Objective: The first objective of this study was to determine the performance of detection techniques in-depth learning objects in the detection of the maxillary sinus in panoramic radiographs. The second objective is to clarify the classification performance of the maxillary sinus lesions compared to healthy maxillary sinus.
Methods: Data imaging for the maxillary sinuses healthy (587 sinus, Class 0), inflammation of the maxillary sinus (416 sinus, Class 1), cyst area of the maxillary sinus (171 sinus, Class 2) is assigned to the training, testing 1, and testing of two sets of data , A learning process 1000 times with training images and labels is done by using DetectNet and learning model created.
The test 1 and test 2 pictures are applied to the model, and the sensitivity of detection and false positive rate per image is calculated. The accuracy, sensitivity and specificity are determined to differentiate groups of inflammation (Class 1) and cyst group (Class 2) with respect to the healthy group (Class 0).
Results: The sensitivity detection healthy (Class 0) and inflamed (Class 1) the maxillary sinus 100% for both tests 1 and 2 test data sets, while they are 98 and 89% for cysts of the maxillary sinus area (Class 2). false positives per image almost 0:00. Accuracy, sensitivity and specificity for the diagnosis of maxillary sinusitis is 90-91%, 88-85% and 91-96%, respectively; for cysts of the maxillary sinus area, these values are 97-100%, 80-100%, and 100-100%, respectively.
Conclusion : Much learning can reliably detect and identify the maxillary sinus cysts maxillary sinusitis and maxillary sinus area.
Advances in knowledge: This study uses object detection techniques in lean indicates that the maxillary sinus detection sensitivity is high and the performance of the maxillary sinus lesion identification is ≧ 80%. In particular, the performance of the identification of sinusitis is ≧ 90%.
Performance of deep learning object detection technology in the detection and diagnosis of maxillary sinus lesions on panoramic radiographs
The effect of the combination of big data technology on the learning platform with deep Spark on the efficiency of the elevator safety monitoring
To effectively minimize lift safety accidents, big data technology combined with in-depth learning technology platform based on Spark. This study was the first to introduce the relevant theories elevator safety monitoring technology, data technology that is large and deep learning technology. Then, the type of error that occurred in the state run the elevators were identified, and a finite state machine model is established.
An elevator error method based on monitoring the Spark platform is proposed, which is a finite state machine (FSM), and the results of safety monitoring of the elevator fault evaluated. Based on the study, a model error warning elevator constructed and evaluated the performance of early warning.
The results showed that the study can realize real-time and effective monitoring in the operating country elevators, and can determine the type of fault lift by binding to abnormal operating state with an appropriate error. Feasibility elevator safety monitoring efficiency is evaluated based on three indices: the mutual information, accuracy, and false positives.
p38
MBS8533658-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38
MBS8533658-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38
MBS8533658-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 MAPK
E8ET1702-65
EnoGene
100ul
EUR 275
Description: Available in various conjugation types.
Mxi2, p38
MBS603655-5x01mg
MyBiosource
5x0.1mg
EUR 3530
p38 MAPK
MBS8534372-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 565
p38 MAPK
MBS8534372-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38 MAPK
MBS8534372-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38 MAPK
MBS8534372-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 protein
E20-80078
EnoGene
20ug
EUR 275
Description: N/A
p38 protein
E20-80079
EnoGene
20ug
EUR 275
Description: N/A
p38 protein
MBS8526800-002mg
MyBiosource
0.02mg
EUR 345
p38 protein
MBS8526800-5x002mg
MyBiosource
5x0.02mg
EUR 1410
p38 protein
MBS8526801-002mg
MyBiosource
0.02mg
EUR 345
p38 protein
MBS8526801-5x002mg
MyBiosource
5x0.02mg
EUR 1410
p38 Antibody
35478
SAB
100ul
EUR 479
p38 Antibody
35478-100ul
SAB
100ul
EUR 468
p38 Antibody
48644
SAB
100ul
EUR 499
p38 Antibody
48644-100ul
SAB
100ul
EUR 399.6
p38 Antibody
48644-50ul
SAB
50ul
EUR 286.8
p38 antibody
70R-51505
Fitzgerald
100 ul
EUR 242
Description: Purified Polyclonal p38 antibody
p38 antibody
70R-51506
Fitzgerald
100 ul
EUR 286
Description: Purified Polyclonal p38 antibody
p38 Antibody
20-abx007541
Abbexa
Ask for price
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p38 Antibody
20-abx133223
Abbexa
Ask for price
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p38 Antibody
20-abx141038
Abbexa
Ask for price
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p38 Antibody
B7178-100ul
Assay Biotech
100μl
EUR 217
Description: p38 Rabbit Polyclonal Antibody
p38 Antibody
B7178-50ul
Assay Biotech
50μl
EUR 143.5
Description: p38 Rabbit Polyclonal Antibody
p38 Antibody
B0798-100ul
Assay Biotech
100μl
EUR 217
Description: p38 Rabbit Polyclonal Antibody
p38 Antibody
B0798-50ul
Assay Biotech
50μl
EUR 143.5
Description: p38 Rabbit Polyclonal Antibody
p38 Antibody
B0799-100ul
Assay Biotech
100μl
EUR 217
Description: p38 Rabbit Polyclonal Antibody
p38 Antibody
B0799-50ul
Assay Biotech
50μl
EUR 143.5
Description: p38 Rabbit Polyclonal Antibody
p38 Antibody
abx236076-100g
Abbexa
100 µg
EUR 350
p38 Antibody
abx236076-100ug
Abbexa
100 ug
EUR 577.2
p38 Antibody
E38PA4721
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Antibody
E38PA5060
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Antibody
E38PA5094
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Antibody
E38PA7126
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Antibody
E38PA3186
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Antibody
MBS5316121-5x01mL
MyBiosource
5x0.1mL
EUR 1920
p38 Antibody
MBS5316122-5x01mL
MyBiosource
5x0.1mL
EUR 2270
p38 Antibody
MBS805089-5x01mL
MyBiosource
5x0.1mL
EUR 1350
p38 Antibody
MBS806203-0025mL
MyBiosource
0.025mL
EUR 320
p38 Antibody
MBS8002013-0025mL
MyBiosource
0.025mL
EUR 315
p38 Antibody
MBS8002013-5x0025mL
MyBiosource
5x0.025mL
EUR 890
p38 Antibody
MBS8584173-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 465
p38 Antibody
MBS8584173-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 465
p38 Antibody
MBS8584173-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 465
p38 Antibody
MBS8584173-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 465
p38 Antibody
MBS8582665-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 465
p38 Antibody
MBS8582665-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 465
p38 Antibody
MBS8582665-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 465
p38 Antibody
MBS8582665-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 465
p38 Antibody
MBS8582905-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 465
p38 Antibody
MBS8582905-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 465
p38 Antibody
MBS8582905-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 465
p38 Antibody
MBS8582905-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 465
p38 Antibody
MBS8582923-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 465
p38 Antibody
MBS8582923-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 465
p38 Antibody
MBS8582923-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 465
p38 Antibody
MBS8582923-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 465
p38 Antibody
MBS8581787-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 465
p38 Antibody
MBS8581787-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 465
p38 Antibody
MBS8581787-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 465
p38 Antibody
MBS8581787-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 465
p38 Antibody
MBS9508977-005mL
MyBiosource
0.05mL
EUR 285
p38 Antibody
MBS9508977-5x01mL
MyBiosource
5x0.1mL
EUR 1590
p38 Antibody
MBS9435492-005mL
MyBiosource
0.05mL
EUR 325
p38 Antibody
MBS9435492-5x01mL
MyBiosource
5x0.1mL
EUR 1810
p38 Antibody
MBS9409774-5x01mL
MyBiosource
5x0.1mL
EUR 1740
p38 Antibody
SPC-172D
Stressmarq
0.1ml
EUR 161
Description: Rabbit Anti-Human p38 Polyclonal
p38 Antibody
SPC-172S
Stressmarq
0.012ml
Ask for price
Description: Rabbit Anti-Human p38 Polyclonal
p38 Substrate
MBS517838-5x1mg
MyBiosource
5x1mg
EUR 675
MAP Kinase p38, Control Cell Extracts (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS657552-10Blots
MyBiosource
10Blots
EUR 430
MAP Kinase p38, Control Cell Extracts (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS657552-5x10Blots
MyBiosource
5x10Blots
EUR 1785
MAP Kinase p38, phosphorylated (Thr180, Ty182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS633592-01mL
MyBiosource
0.1mL
EUR 695
MAP Kinase p38, phosphorylated (Thr180, Ty182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS633592-5x01mL
MyBiosource
5x0.1mL
EUR 2985
MAP Kinase p38, phosphorylated (Thr180, Tyr182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS630803-02mL
MyBiosource
0.2mL
EUR 650
MAP Kinase p38, phosphorylated (Thr180, Tyr182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS630803-06mL
MyBiosource
0.6mL
EUR 1175
MAP Kinase p38, phosphorylated (Thr180, Tyr182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS630803-5x06mL
MyBiosource
5x0.6mL
EUR 5140
MAP Kinase p38, phosphorylated (Thr180, Ty182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS632290-02mL
MyBiosource
0.2mL
EUR 660
MAP Kinase p38, phosphorylated (Thr180, Ty182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS632290-5x02mL
MyBiosource
5x0.2mL
EUR 2810
MAP Kinase p38, phosphorylated (Thr180, Tyr182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS627818-10Blots
MyBiosource
10Blots
EUR 875
MAP Kinase p38, phosphorylated (Thr180, Tyr182) (Mitogen Activated Protein Kinase p38, MAPK p38)
MBS627818-5x10Blots
MyBiosource
5x10Blots
EUR 3785
SB-203580 p38 MAPK(p38 MAP kinase) Inhibitor
E1B1863
EnoGene
1mg
EUR 85
SB-203580 p38 MAPK (p38 MAP kinase) Inhibitor
MBS8579825-1mg
MyBiosource
1mg
EUR 180
SB-203580 p38 MAPK (p38 MAP kinase) Inhibitor
MBS8579825-5x1mg
MyBiosource
5x1mg
EUR 660
p38 (411-425) M.leprae
MBS8246858-10mg
MyBiosource
10mg
EUR 675
p38 (411-425) M.leprae
MBS8246858-1mg
MyBiosource
1mg
EUR 255
p38 (411-425) M.leprae
MBS8246858-5mg
MyBiosource
5mg
EUR 480
p38 (411-425) M.leprae
MBS8246858-5x10mg
MyBiosource
5x10mg
EUR 2955
MAP Kinase p38, phosphorylated (Thr180, Ty182) (Mitogen Activated Protein Kinase p38, MAPK p38) (Agarose)
MBS631660-04mL
MyBiosource
0.4mL
EUR 670
MAP Kinase p38, phosphorylated (Thr180, Ty182) (Mitogen Activated Protein Kinase p38, MAPK p38) (Agarose)
MBS631660-5x04mL
MyBiosource
5x0.4mL
EUR 2870
Anti - p38-a
MBS684252-002mL
MyBiosource
0.02mL
EUR 270
Anti - p38-a
MBS684252-005mL
MyBiosource
0.05mL
EUR 485
Anti - p38-a
MBS684252-5x01mL
MyBiosource
5x0.1mL
EUR 2925
Anti - p38-b
MBS684253-002mL
MyBiosource
0.02mL
EUR 270
Anti - p38-b
MBS684253-005mL
MyBiosource
0.05mL
EUR 485
Anti - p38-b
MBS684253-5x01mL
MyBiosource
5x0.1mL
EUR 2925
Anti - p38-g
MBS684254-002mL
MyBiosource
0.02mL
EUR 270
Anti - p38-g
MBS684254-005mL
MyBiosource
0.05mL
EUR 485
Anti - p38-g
MBS684254-5x01mL
MyBiosource
5x0.1mL
EUR 2925
Anti - p38-d
MBS684255-002mL
MyBiosource
0.02mL
EUR 270
Anti - p38-d
MBS684255-005mL
MyBiosource
0.05mL
EUR 485
Anti - p38-d
MBS684255-5x01mL
MyBiosource
5x0.1mL
EUR 2925
p38 Mouse mAb
E2222580
EnoGene
100ul
EUR 255
Description: Biotin-Conjugated, FITC-Conjugated , AF350 Conjugated , AF405M-Conjugated ,AF488-Conjugated, AF514-Conjugated ,AF532-Conjugated, AF555-Conjugated ,AF568-Conjugated , HRP-Conjugated, AF405S-Conjugated, AF405L-Conjugated , AF546-Conjugated, AF594-Conjugated , AF610-Conjugated, AF635-Conjugated , AF647-Conjugated , AF680-Conjugated , AF700-Conjugated , AF750-Conjugated , AF790-Conjugated , APC-Conjugated , PE-Conjugated , Cy3-Conjugated , Cy5-Conjugated , Cy5.5-Conjugated , Cy7-Conjugated Antibody
p38 Mouse mAb
E2220879
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Mouse mAb
MBS8539086-01mL
MyBiosource
0.1mL
EUR 305
p38 Mouse mAb
MBS8539086-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 565
p38 Mouse mAb
MBS8539086-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38 Mouse mAb
MBS8539086-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38 Mouse mAb
MBS8539086-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 Rabbit pAb
E2340697
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Rabbit pAb
E2380881
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Rabbit pAb
E2381051
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Rabbit mAb
E38A4061
EnoGene
100ug/100ul
EUR 255
p38 Rabbit mAb
E2R25239
EnoGene
100μl
EUR 225
Description: Available in various conjugation types.
p38 Rabbit pAb
E2251338
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Rabbit pAb
E2251719
EnoGene
100ul
EUR 225
Description: Available in various conjugation types.
p38 Rabbit mAb
E2R27123
EnoGene
100μl
EUR 225
Description: Available in various conjugation types.
p38 Rabbit mAb
MBS4752931-01mL
MyBiosource
0.1mL
EUR 450
p38 Rabbit mAb
MBS4752931-5x01mL
MyBiosource
5x0.1mL
EUR 1540
p38 Rabbit mAb
MBS4754198-01mL
MyBiosource
0.1mL
EUR 450
p38 Rabbit mAb
MBS4754198-5x01mL
MyBiosource
5x0.1mL
EUR 1540
p38 Rabbit pAb
MBS8542346-01mL
MyBiosource
0.1mL
EUR 305
p38 Rabbit pAb
MBS8542346-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 565
p38 Rabbit pAb
MBS8542346-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38 Rabbit pAb
MBS8542346-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38 Rabbit pAb
MBS8542346-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 Rabbit pAb
MBS8542516-01mL
MyBiosource
0.1mL
EUR 305
p38 Rabbit pAb
MBS8542516-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 565
p38 Rabbit pAb
MBS8542516-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38 Rabbit pAb
MBS8542516-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38 Rabbit pAb
MBS8542516-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 Rabbit pAb
MBS8540327-01mL
MyBiosource
0.1mL
EUR 305
p38 Rabbit pAb
MBS8540327-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 565
p38 Rabbit pAb
MBS8540327-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38 Rabbit pAb
MBS8540327-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38 Rabbit pAb
MBS8540327-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 Rabbit pAb
MBS8541727-01mL
MyBiosource
0.1mL
EUR 305
p38 Rabbit pAb
MBS8541727-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 565
p38 Rabbit pAb
MBS8541727-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38 Rabbit pAb
MBS8541727-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38 Rabbit pAb
MBS8541727-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 Rabbit pAb
MBS8539985-01mL
MyBiosource
0.1mL
EUR 305
p38 Rabbit pAb
MBS8539985-01mLAF405L
MyBiosource
0.1mL(AF405L)
EUR 565
p38 Rabbit pAb
MBS8539985-01mLAF405S
MyBiosource
0.1mL(AF405S)
EUR 565
p38 Rabbit pAb
MBS8539985-01mLAF610
MyBiosource
0.1mL(AF610)
EUR 565
p38 Rabbit pAb
MBS8539985-01mLAF635
MyBiosource
0.1mL(AF635)
EUR 565
p38 HOG Kinase
MBS395428-025mg
MyBiosource
0.25mg
EUR 425
p38 HOG Kinase
MBS395428-5x025mg
MyBiosource
5x0.25mg
EUR 1760
anti-Crk p38
YF-PA11088
Abfrontier
50 ul
EUR 435.6
Description: Mouse polyclonal to Crk p38
anti-Crk p38
YF-PA11089
Abfrontier
50 ug
EUR 435.6
Description: Mouse polyclonal to Crk p38
anti-Crk p38
YF-PA11090
Abfrontier
100 ug
EUR 483.6
Description: Rabbit polyclonal to Crk p38
anti-Crk p38
YF-PA23509
Abfrontier
50 ul
EUR 400.8
Description: Mouse polyclonal to Crk p38
p38 beta, Active
7763-100
Biovision
each
EUR 5214
p38 beta, Active
7763-5
Biovision
each
EUR 444
p38 beta protein
30R-2875
Fitzgerald
5 ug
EUR 425
Description: Purified recombinant Human p38 beta protein
Crk p38 Antibody
AF6323-100ul
Affinity Biosciences
100ul
EUR 168
Description: WB,IHC,IF/ICC,ELISA(peptide)
Crk p38 Antibody
AF6323-200ul
Affinity Biosciences
200ul
EUR 210
Description: WB,IHC,IF/ICC,ELISA(peptide)
p38 (C20) Antibody
MBS440021-02mg
MyBiosource
0.2mg
EUR 285
p38 (C20) Antibody
MBS440021-5x02mg
MyBiosource
5x0.2mg
EUR 1185
p38 Antibody: HRP
MBS805179-01mL
MyBiosource
0.1mL
EUR 455
p38 Antibody: HRP
MBS805179-5x01mL
MyBiosource
5x0.1mL
EUR 1505
p38 Antibody: RPE
MBS805299-01mL
MyBiosource
0.1mL
EUR 465
p38 Antibody: RPE
MBS805299-5x01mL
MyBiosource
5x0.1mL
EUR 1535
p38 Hog Antibody
P9809
Antagene
100ug
EUR 259
p38 Antibody: APC
SPC-172D-APC
Stressmarq
0.1ml
EUR 197.4
Description: Rabbit Anti-Human p38 Polyclonal
p38 Antibody: HRP
SPC-172D-HRP
Stressmarq
0.1ml
EUR 189
Description: Rabbit Anti-Human p38 Polyclonal
p38 Antibody: RPE
SPC-172D-RPE
Stressmarq
0.1ml
EUR 195.3
Description: Rabbit Anti-Human p38 Polyclonal
anti-AIMP2/p38
YF-PA15507
Abfrontier
50 ug
EUR 435.6
Description: Mouse polyclonal to AIMP2/p38
p38 MAPK Antibody
49379
SAB
100ul
EUR 499
p38 MAPK Antibody
49379-100ul
SAB
100ul
EUR 399.6
p38 MAPK Antibody
49379-50ul
SAB
50ul
EUR 286.8
p38 MAPK antibody
70R-33398
Fitzgerald
100 ug
EUR 294
Description: Rabbit polyclonal p38 MAPK antibody
p38 MAPK antibody
70R-33400
Fitzgerald
100 ug
EUR 294
Description: Rabbit polyclonal p38 MAPK antibody
P38 MAPK antibody
70R-34325
Fitzgerald
100 ug
EUR 294
Description: Rabbit polyclonal P38 MAPK antibody
Compared with other algorithms, the algorithm proposed FSM has the largest mutual information (0.1337), the highest accuracy (0.9899), the lowest false positive rate (0.0624), and the lowest false negative rate (0.1126); compared to other models, the model of the lift error warning raised in this study had the lowest root mean-square error (RMSE) values (0.0201), the highest accuracy (0.9834), the lowest value of Loss (0.0012), and the convergence time shortest (88.2608s), indicating that the safety of elevators and lift systems monitoring warning error model viable. This study establishes a good way to monitor the efficiency of the elevator safety in China.