CN102788755B - 一种基于特征元素发动机润滑油鉴别法 - Google Patents
一种基于特征元素发动机润滑油鉴别法 Download PDFInfo
- Publication number
- CN102788755B CN102788755B CN201210318733.0A CN201210318733A CN102788755B CN 102788755 B CN102788755 B CN 102788755B CN 201210318733 A CN201210318733 A CN 201210318733A CN 102788755 B CN102788755 B CN 102788755B
- Authority
- CN
- China
- Prior art keywords
- network
- lubricating oil
- refers
- net
- som
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Expired - Fee Related
Links
- 239000010687 lubricating oil Substances 0.000 title claims abstract description 56
- 238000000034 method Methods 0.000 title claims abstract description 37
- 239000011701 zinc Substances 0.000 claims description 28
- 239000011575 calcium Substances 0.000 claims description 27
- 238000012549 training Methods 0.000 claims description 27
- 239000003921 oil Substances 0.000 claims description 23
- 229910052791 calcium Inorganic materials 0.000 claims description 19
- 229910052725 zinc Inorganic materials 0.000 claims description 19
- 238000006243 chemical reaction Methods 0.000 claims description 15
- 238000013461 design Methods 0.000 claims description 13
- HCHKCACWOHOZIP-UHFFFAOYSA-N Zinc Chemical compound [Zn] HCHKCACWOHOZIP-UHFFFAOYSA-N 0.000 claims description 12
- OYPRJOBELJOOCE-UHFFFAOYSA-N Calcium Chemical compound [Ca] OYPRJOBELJOOCE-UHFFFAOYSA-N 0.000 claims description 11
- 210000002569 neuron Anatomy 0.000 claims description 11
- 229910052751 metal Inorganic materials 0.000 claims description 10
- 238000012360 testing method Methods 0.000 claims description 9
- 239000000470 constituent Substances 0.000 claims description 8
- 238000010606 normalization Methods 0.000 claims description 8
- 229910052782 aluminium Inorganic materials 0.000 claims description 7
- 229910052804 chromium Inorganic materials 0.000 claims description 7
- 229910052802 copper Inorganic materials 0.000 claims description 7
- 229910052742 iron Inorganic materials 0.000 claims description 7
- 238000012886 linear function Methods 0.000 claims description 7
- 229910052710 silicon Inorganic materials 0.000 claims description 7
- 229910052718 tin Inorganic materials 0.000 claims description 7
- 238000013528 artificial neural network Methods 0.000 claims description 6
- 229910052719 titanium Inorganic materials 0.000 claims description 6
- 238000010521 absorption reaction Methods 0.000 claims description 5
- 229910052709 silver Inorganic materials 0.000 claims description 5
- 239000002184 metal Substances 0.000 claims description 3
- 238000005461 lubrication Methods 0.000 claims description 2
- 150000002739 metals Chemical class 0.000 claims 1
- 238000013507 mapping Methods 0.000 abstract description 3
- 238000001514 detection method Methods 0.000 abstract description 2
- 238000007781 pre-processing Methods 0.000 abstract 1
- 239000010705 motor oil Substances 0.000 description 15
- 239000003513 alkali Substances 0.000 description 8
- 239000002671 adjuvant Substances 0.000 description 5
- 239000000654 additive Substances 0.000 description 4
- 230000000996 additive effect Effects 0.000 description 4
- 230000006870 function Effects 0.000 description 4
- 241000196324 Embryophyta Species 0.000 description 3
- 239000003963 antioxidant agent Substances 0.000 description 3
- 239000002585 base Substances 0.000 description 3
- 239000010710 diesel engine oil Substances 0.000 description 3
- 238000012850 discrimination method Methods 0.000 description 3
- 239000012208 gear oil Substances 0.000 description 3
- -1 high Substances 0.000 description 3
- 239000000203 mixture Substances 0.000 description 3
- 235000002918 Fraxinus excelsior Nutrition 0.000 description 2
- 244000181980 Fraxinus excelsior Species 0.000 description 2
- 230000003078 antioxidant effect Effects 0.000 description 2
- 150000001875 compounds Chemical class 0.000 description 2
- 239000002283 diesel fuel Substances 0.000 description 2
- 239000002270 dispersing agent Substances 0.000 description 2
- 238000009826 distribution Methods 0.000 description 2
- 239000012530 fluid Substances 0.000 description 2
- 239000000295 fuel oil Substances 0.000 description 2
- 239000010711 gasoline engine oil Substances 0.000 description 2
- 230000005764 inhibitory process Effects 0.000 description 2
- 239000000314 lubricant Substances 0.000 description 2
- 239000000463 material Substances 0.000 description 2
- 238000012856 packing Methods 0.000 description 2
- 238000007127 saponification reaction Methods 0.000 description 2
- 210000000697 sensory organ Anatomy 0.000 description 2
- ZAMOUSCENKQFHK-UHFFFAOYSA-N Chlorine atom Chemical compound [Cl] ZAMOUSCENKQFHK-UHFFFAOYSA-N 0.000 description 1
- 239000005069 Extreme pressure additive Substances 0.000 description 1
- KEQFTVQCIQJIQW-UHFFFAOYSA-N N-Phenyl-2-naphthylamine Chemical compound C=1C=C2C=CC=CC2=CC=1NC1=CC=CC=C1 KEQFTVQCIQJIQW-UHFFFAOYSA-N 0.000 description 1
- OAICVXFJPJFONN-UHFFFAOYSA-N Phosphorus Chemical compound [P] OAICVXFJPJFONN-UHFFFAOYSA-N 0.000 description 1
- NINIDFKCEFEMDL-UHFFFAOYSA-N Sulfur Chemical compound [S] NINIDFKCEFEMDL-UHFFFAOYSA-N 0.000 description 1
- UCKMPCXJQFINFW-UHFFFAOYSA-N Sulphide Chemical compound [S-2] UCKMPCXJQFINFW-UHFFFAOYSA-N 0.000 description 1
- 239000005864 Sulphur Substances 0.000 description 1
- 125000000217 alkyl group Chemical group 0.000 description 1
- 238000004458 analytical method Methods 0.000 description 1
- 230000008485 antagonism Effects 0.000 description 1
- 125000003118 aryl group Chemical group 0.000 description 1
- 238000004380 ashing Methods 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 230000015572 biosynthetic process Effects 0.000 description 1
- 239000003795 chemical substances by application Substances 0.000 description 1
- 239000000460 chlorine Substances 0.000 description 1
- 229910052801 chlorine Inorganic materials 0.000 description 1
- 238000002485 combustion reaction Methods 0.000 description 1
- 230000006835 compression Effects 0.000 description 1
- 238000007906 compression Methods 0.000 description 1
- 239000012141 concentrate Substances 0.000 description 1
- 230000007797 corrosion Effects 0.000 description 1
- 238000005260 corrosion Methods 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 239000000446 fuel Substances 0.000 description 1
- 239000003502 gasoline Substances 0.000 description 1
- 238000002329 infrared spectrum Methods 0.000 description 1
- 239000004615 ingredient Substances 0.000 description 1
- 238000002796 luminescence method Methods 0.000 description 1
- 239000010721 machine oil Substances 0.000 description 1
- 230000008450 motivation Effects 0.000 description 1
- 210000005036 nerve Anatomy 0.000 description 1
- 230000003647 oxidation Effects 0.000 description 1
- 238000007254 oxidation reaction Methods 0.000 description 1
- 239000012188 paraffin wax Substances 0.000 description 1
- 239000011574 phosphorus Substances 0.000 description 1
- 229910052698 phosphorus Inorganic materials 0.000 description 1
- 238000002360 preparation method Methods 0.000 description 1
- 239000003755 preservative agent Substances 0.000 description 1
- 230000002335 preservative effect Effects 0.000 description 1
- 238000012797 qualification Methods 0.000 description 1
- 238000011160 research Methods 0.000 description 1
- 238000004088 simulation Methods 0.000 description 1
- 229960004025 sodium salicylate Drugs 0.000 description 1
- 238000003892 spreading Methods 0.000 description 1
- 239000010736 steam turbine oil Substances 0.000 description 1
- BDHFUVZGWQCTTF-UHFFFAOYSA-M sulfonate Chemical compound [O-]S(=O)=O BDHFUVZGWQCTTF-UHFFFAOYSA-M 0.000 description 1
- 238000010998 test method Methods 0.000 description 1
- 239000010913 used oil Substances 0.000 description 1
Landscapes
- Lubricants (AREA)
Abstract
Description
编号 | 厂家 | 牌号 | Ca(ppm) | Zn(ppm) | ωCa(%) | ωZn(%) | 结果 |
1 | Esso | CG4CF4_15W40 | 1325.0 | 829.0 | 0.614 | 0.384 | 17 |
2 | Esso | SJCF10W40 | 883.0 | 805.0 | 0.522 | 0.476 | 19 |
3 | Esso超力富 | SL15W50 | 928.0 | 1126.0 | 0.451 | 0.548 | 16 |
4 | M | SJ15W50 | 627.0 | 771.0 | 0.448 | 0.551 | 11 |
5 | Mobil黑霸王 | CG-4CF-4CF | 1270.0 | 865 | 0.594 | 0.404 | 17 |
6 | Shell | CDSE50 | 1004.0 | 505.0 | 0.663 | 0.333 | 13 |
7 | Shell | SHCD10W40 | 319.0 | 743 | 0.300 | 0.698 | 7 |
8 | Shell | SJCF10W40 | 848.0 | 772.0 | 0.523 | 0.476 | 19 |
9 | Shell | SJCF15W50 | 643.0 | 782.0 | 0.450 | 0.548 | 11 |
10 | Shell | SJCF5W40 | 693.0 | 856.0 | 0.447 | 0.552 | 15 |
11 | 长安铃木 | SH15W40 | 173.0 | 1016.0 | 0.145 | 0.850 | 4 |
12 | 长安铃木 | SJ15W40 | 177.0 | 1278.0 | 0.121 | 0.874 | 4 |
13 | 长倍 | SE10W30 | 502.0 | 473.0 | 0.514 | 0.484 | 1 |
14 | 长倍(1) | SE15W40 | 486.0 | 440.0 | 0.523 | 0.473 | 1 |
15 | 长倍(2) | SE15W40 | 499.0 | 438.0 | 0.530 | 0.465 | 1 |
16 | 长倍 | SF15W40 | 622.0 | 587.0 | 0.512 | 0.483 | 5 |
17 | 昆仑 | SE15W40 | 808.0 | 645.0 | 0.555 | 0.443 | 10 |
18 | 昆仑 | SF15W40 | 742.0 | 610.0 | 0.547 | 0.450 | 10 |
19 | 一坪隆鑫 | SF15W40 | 610.0 | 911.0 | 0.400 | 0.597 | 12 |
20 | 玉柴 | CD20W50 | 1082.0 | 572.0 | 0.652 | 0.345 | 13 |
样本序号 | 类别 | 索引 | 润滑油类型 |
13 14 15 | 1 | 1 | 长倍_SE10W30、长倍_SE15W40(1)、长倍_SE15W40(2) |
11 12 | 2 | 4 | 长安铃木_SH15W40、长安铃木_SJ15W40 |
16 | 3 | 5 | 长倍_SF15W40 |
7 | 4 | 7 | Shell_SHCD10W40 |
17 18 | 5 | 10 | 昆仑_SE15W40、昆仑_SF15W40 |
49 | 6 | 11 | Mobil_SJ15W50、Shell_SJCF15W50 |
19 | 7 | 12 | 一坪隆鑫_SF15W40 |
20 | 8 | 13 | Shell_CDSE50、玉柴_CD20W50 |
10 | 9 | 15 | Shell_SJCF5W40 |
3 | 10 | 16 | Esso超力富_SL15W50 |
15 | 11 | 17 | Mobil黑霸王_CG4CF4CF、Esso_CG4CF415W40 |
28 | 12 | 19 | Esso_SJCF10W40、Shell_SJCF10W40 |
Claims (7)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201210318733.0A CN102788755B (zh) | 2012-08-31 | 2012-08-31 | 一种基于特征元素发动机润滑油鉴别法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201210318733.0A CN102788755B (zh) | 2012-08-31 | 2012-08-31 | 一种基于特征元素发动机润滑油鉴别法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN102788755A CN102788755A (zh) | 2012-11-21 |
CN102788755B true CN102788755B (zh) | 2014-11-19 |
Family
ID=47154221
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201210318733.0A Expired - Fee Related CN102788755B (zh) | 2012-08-31 | 2012-08-31 | 一种基于特征元素发动机润滑油鉴别法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN102788755B (zh) |
Families Citing this family (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108416392A (zh) * | 2018-03-16 | 2018-08-17 | 电子科技大学成都研究院 | 基于som神经网络的建筑物聚类方法 |
CN109829513B (zh) * | 2019-03-04 | 2023-09-15 | 武汉大学 | 一种顺序式波长色散x射线荧光光谱智能分析方法 |
CN112749891A (zh) * | 2021-01-05 | 2021-05-04 | 东风商用车有限公司 | 一种发动机油性能一致性判定方法及系统 |
Family Cites Families (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
GB2350888A (en) * | 1999-06-08 | 2000-12-13 | Aea Technology Plc | Monitoring lubricating oil consumption |
WO2003102372A1 (en) * | 2002-06-04 | 2003-12-11 | Baker Hughes Incorporated | Method and apparatus for a high resolution downhole spectrometer |
CN101281130A (zh) * | 2008-05-15 | 2008-10-08 | 大连海事大学 | 进口燃料油快速鉴定方法 |
CN102253338A (zh) * | 2011-05-30 | 2011-11-23 | 新疆大学 | 一种风电机组变频器智能故障诊断方法 |
-
2012
- 2012-08-31 CN CN201210318733.0A patent/CN102788755B/zh not_active Expired - Fee Related
Also Published As
Publication number | Publication date |
---|---|
CN102788755A (zh) | 2012-11-21 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN102788755B (zh) | 一种基于特征元素发动机润滑油鉴别法 | |
CN109164249A (zh) | 一种基于车载诊断系统的汽油发动机润滑油性能评估方法 | |
CN101806794B (zh) | 一种发动机润滑油种类快速识别方法 | |
CN103842814A (zh) | 简易鉴定润滑油的方法、鉴定工具包和可简易鉴定的润滑油 | |
Kauffman | Rapid, portable voltammetric techniques for performing antioxidant, total acid number (TAN) and total base number (TBN) measurements | |
MAcián et al. | Improved fleet operation and maintenance through the use of low viscosity engine oils: fuel economy and oil performance | |
Plumley et al. | Optimizing base oil viscosity temperature dependence for power cylinder friction reduction | |
CN108008119A (zh) | 一种高铁齿轮油寿命的模拟评定方法 | |
CN107267265B (zh) | 一种踏板摩托车专用长寿命低噪音润滑油 | |
Anderson et al. | Engine oil fuel economy: benefits and potential debits of low viscosity engine oil | |
Kwak et al. | Continuously Variable Transmission (CVT) Fuel Economy | |
Adnani et al. | The initial estimate of the useful lifetime of the oil in diesel engines using oil analysis | |
Calcante et al. | Estimating the total lubricant oil consumption rate in agricultural tractors | |
McMillan et al. | Viscosity Effects on Engine Wear Under High-Temperature, High-Speed Conditions | |
Remmert et al. | Demonstration of Fuel Economy Benefit of Friction Modifier Additives via Fuel-to-Lubricant Transfer in Euro-5 Gasoline Fleet | |
Hameed | Deterioration in physical engine oil properties after different trip length | |
Haviland et al. | Dexron-II Automatic Transmission Fluid Performance | |
Kumaresan et al. | Engine Oil Color Monitoring System | |
Tang et al. | The development of hydraulic oils for the new fuel-efficient hydraulic hybrid vehicles with ANP method | |
Anderson et al. | Dexron automatic transmission fluid | |
Marcella et al. | Unique Needs of Motorcycle and Scooter Lubricants and Proposed Solutions for More Effective Performance Evaluation | |
Abid et al. | Effect of Passenger Car Oil Usage in a Motorcycle Engine | |
Nagy et al. | Artificial Aging Experiments of Neat and Contaminated Engine Oil Samples. Lubricants 2021, 9, 63 | |
Herdan | Trends in gear oil additives | |
Dubecky et al. | | Lubricating Oils |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
C14 | Grant of patent or utility model | ||
GR01 | Patent grant | ||
ASS | Succession or assignment of patent right |
Owner name: RARE SERVICE ENGINEERING COLLEGE OF CHINESE PLA. Free format text: FORMER OWNER: SHI YONGGANG Effective date: 20150116 |
|
C41 | Transfer of patent application or patent right or utility model | ||
COR | Change of bibliographic data |
Free format text: CORRECT: ADDRESS; FROM: 400016 TO: 401311 |
|
TR01 | Transfer of patent right |
Effective date of registration: 20150116 Address after: Chenjiaqiao town Chongqing city Shapingba District 401311 Patentee after: Rare Service Engineering College of Chinese PLA. Address before: 400016 Chongqing city Yuzhong District Yuanjiagang No. 2 A-7-4 Patentee before: Shi Yonggang |
|
CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20141119 Termination date: 20150831 |
|
EXPY | Termination of patent right or utility model |