis. Systems, 11.10.3390/systems11090443 ↗
2. Lubrication of engineering machinery and equipment
3. Li, Z., Chen, Q., Chen, Y., Lin, T., Ren, H., and Gong, W. (2022). High-Performance Control Strategy for Low-Speed Torque of IPMSM in Electric Construction Machinery. Machines, 10.10.3390/machines10090810 ↗
4. An, H.Z., Liu, M., Zhen, P.H., and Chen, L. (2021, January 29–31). Experimental Research on Rubber Compatibility of Drive Train oils used in Construction Machinery. Proceedings of the 2021 4th International Conference on Mechanical, Chongqing, China.
5. A critical review on applications of artificial intelligence in manufacturing10.1007/s10462-023-10535-y ↗
6. Artificial-Intelligence-Led Revolution of Construction Materials: From Molecules to Industry 4.010.1016/j.matt.2023.04.016 ↗
7. Cheng, J., Yang, Y., Zou, X., and Zuo, Y. (2022). 5G in manufacturing: A literature review and future research. Int. J. Adv. Manuf. Technol.10.1007/s00170-022-08990-y ↗
8. Energy-saving technologies for construction machinery: A review of electro-hydraulic pump-valve coordinated system10.1631/jzus.A2000094 ↗
9. Deep Learning Technology for Construction Machinery and Robotics10.1016/j.autcon.2023.104852 ↗
10. Application of intelligent lubrication technology in the intelligent development of ships
11. Wang, X., Zhang, J., Wang, Y., and Li, C. (2022). Self-Anti-Disturbance Control of a Hydraulic System Subjected to Variable Static Loads. Appl. Sci., 12.10.3390/app12147264 ↗
12. Application of Multimedia Quality Evaluation Relying on Intelligent Robot Numerical Control Technology in New Energy Power Generation System
13. Wan, G., Wu, Q., Tang, M., Lu, M., and Yang, K. (2022). Tribological Properties of Two Typical Materials of Hydraulic Motor’s Rotor at Different Ambient Temperatures. Appl. Sci., 12.10.3390/app12115582 ↗
14. Strunk, R., Borchers, F., Clausen, B., and Heinzel, C. (2021). Influence of Subsequently Applied Mechanical and Thermal Loads on Surfaces Ground with Mechanical Main Impact. Materials, 14.10.3390/ma14092386 ↗
15. Lin, F., Zhang, Q., Yu, P., and Guo, J. (2023). Graded Evaluation of Health Status of Hydraulic System with Variable Operating Conditions Based on Parameter Identification. Appl. Sci., 13.10.3390/app13106052 ↗
16. Griffith, B., and Hawkins, M. (1998). Lubrication System for Work Machine e.g., Mining Truck, Front Shovel, and Hydraulic Excavator: Germany. (US5823295A), U.S. Patent.
17. Design and experimental development of a new electronically controlled cylinder lubrication system for the large two-stroke cross head diesel engines
18. Wang, J.J. (2014). Design of Intelligent Distributed Construction Machinery Automatic Lubrication System. [Master’s Thesis, Nanjing University of Aeronautics and Astronautics].
19. Wu, L.Y. (2018). Research on Automatic Lubrication System of Excavator. [Master’s Thesis, Huaqiao University].
20. Port intelligent lubrication equipment health management system
21. Liu, Z.S. (2018). Research and Design of Intelligent Lubrication System for Construction Machinery. [Master’s Thesis, Zhongyuan Institute of Technology].10.2991/macmc-17.2018.48 ↗
22. Intelligent Rail Lubrication System Based on Fuzzy Group Analysis10.3233/JIFS-201398 ↗
23. An intelligent system of roller press bearing lubrication based on PLC and remote control
24. Application of intelligent lubrication system in steel industry
25. Intelligent Technologies for Construction Machinery Using Data-Driven Methods10.1016/j.autcon.2022.104711 ↗
26. Tribology and Dynamic Characteristics of Textured Journal-Thrust Coupled Bearing Considering Thermal and Pressure Coupled Effects10.1016/j.triboint.2023.108292 ↗
27. Evaluating Construction Risks of Modified Shield Machine Applicable to Soft Soils Based on Fuzzy Comprehensive Evaluation Method10.1155/2020/8861801 ↗
28. Briceño-León, C.X., Sanchez-Ferrer, D.S., Iglesias-Rey, P.L., Martinez-Solano, F.J., and Mora-Melia, D. (2021). Methodology for Pumping Station Design Based on Analytic Hierarchy Process (AHP). Water, 13.10.3390/w13202886 ↗
29. Zhao, G., and Wang, D. (2019). Comprehensive Evaluation of AC/DC Hybrid Microgrid Planning Based on Analytic Hierarchy Process and Entropy Weight Method. Appl. Sci., 9.10.3390/app9183843 ↗
30. Quantitative Evaluation of the Adaptability of the Shield Machine Based on the Analytic Hierarchy Process (AHP) and Fuzzy Analytic Hierarchy Process (FAHP)10.1155/2022/3268150 ↗
31. Xue, B., Lu, F., Guo, J., Wang, Z., Zhang, Z., and Lu, Y. (2023). Research on Energy Efficiency Evaluation Model of Substation Building Based on AHP and Fuzzy Comprehensive Theory. Sustainability, 15.10.3390/su151914493 ↗
32. Myagmar-Ochir, Y., and Kim, W. (2023). A Survey of Video Surveillance Systems in Smart City. Electronics, 12.10.3390/electronics12173567 ↗
33. Smart Building Energy Management and Monitoring System Based on Artificial Intelligence in Smart City
34. Effect of Oil Viscosity on Flow Pattern Transition of Upward Gas-Oil Two-Phase Flow in Vertical Concentric Annulus10.2118/210585-PA ↗
35. Dynamic Viscosity-Temperature Characteristics and Models of Various Lubricating Oils
36. Design and Development of Lubricating Material Database and Research on Performance Prediction Method of Machine Learning10.1038/s41598-019-56776-2 ↗
37. Vibration and Trajectory Tracking Control of Engineering Mechanical Arm Based on Neural Network10.1155/2022/4461546 ↗
38. A Study of Cooling System in a Grease-Lubricated Precision Spindle10.1177/1687814016665296 ↗
39. Evaluation index system of steel industry sustainable development based on entropy method and topsis method10.1088/1755-1315/128/1/012185 ↗
40. Evaluation of the Adaptability of an EPB TBM to Tunnelling through Highly Variable Composite Strata
41. Liu, J.D. (2019). Extension Evaluation of Hydropower Plant Safety Based on AHP-Entropy Weight Method. [Master’s Thesis, Zhengzhou University].
42. Zeng, W.Y. (2021). Study on Health Evaluation of Main Stream of Woken River Based on AHP Entropy Weight Method and Matter Element Extension Model. [Master’s Thesis, Heilongjiang University].
43. Huang, X.S., Zhong, M.Q., and Li, Y. (2018, January 20). Research on comprehensive performance evaluation technology of wind turbine based on Analytic Hierarchy Process. Proceedings of the IOP Conference Series: Earth and Environmental Science, Guilin, China.10.1088/1755-1315/153/4/042024 ↗
44. Luo, Y. (2021). Research on Multi Index Evaluation Method of Integrated Energy System Based on AHP-Entropy Weight Method. [Master’s Thesis, North China Electric Power University].
45. Performance evaluation for solar combined gas heating system10.1016/j.renene.2020.11.109 ↗
46. Multi Index Evaluation Method of Integrated Energy System Based on AHP-Entropy Weight Method
47. Research on Production Safety Evaluation of Intelligent Manufacturing Enterprises Based on AHP-Gray Cloud Modeling
48. Xu, H., Chen, H., and Ye, P. (2023). Research on the construction of social stability early warning model based on TOPSIS and entropy weight method. Acad. J. Math. Sci., 4.10.25236/AJMS.2023.040204 ↗
49. Environmental risk evaluation of overseas mining investment based on game theory and an extension matter element model10.1038/s41598-021-95910-x ↗
50. Zhang, Y. (2021). Study on Comprehensive Evaluation of Food Security in China Based on Extensible Matter Element Model. [Master’s Thesis, Nanchang University].
51. Li, S.Y. (2008). Analysis of construction machinery wear and lubrication management. China Sci. Technol. Inf., 12.
52. Multi Objective Optimization in Machining of Inconel 718 Using Taguchi Method10.1016/j.matpr.2020.09.333 ↗
53. Multiobjective Lightweight Optimization Design Method for a Dump Truck Carriage under Multiple Working Conditions10.1155/2022/2870005 ↗
54. Huang, X. (2022). Mechatronics-Hydraulic System of the Centralized Lubrication Technology for a Construction Machinery Based on Fuzzy Adaptive Control. [Master’s Thesis, Chang’an University].
55. Strength Analysis on the Frame of Off-way Wide-body Mining Dump Truck Based on Finite Element Analysis10.1088/1742-6596/2173/1/012049 ↗
56. (2023, May 25). Sany SRT55C Mining Truck Product Overview. Available online: http://product.cmol.com/wheelmotor/SANY/SRT55C.html.