Globally, 1.2 million people die and 50 million people are injured annually due to traffic accidents. These traffic accidents cost $500 billion dollars. Drunk drivers are found in 40% of the traffic crashes. Existing drunk driving detection (DDD) systems do not provide accurate detection and pre-warning concurrently. Electrocardiogram (ECG) is a proven biosignal that accurately and simultaneously reflects human's biological status. In this letter, a classifier for DDD based on ECG is investigated in an attempt to reduce traffic accidents caused by drunk drivers. At this point, it appears that there is no known research or literature found on ECG classifier for DDD. To identify drunk syndromes, the ECG signals from drunk drivers are studied and analyzed. As such, a precise ECG-based DDD (ECG-DDD) using a weighted kernel is developed. From the measurements, 10 key features of ECG signals were identified. To incorporate the important features, the feature vectors are weighted in the customization of kernel functions. Four commonly adopted kernel functions are studied. Results reveal that weighted feature vectors improve the accuracy by 11% compared to the computation using the prime kernel. Evaluation shows that ECG-DDD improved the accuracy by 8% to 18% compared to prevailing methods.
from #Medicine via ola Kala on Inoreader http://ift.tt/1VQcNDZ
via IFTTT
Αρχειοθήκη ιστολογίου
-
►
2023
(138)
- ► Φεβρουαρίου (74)
- ► Ιανουαρίου (64)
-
►
2022
(849)
- ► Δεκεμβρίου (61)
- ► Σεπτεμβρίου (74)
- ► Φεβρουαρίου (65)
-
►
2021
(2936)
- ► Δεκεμβρίου (59)
- ► Σεπτεμβρίου (180)
- ► Φεβρουαρίου (325)
-
►
2020
(1624)
- ► Δεκεμβρίου (293)
- ► Σεπτεμβρίου (234)
- ► Φεβρουαρίου (28)
-
►
2019
(13362)
- ► Δεκεμβρίου (19)
- ► Σεπτεμβρίου (54)
- ► Φεβρουαρίου (5586)
- ► Ιανουαρίου (5696)
-
►
2018
(66471)
- ► Δεκεμβρίου (5242)
- ► Σεπτεμβρίου (5478)
- ► Φεβρουαρίου (4835)
- ► Ιανουαρίου (5592)
-
►
2017
(44259)
- ► Δεκεμβρίου (5110)
- ► Σεπτεμβρίου (5105)
-
▼
2016
(7467)
- ► Δεκεμβρίου (514)
- ► Σεπτεμβρίου (1038)
-
▼
Μαΐου
(630)
-
▼
Μαΐ 09
(50)
- Sensors, Vol. 16, Pages 659: A Precise Drunk Drivi...
- Polymers, Vol. 8, Pages 185: Electro-Active Polyme...
- Animals, Vol. 6, Pages 34: Impact of Androstenone ...
- Materials, Vol. 9, Pages 351: Effect of Graphene N...
- Sensors, Vol. 16, Pages 658: Fluoride Anion Recogn...
- IJMS, Vol. 17, Pages 692: Study on the Application...
- IJMS, Vol. 17, Pages 692: Study on the Application...
- Religions, Vol. 7, Pages 53: History, Culture and ...
- Molecules, Vol. 21, Pages 604: Protective Effects ...
- Symmetry, Vol. 8, Pages 34: Ranking Features on Ps...
- Religions, Vol. 7, Pages 52: Social Work Field Edu...
- Sensors, Vol. 16, Pages 660: Investigation of Hemo...
- Sustainability, Vol. 8, Pages 457: Study on the Ev...
- Sensors, Vol. 16, Pages 653: Cubature Information ...
- Nutrients, Vol. 8, Pages 276: Sesamin Ameliorates ...
- Symmetry, Vol. 8, Pages 33: Multivariate Krawtchou...
- Diversity of Virulence Factors Associated with Wes...
- Mutation Analysis of the Common Deafness Genes in ...
- IJERPH, Vol. 13, Pages 479: Hospitalisation Result...
- Nutrients, Vol. 8, Pages 275: The Potential Protec...
- Sustainability, Vol. 8, Pages 456: Transformationa...
- Catalysts, Vol. 6, Pages 66: Immobilization of Gen...
- Molecules, Vol. 21, Pages 581: Supported Pd-Au Mem...
- Sensors, Vol. 16, Pages 657: Dynamic Response Anal...
- Sensors, Vol. 16, Pages 656: CoR-MAC: Contention o...
- Micromachines, Vol. 7, Pages 86: Advances in Micro...
- Molecules, Vol. 21, Pages 603: High-Performance Li...
- Nanomaterials, Vol. 6, Pages 87: Rapamycin Loaded ...
- IJERPH, Vol. 13, Pages 478: Estimating Nitrogen Lo...
- IJFS, Vol. 4, Pages 9: Factors Affecting Firm Comp...
- Sensors, Vol. 16, Pages 652: Fuzzy-Based Hybrid Co...
- Remote Sensing, Vol. 8, Pages 392: Characterizing ...
- Remote Sensing, Vol. 8, Pages 394: Changes in Aero...
- The role of chemerin and ChemR23 in stimulating th...
- Serum interleukin (IL)-9 and IL-10, but not T-help...
- Severe acute hepatocellular injury attributed to O...
- The risk of community-acquired pneumonia among 980...
- Effect of a Financial Incentive for Colorectal Can...
- Impact of hypocaloric hyperproteic diet on gut mic...
- French national consensus clinical guidelines for ...
- The role of combined 24-h multichannel intralumina...
- Insufficient evidence of benefit regarding mortali...
- Development and validation of a radiomics nomogram...
- Most premature surveillance colonoscopy is not att...
- Treatment allocation in patients with early-stage ...
- Magnetic resonance enterography changes after anti...
- Patient-Reported Outcomes Measurement Information ...
- Clinical activity and quality of life indices are ...
- Membranes, Vol. 6, Pages 25: Microencapsulation by...
- Agronomy, Vol. 6, Pages 29: Little Potential of Sp...
-
▼
Μαΐ 09
(50)
- ► Φεβρουαρίου (793)
Αναζήτηση αυτού του ιστολογίου
Εγγραφή σε:
Σχόλια ανάρτησης (Atom)
-
Αλέξανδρος Γ. Σφακιανάκης Medicine by Alexandros G. Sfakianakis,Anapafseos 5 Agios Nikolaos 72100 Crete Greece,00302841026182,0030693260717...
-
heory of COVID-19 pathogenesis Publication date: November 2020Source: Medical Hypotheses, Volume 144Author(s): Yuichiro J. Suzuki ScienceD...
-
https://ift.tt/2MQ8Ai8
Δεν υπάρχουν σχόλια:
Δημοσίευση σχολίου
Σημείωση: Μόνο ένα μέλος αυτού του ιστολογίου μπορεί να αναρτήσει σχόλιο.