IP Library › Granted Patent US 12,215,642
Granted Patent B2
US 12,215,642 · App. 18/465,387 · Granted Feb 4, 2025

Compression ignition engine control

Inventors: Rajesh Rajamani (Saint Paul, MN); Woongsun Jeon (Seoul, KR)
Assignee: Regents of the University of Minnesota
F02D35/023F02D35/027F02D41/062F05D2270/334
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 12,215,642
App. No.
18/465,387
Granted
Feb 4, 2025
Kind
B2
Abstract

A method of estimating in-cylinder pressure includes receiving a vibration signal from a vibration sensor mounted proximate a compression ignition (CI) engine, receiving angular position information for the CI engine, and determining in-cylinder pressure based on the angular position information and on a combustion component of the vibration signal.

Claims (19)

1. An engine system, comprising:

an engine controller;

a compression ignition (CI) engine connected to the engine controller, the CI engine configured to receive engine control signals from the engine controller and to transmit current engine operating condition measurements to the engine controller, the CI engine having an engine block, the current engine operating condition measurements including angular position information; and

a vibration sensor placed proximate to the engine block,

wherein the engine controller comprises at least one processor configured to:

receive a vibration signal from the vibration sensor;

determine a non-combustion component of the vibration signal indicative of vibrations in the engine block not caused by combustion;

determine a combustion component of the vibration signal based on the non-combustion component of the vibration signal and the vibration signal, wherein the combustion component of the vibration signal is indicative of vibrations in the engine block caused by combustion;

determine an in-cylinder pressure based on the angular position information for a current cycle of the CI engine and on the combustion component of the vibration signal; and

generate revised engine control signals for a next cycle of the CI engine based on the determined in-cylinder pressure.

2. The system of claim 1 , wherein the vibration sensor is one of an accelerometer sensor or an acoustic emission sensor.

3. The system of claim 1 , wherein the at least one processor is further configured to:

determine the non-combustion component of the vibration signal using a feedforward adaptive LMS algorithm that uses crankshaft encoder signals as a reference input to extract crankshaft-position-correlated components from the vibration signal; and

determine the combustion component of the vibration signal by subtracting the non-combustion component of the vibration signal from the vibration signal.

4. The system of claim 1 , wherein to determine the in-cylinder pressure, the at least one processor is further configured to apply a differential model of in-cylinder pressure as a function of the angular position information and of the combustion component of the vibration signal, wherein the differential model is based on a root mean squared (RMS) model of the combustion component of the vibration signal.

5. The system of claim 1 ,

wherein the CI engine comprises one or more cylinders,

wherein the at least one processor is further configured to determine one or more of a start of combustion (SOC) value, a CA50 value, and a CA90 value based on the determined in-cylinder pressure and a volume of the one or more cylinders, and

wherein to determine one or more of the CA50 value, the SOC value, and the CA90 value, the at least one processor is configured to determine the crank angle at which a threshold amount of heat release has occurred based on a normalized integration of a heat release rate equation.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Nov 15, 2023
From: RAJAMANI, RAJESH; JEON, WOONGSUN
To: REGENTS OF THE UNIVERSITY OF MINNESOTA
Reel/Frame 065569/0071 →
Continuity (2)
Provisional Application 63375344 · Sep 12, 2022
Related Publication 20240093653A1 · Mar 21, 2024
References Cited (116)
US 4819603A · Morita · 1989 [cited by examiner]
US 6388444B1 · Hahn · 2002 [cited by examiner]
US 8265853B2 · Buslepp et al. · 2012 [cited by applicant]
US 8266947B2 · Yoeda · 2012 [cited by applicant]
US 8281643B2 · Yasuda · 2012 [cited by applicant]
US 8342011B2 · Galtier et al. · 2013 [cited by applicant]
US 8396649B2 · Huang · 2013 [cited by applicant]
US 8423267B2 · Iwatani · 2013 [cited by applicant]
US 8429955B2 · Taglialatela Scafati et al. · 2013 [cited by applicant]
US 9127608B2 · Ito et al. · 2015 [cited by applicant]
US 9212615B2 · Shimo et al. · 2015 [cited by applicant]
US 9423390B2 · Tsuchimaya et al. · 2016 [cited by applicant]
US 9494489B2 · Hagari · 2016 [cited by applicant]
US 10345286B2 · Cochet et al. · 2019 [cited by applicant]
US 10519888B2 · Huang et al. · 2019 [cited by applicant]
US 10683822B2 · Yamamoto · 2020 [cited by applicant]
US 20100037858A1 · Kang · 2010 [cited by applicant]
US 20100313640A1 · Galtier · 2010 [cited by examiner]
US 20160160776A1 · Yeager · 2016 [cited by examiner]
US 20160160779A1 · Yeager · 2016 [cited by examiner]
US 20180348401A1 · Imhof · 2018 [cited by applicant]
US 20190250520A1 · Urbanczyk · 2019 [cited by applicant]
US 20210079856A1 · Henein · 2021 [cited by applicant]
US 20230368590A1 · Sun et al. · 2023 [cited by applicant]
CN 113868956A · 2021 [cited by applicant]
FR 2862089B1 · 2007 [cited by applicant]
JP 4788640B2 · 2011 [cited by applicant]
WO 2009065549A1 · 2009 [cited by applicant]
WO 2013102916A1 · 2013 [cited by applicant]
WO 2014123993A1 · 2014 [cited by applicant]
WO 2021093769A1 · 2021 [cited by applicant]
Abbaszadehmosayebi et al., “Determination of Specific Heat Ratio and Error Analysis for Engine Heat Release Calculations,” Applied Energy, vol. 122, Jun. 1, 2014, pp. 143-150. [cited by applicant]
Amezcua et al., “Accelerometer-Based Estimation of Combustion Features for Engine Feedback Control of Compression-Ignition Direct-Injection Engines,” SAE Technical Paper, Apr. 2020, 9 pp. [cited by applicant]
Ayati et al., “Classification-Based Fuel Injection Fault Detection of a Trainset Diesel Engine Using Vibration Signature Analysis,” Journal of Dynamic Systems Measurement and Control, Feb. 2020, 12 pp. [cited by applicant]
Baghban et al., “Improved Estimation of Cetane Number of Fatty Acid Methyl Esters (FAMEs) Based Biodiesels Using TLBO-NN and PSO-NN Models,” Fuel, vol. 232, Nov. 2018, pp. 620-631. [cited by applicant]
Bao et al., “Experimental Study of the Polytropic Index of the Compression Stroke for a Direct Injection Hydrogen Engine,” International Journal of Hydrogen Energy, vol. 45, No. 52, Oct. 2020, pp. 28196-28203. [cited by applicant]
Bemani et al., “Modeling of Cetane Number of Biodiesel from Fatty Acid Methyl Ester (FAME) Information Using GA-, PSO-, and HGAPSO-LSSVM Models,” Renewable Energy, vol. 150, May 2020, pp. 924-934. [cited by applicant]
Bizon et al., “Reconstruction of In-Cylinder Pressure in a Diesel Engine from Vibration Signal Using a RBF Neural Network Model,” SAE Technical Paper, Sep. 11, 2011, 12 pp. [cited by applicant]
Bohn et al., “State Observer Based Analysis of Crankshaft Speed Measurements with Application to Misfire Detection,” 2005 International Conference on Control and Automation ICCA2005, Jun. 27-29, 2005, pp. 239-244. [cited by applicant]
Brunt et al., “Calculation of Heat Release in Direct Injection Diesel Engines,” AE Technical Paper 1999-01-0187, International Congress and Exposition, Mar. 1-4, 1999, 17 pp. [cited by applicant]
Businaro et al., “Accelerometer Based Methodology for Combustion Parameters Estimation,” Energy Procedia, vol. 81, Dec. 2015, pp. 950-959. [cited by applicant]
Cai et al., “Fault Detection and Diagnostic Method of Diesel Engine by Combining Rule-Based Algorithm and BNs/BPNNs,” Journal of Manufacturing Systems, vol. 57, Oct. 2020, pp. 148-157. [cited by applicant]
Chauvin et al., “Real-Time Combustion Parameters Estimation for HCCI-Diesel Engine Based on Knock Sensor Measurement,” The International Federation of Automatic Control, vol. 41, Jul. 6-11, 2008, pp. 8501-8507. [cited by applicant]
Chiatti et al., “Accelerometer Measurement for MFB Evaluation in Multi-Cylinder Diesel Engine,” Energy, vol. 133, Aug. 15, 2017, pp. 843-850. [cited by applicant]
Chiavola et al., “Combustion Characterization in Diesel Engine via Block Vibration Analysis,” SAB Technical Paper, Apr. 12, 2010, 9 pp. [cited by applicant]
Cressie, “The Origins of Kriging,” Mathematical Geology, vol. 22, No. 3, Apr. 1990, pp. 239-252. [cited by applicant]
Di Pasquale et al., “FEREBUS: Highly Parallelized Engine for Kriging Training,” Journal of Computational Chemistry, vol. 37, No. 29, Nov. 2016, pp. 2606-2616. [cited by applicant]
Du et al., “Reconstructing Cylinder Pressure from Vibration Signals Based on Radial Basis Function Networks,” Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, vol. 215, … [cited by applicant]
Dykas et al., “Acoustic Emission Characteristics of a Single Cylinder Diesel Generator at Various Loads and with a Failing Injector,” Mechanical Systems and Signal Processing, vol. 93, Sep. 2017, pp. 397-414. [cited by applicant]
El-Ghamry et al., “The Development of Automated Pattern Recognition and Statistical Feature Isolation Techniques for the Diagnosis of Reciprocating Machinery Faults Using Acoustic Emission,” Mechanical Systems and Signa… [cited by applicant]
Fang et al., “Closed-Loop Combustion Phase Control for Multiple Combustion Modes by Multiple Injections in a Compression Ignition Engine Fueled by Gasoline-Diesel Mixture,” Applied Energy, vol. 231, Sep. 2018, pp. 816-8… [cited by applicant]
Gao et al., “On-Line Statistical Combustion Phase Optimization and Control of SI Gasoline Engines,” Applied Thermal Engineering, vol. 112, Feb. 5, 2017, pp. 1396-1407. [cited by applicant]
Gao et al., “Reconstruction of Diesel Engine Cylinder Pressure Using a Time Domain Smoothing Technique,” Mechanical Systems and Signal Processing, vol. 13, No. 5, Sep. 1999, pp. 709-722. [cited by applicant]
Gao et al., “SOC Detection of Diesel Engines Based on Online Estimation of Motored Pressure,” ASME 2013 Internal Combustion Engine Division Fall Technical Conference,.Oct. 13-16, 2013. [cited by applicant]
Giakoumis et al., “Estimation of Biodiesel Cetane Number, Density, Kinematic Viscosity and Heating Values from its Fatty Acid Weight Composition,” Fuel, vol. 222, Jun. 2018, pp. 574-585. [cited by applicant]
Gill et al., “A Study of Small HSDI Diesel Engine Fuel Injection Equipment Faults using Acoustic Emission,” Journal of Acoustic Emission (Journal-AE), vol. 18, Mar. 2014, 6 pp. [cited by applicant]
Gu et al., “Non-Parametric Models in the Monitoring of Engine Performance and Condition Part 2: Non-Intrusive Estimation of Diesel Engine Cylinder Pressure and its Use in Fault Detection,” Proceedings of the Institution… [cited by applicant]
Halbe et al., “Control-Oriented Premixed Charge Compression Ignition CA50 Model for a Diesel Engine Utilizing Variable Valve Actuation,” International Journal of Engine Research, vol. 18, No. 8, Dec. 1, 2016, pp. 847-85… [cited by applicant]
Han et al., “Recursive Engine In-Cylinder Pressure Estimation Using Kalman Filter and Structural Vibration Signal,” IFAC PapersOnLine, vol. 51, No. 31, 2018, (Applicant points out, in accordance with MPEP 609.04(a), tha… [cited by applicant]
Han et al., “Virtual Engine In-Cylinder Pressure Sensor for Automobiles and Agricultural Tractors,” IFAC—PapersOnLine, vol. 53, No. 1, Jan. 2020, pp. 543-548. [cited by applicant]
Hountalas et al., “Effect of Pressure Transducer Position on Measured Cylinder Pressure Diagram of High Speed Diesel Engines,” Energy Conversion and Management, vol. 39, No. 7, May 1998, pp. 589-607. [cited by applicant]
Jafari et al., “In-Cylinder Pressure Reconstruction by Engine Acoustic Emission,” Mechanical Systems and Signal Processing, vol. 152, May 2021, 9 pp. [cited by applicant]
Jeon et al., “Accelerometer-Based Robust Estimation of In-Cylinder Pressure for Cycle-to-Cycle Combustion Control,” IEEE Transactions on Instrumentation and Measurement, vol. 72, Aug. 2023, 13 pp. [cited by applicant]
Ji et al., “Combustion Parameter Estimation for ICE from Surface Vibration Using Frequency Spectrum Analysis,” Measurement, vol. 128, Nov. 2018, pp. 485-494. [cited by applicant]
Jia et al., “Review of Sensing Methodologies for Estimation of Combustion Metrics,” Journal of Combustion, vol. 2016, No. 3, Jan. 2016, 9 pp. [cited by applicant]
Jianmin et al., “Fuel Injection System Fault Diagnosis Based on Cylinder Head Vibration Signal,” Procedia Engineering, vol. 16, Dec. 2011, pp. 218-223. [cited by applicant]
Johnsson et al., “Cylinder Pressure Reconstruction Based on Complex Radial Basis Function Networks from Vibration and Speed Signals,” Mechanical Systems and Signal Processing, vol. 20, No. 8, Nov. 2006, pp. 1923-1940. [cited by applicant]
Jones et al., Efficient Global Optimization of Expensive Black-Box Functions, Journal of Global optimization, vol. 13, No. 4, pp., Dec. 1998, pp. 455-492. [cited by applicant]
Jung et al., “Closed-Loop Control for Diesel Combustion Noise Using Engine Vibration Signals,” SAE Technical Paper, Jun. 15, 2015, 7 pp. [cited by applicant]
Khazaee et al., “Fault Detection of Engine Timing Belt Based on Vibration Signals using Data-Mining Techniques and a Novel Data Fusion Procedure,” Structural Health Monitoring, vol. 15, No. 5, Jun. 2016, pp. 583-598. [cited by applicant]
Klein et al., “Estimation of the Cylinder Pressure Offset and Polytropic Exponent Using Extended Kalman Filter,” IFAC Proceedings Volumes, vol. 40, No. 10, Aug. 2007, pp. 175-182. [cited by applicant]
Kobori et al., “A Study of Ignition Delay of Diesel Fuel Sprays,” International Journal of Engine Research, vol. 1, No. 1, Feb. 2000, pp. 29-39. [cited by applicant]
Krause et al., “Vibration-Based Measurement of Activated Cylinders in Reciprocating Machines,” IEEE Transactions on Instrumentation and Measurement, vol. 72, No. 7500415, Oct. 2022, pp. 1-15. [cited by applicant]
Kyrtatos et al., “Cycle-to-Cycle Variations in Diesel Engines,” Applied Energy, vol. 171, Jun. 2016, pp. 120-132. [cited by applicant]
Lee et al., “Reduction of Engine Emissions via a Real-Time Engine Combustion Control with an EGR Rate Estimation Model,” International Journal of Automotive Technology, vol. 18, No. 4, Aug. 2017, pp. 571-578. [cited by applicant]
Leonhardt et al., “Methods for Engine Supervision and Control based on Cylinder Pressure Information,” IEEE/ASME Transactions on Mechatronics, vol. 4, No. 3, Sep. 1999, 15 pp. [cited by applicant]
Li et al., “A New Swarm Intelligence Optimized Multiclass Multi-Kernel Relevant Vector Machine: An Experimental Analysis in Failure Diagnostics of Diesel Engines,” Structural Health Monitoring, vol. 17, No. 6, Dec. 2017… [cited by applicant]
Li et al., Effects of Diesel Pre-Injection on the Combustion and Emission Characteristics of a Common-Rail Diesel Engine Fueled with Diesel-Methanol Dual-Fuel, Fuel, vol. 290, Apr. 15, 2021, 12 pp. [cited by applicant]
Lin et al., “Condition Monitoring and Diagnosis of Injector Faults in a Diesel Engine Using In-Cylinder Pressure and Acoustic Emission Techniques,” Conference: the 14th Asia Pacific Vibration Conference, Dec. 2011, 10 p… [cited by applicant]
Liu et al., “A Fourier Analysis Based Synthetic Method for In-cylinder Pressure Estimation,” SAE Technical Paper, Powertrain & Fluid Systems Conference & Exhibition, Oct. 16-19, 2006, 10 pp. [cited by applicant]
Liu et al., “A Method of Acoustic Emission Source Location for Engine Fault Based on Time Difference Matrix,” Structural Health Monitoring, vol. 22, No. 1, May 24, 2022, pp. 621-638. [cited by applicant]
Liu et al., “A Novel Adaptive Fault Diagnosis Algorithm for Multi-Machine Equipment: Application in Bearing and Diesel Engine,” Structural Health Monitoring, vol. 22, No. 3, Aug. 4, 2022, pp. 1677-1707. [cited by applicant]
McGann et al., “Effect of the Cetane Number on Jet Fuel Spray Ignition at High-Temperature and -Pressure Conditions,” Energy Fuels, vol. 34, Jan. 10, 2020, pp. 1337-1346. [cited by applicant]
Min et al., “Autoignition of Varied Cetane Number Fuels at Low Temperatures,” Proceedings of the Combustion Institute, vol. 37, No. 4, Jun. 2018, pp. 5003-5011. [cited by applicant]
Moro et al., “In-Cylinder Pressure Reconstruction Based on Instantaneous Engine Speed Signal,” Journal of Engineering for Gas Turbines and Power, vol. 124, No. 1, Jan. 2002, pp. 220-225. [cited by applicant]
Murphy et al., “Effects of Cetane Number on Jet Fuel Combustion in a Heavy-Duty Compression Ignition Engine at High Load,” SAE Technical Paper, Apr. 12, 2011, 14 pp. [cited by applicant]
Nelder et al., “A Simplex Method for Function Minimization,” The Computer Journal, vol. 7, No. 4, Jan. 1965, pp. 308-313. [cited by applicant]
Nelson et al., “Accelerometer-Based Acoustic Control: Enabling Auscultation on a Black Hawk Helicopter,” IEEE/ASME Transactions on Mechatronics, vol. 22, No. 2, Apr. 2017, pp. 994-1003. [cited by applicant]
Ofner et al., “In-Cylinder Pressure Reconstruction from Engine Block Vibrations via a Branched Convolutional Neural Network,” Mechanical Systems and Signal Processing, vol. 183, No. 7, Jan. 2023, 10 pp. [cited by applicant]
Olsson et al., “The Nelder-Mead Simplex Procedure for Function Minimization,” Technometrics, vol. 17, No. 1, Feb. 1975, pp. 45-51. [cited by applicant]
Pal et al., “Constrained Surrogate-Based Engine Calibration Using Lower Confidence Bound,” IEEE/ASME Transactions on Mechatronics, vol. 26, No. 6, Dec. 2021, pp. 3116-3127. [cited by applicant]
Panzani et al., “Engine Knock Margin Estimation Using In-Cylinder Pressure Measurements,” IEEE/ASME Transactions on Mechatronics, vol. 22, No. 1, Feb. 2017, 11 pp. [cited by applicant]
Payri et al., “Digital Signal Processing of In-Cylinder Pressure for Combustion Diagnosis of Internal Combustion Engines,” Mechanical Systems and Signal Processing, vol. 24, No. 6, Aug. 2010, pp. 1767-1784. [cited by applicant]
Pla et al., “Adaptive In-Cylinder Pressure Model for Spark Ignition Engine Control,” Fuel, vol. 299, Sep. 1, 2021, 8 pp. [cited by applicant]
Polonowski et al., “Accelerometer Based Sensing of Combustion in a High Speed HPCR Diesel Engine,” SAE Transactions, vol. 116, 2007 World Congress, Apr. 16-19, 2007, 18 pp. [cited by applicant]
Ponti et al., “Remote Combustion Sensing Methodology for Non-Intrusive Cylinder Pressure Estimation in Diesel Engines,” 7th IFAC Symposium on Advances in Automotive Control the International Federation of Automatic Cont… [cited by applicant]
Randall et al., “Diesel Engine Cylinder Pressure Reconstruction,” Proceedings of 21st International Seminar of Modal Analysis Noise and Vibration Engineering, vol. 2, Sep. 18-20, 1996, pp. 847-856. [cited by applicant]
Saldana et al., “Flash Point and Cetane Number Predictions for Fuel Compounds Using Quantitative Structure Property Relationship (QSPR) Methods,” Energy & Fuels, vol. 25, No. 9, Sep. 2011, pp. 3900-3908. [cited by applicant]
Schten et al., “Design of an Automotive Grade Controller for In-Cylinder Pressure Based Engine Control Development,” SAE Technical Paper, 2007 World Congress, Apr. 16-19, 2007, 11 pp. [cited by applicant]
Sen et al., “Analysis of Cycle-to-Cycle Pressure Oscillations in a Diesel Engine,” Mechanical Systems and Signal Processing, vol. 22, Feb. 2008, pp. 362-373. [cited by applicant]
Shahid et al., “Real-Time Abnormality Detection and Classification in Diesel Engine Operations with Convolutional Neural Network,” Expert Systems with Applications vol. 192, Apr. 15, 2022, 11 pp. [cited by applicant]
Sharma et al., “Misfire Detection in an IC Engine Using Vibration Signal and Decision Tree Algorithms,” Measurement, vol. 50, Apr. 2014, pp. 370-380. [cited by applicant]
Shirazi et al., “Application of Discrete Wavelet Transform (DWT) in Combustion Failure Detection of IC Engines,” 2007 5th International Symposium on Image and Signal Processing and Analysis, Sep. 27-29, 2007, pp. 482-48… [cited by applicant]
Syta et al., “Detection of Cylinder Misfire in an Aircraft Engine Using Linear and Non-Linear Signal Analysis,” Measurement, vol. 174, No. 108982, Jan. 2021, 10 pp. [cited by applicant]
Taghizadeh-Alisaraei et al., “Characterization of Engine's Combustion-Vibration Using Diesel and Biodiesel Fuel Blends by Time-Frequency Methods: A Case Study,” Renewable Energy, vol. 95, Apr. 2016, pp. 422-432. [cited by applicant]
Taghizadeh-Alisaraei et al., “Vibration Analysis of a Diesel Engine using Biodiesel and Petrodiesel Fuel Blends,” Fuel, vol. 102, Dec. 2012, pp. 414-422. [cited by applicant]
Tunestal et al., “Model-Based Estimation of Cylinder Pressure Sensor Offset using Least-Squares Methods,” In Proceedings of the 40th IEEE Conference on Decision and Control, vol. 4, Dec. 2001, pp. 3740-3745. [cited by applicant]
Vong et al., “Engine ignition signal diagnosis with Wavelet Packet Transform and Multi-class Least Squares Support Vector Machines,” Expert Systems with Applications, vol. 38, No. 7, Jul. 2011, pp. 8563-8570. [cited by applicant]
Vulli et al., “Time-Frequency Analysis of Single-Point Engine-Block Vibration Measurements for Multiple Excitation-Event Identification,” Journal of Sound and Vibration, vol. 321, No. 3-5, Apr. 2009, pp. 1129-1143. [cited by applicant]
Wang et al., “A New Method of Estimating Derived Cetane Number for Hydrocarbon Fuels,” Fuel, vol. 241, Apr. 2019, pp. 319-326. [cited by applicant]
Wen et al., “Ca50 Estimation Based on Neural Network and Smooth Variable Structure Filter,” ISA transactions, vol. 114, Aug. 2021, 499-507. [cited by applicant]
Wu et al., “Continuous Wavelet Transform Technique for Fault Signal Diagnosis of Internal Combustion Engines,” NDT & E International, vol. 39, No. 4, Jun. 2006, pp. 304-311. [cited by applicant]
Wu et al., “Investigation of Engine Fault Diagnosis Using Discrete Wavelet Transform and Neural Network,” Expert Systems with Applications, vol. 35, No. 3, Oct. 2008, pp. 1200-1213. [cited by applicant]
Yang et al., “Fault Detection in a Diesel Engine by Analysing the Instantaneous Angular Speed,” Mechanical Systems and Signal Processing, vol. 15, No. 3, May 2001, pp. 549-564. [cited by applicant]
Zabihi-Hesari et al., “Fault Detection and Diagnosis of a 12-Cylinder Trainset Diesel Engine Based on Vibration Signature Analysis and Neural Network,” Journal of Mechanical Engineering Science, Jun. 2018, 14 pp. [cited by applicant]
Zhang et al., “Intelligent Diagnosis of V-Type Marine Diesel Engines Based on Multifeatures Extracted From Instantaneous Crankshaft Speed,” in IEEE Transactions on Instrumentation and Measurement, vol. 68, No. 3, Mar. 2… [cited by applicant]