Prediction of NOx emission of an experimental swirl stabilized combustor using the flame image processing techniques and data mining methods
Alireza
Torabi
عضو هیات علمی / دانشکدة علوم و فنون نوین، دانشگاه تهران
author
Rouzbeh
Riazi
عضو هیات علمی / دانشکدة علوم و فنون نوین، دانشگاه تهران
author
Mohamad
Daneshi Kohani
دانشجوی کارشناس ارشد / دانشکدة علوم و فنون نوین، دانشگاه تهران
author
Shidvash
Vakilipour
عضو هیات علمی / دانشکدة علوم و فنون نوین، دانشگاه تهران
author
Hadi
Veisi
عضو هیات علمی / دانشکدة علوم و فنون نوین، دانشگاه تهران
author
Hadi
Zare
عضو هیات علمی / دانشکدة علوم و فنون نوین، دانشگاه تهران
author
text
article
2016
per
So far, some methods have been presented for prediction of parameters of a combustion system based on the flame image processing techniques. Almost all of them use various techniques to convert the extracted geometrical and luminosity data of flame image into combustion information. Potentially, image of a flame includes many information in terms of different features which could be related to the combustion field. In this work, relations between recorded images taken from turbulent flames in a combustion chamber with measured values of NOx emission have been investigated using image processing techniques along with three methods of data mining. For this purpose geometrical, statistical and luminosity features extracted from flame images were used as input data for the LVQ, MLP and SOM neural networks. Based on these extracted features from flame images the neural networks predicted the level of NOx emission and these predicted values were validated with the measured data of combustor. Moreover by using forward feature selection technique in each of the above-mentioned algorithms, five features were selected. The related experiments were already performed by using four different types of secondary fuel injectors (with four different designs) for an overall equivalence ratio between =0.7~0.9 along with different amount of secondary fuel injection rate in the range of Qsec=0.6~4.2 L/min. The result shows that the LVQ with 97% accuracy has better capability for prediction of the level of NOx emission than SOM and MLP methods.
Aerospace Knowledge and Technology Journal
Malek ashtar University of Technology
2322-1070
5
v.
2
no.
2016
7
28
https://www.astjournal.ir/article_21823_2c10db8ccd833877f64c225718154479.pdf
Failure and maintenance prediction analysis of a mini-turbofan engine by implementation of statistical data with application in a UAV
Jamasb
Pirkandi
عضو هیات علمی / مجتمع دانشگاهی هوافضا، دانشگاه صنعتی مالک اشتر
author
Mehdi
Jahromi
عضو هیات علمی / مجتمع دانشگاهی هوافضا، دانشگاه صنعتی مالک اشتر
author
Mojtaba
Mohammadpour
کارشناس ارشد / مجتمع دانشگاهی هوافضا، دانشگاه صنعتی مالک اشتر
author
text
article
2016
per
In this paper a mini turbofan engine which would be used in a UAV, is considered to be in the early and reverse design phase and reliability and maintainability analysis have been performed. To overcome the lack of data in design phase, it is used generic data or expert judgments. Then simulation process utilizing reliability block diagrams is performed. The results involve reliability evaluation of system, reliability importance and availability. The engine has less than 98 percent reliability in 126 flight hours. A reliability allocation method has been utilized to improve the reliability measure to 98 percent in 250 flight hours. An availability analysis utilizing Monte Carlo simulation has been done and 0.753 percent as mean availability has been estimated during 3 years usage and maintenance policies have been proposed for 3 years usage of the engine. Results reveal that the oil and fuel filters, pumps and the disks and blades of the rotating subsystems are the most critical parts of the engine.
Aerospace Knowledge and Technology Journal
Malek ashtar University of Technology
2322-1070
5
v.
2
no.
2016
29
44
https://www.astjournal.ir/article_21824_088e4479190bf86222d32dd599b5d226.pdf
Robust online perturbation estimation using second–order sliding mode theory for an earth-orbiting spacecraft
Jafar
Roshanian
عضو هیات علمی / دانشکده مهندسی هوافضا، دانشگاه صنعتی خواجه نصیرالدین طوسی
author
AbdolMajid
Khoshnood
عضو هیات علمی / دانشکده مهندسی هوافضا، دانشگاه صنعتی خواجه نصیرالدین طوسی
author
Mehdi
Hasani
دانشجوی دکتری / دانشکده مهندسی هوافضا، دانشگاه صنعتی خواجه نصیرالدین طوسی
author
Ehsan
Hasani
دانشجوی کارشناسی ارشد / دانشکده مهندسی هوافضا، دانشگاه صنعتی خواجه نصیرالدین طوسی
author
text
article
2016
per
Several methods for perturbation estimation can be found in the literatures. The dynamic Inversion technique is a well-known technique to estimate perturbation in the noisy environment. The main idea in the dynamic inversion techniques is replacing the measurement output by state variables in the dynamic equation. The problem with implementing the dynamic inversion method is that it might be difficult to construct the derivative output from noisy measurement. In this paper, a second order sliding mode differentiator and super twisting algorithm is applied for obtaining the derivative of noisy measurement signal. For this purpose, after the measurement noise has been approaches to sliding surface, the measurement output has been decoupled from noisy environment and it is possible to extract derivatives of measurement signal in a noise-free environment. The proposed method is evaluated to estimate the space perturbation in the presence of measurement noise. The advantages of the proposed method in comparison with other methods are illustrated through simulations.
Aerospace Knowledge and Technology Journal
Malek ashtar University of Technology
2322-1070
5
v.
2
no.
2016
45
53
https://www.astjournal.ir/article_21825_5c3fd20c3c2c6a022e30d78ea4b2f2e0.pdf
Analytical study of metaheuristic algorithms on optimization of contorollers in quadrotor drones
Hamed
Shahbazi
عضو هیات علمی / دانشکده فنی و مهندسی، دانشگاه اصفهان
author
Vahid
Tikani
دانشجوی کارشناسی ارشد / دانشکده فنی و مهندسی، دانشگاه اصفهان
author
text
article
2016
per
Quadrotor is a flying robot with six degrees of freedom which can do vertical flight and complex maneuvers. Since the robot has nonlinear and coupled dynamic model, designing a controller with desired performance involves a large number of interdependent design parameters. The application of meta-heuristic algorithms for PID controller design and adjusting the gain values of the controller is presented in the paper. Therefor three meta-heuristic algorithms have been used for optimal tuning of PID parameters. Genetic Algorithm (GA), Particle Swarm Optimization (PSO) and Harmony Search (HS) are compared in minimizing the performance criteria formula that can result a better performance for controlling of quadrotor. Finally the PSO algorithm could reduce the cost function more than other evolutionary algorithms and provides suitable answers. To study the performance of PID controller on attitude control of the system, a quadrotor is installed to the designed stand. The system consists of accelerometer and gyroscope sensors and a microcontroller which is used to design PID attitude controller for the quadrotor. Considering that the experimental data has lots of errors and noises, Kalman filter is used to reduce the noises. Finally using the Kalman filter leads to better estimation of the quadrotor angle position and the PID controller performs the desired motions successfully.
Aerospace Knowledge and Technology Journal
Malek ashtar University of Technology
2322-1070
5
v.
2
no.
2016
55
66
https://www.astjournal.ir/article_21826_e0a93c59c6ca8b5b65664110c0c2b23e.pdf
Determination of type, flow characteristics and Mach disc location of the gas jet using numerical simulation
Ali
Mirmohammadi
عضو هیات علمی / دانشکده مهندسی مکانیک، دانشگاه تربیت دبیر شهید رجایی
author
Ami Ata
Varaei
دانشجوی کارشناسی ارشد / دانشکده مهندسی مکانیک، دانشگاه تربیت دبیر شهید رجایی
author
text
article
2016
per
High pressure gas flow at the outlet of the nozzle jet and rocket engines and gas engines in the combustion chamber is one of the factors affecting driving force, fuel consumption, emissions and engine efficiency. Hence its study is very important. High pressure gas from the nozzle exit and the process of mixing with ambient air, depending on the flow properties of compressibility and density barrel shaped like waves, creating shock waves and the stopper. The purpose of this article is the numerical study of these properties. The Mach disk contours, speed and pressure profile that is the effective parameters in the gas flow exit from the nozzles are presented in this paper. Gas jet flow simulation results showed that high pressure ratio of 81.4:1, the formation of the gas jet boundary due to the high amount of kinetic energy is independent of viscosity or turbulent flow in the gas jet. Also the results showed that if the pressure ratio is higher than 18.6:1 the characteristics of the local Mach number and the dimensionless pressure P/Pn is independent of the pressure ratio between the nozzle and the environment, which it depends only on dimensionless distance x/d.
Aerospace Knowledge and Technology Journal
Malek ashtar University of Technology
2322-1070
5
v.
2
no.
2016
67
78
https://www.astjournal.ir/article_21827_f7a59fbd9ee8b8747c37a5435a0eb2ee.pdf
Design and theoretical - experimental analysis of a flexure pivot for a propulsion system test stand
Ali Reza
Mokhtari
کارشناس ارشد / مجتمع دانشگاهی مکانیک و هوافضا، دانشگاه صنعتی مالک اشتر
author
Masoud
Mosayebi
عضو هیات علمی / مجتمع دانشگاهی مکانیک و هوافضا، دانشگاه صنعتی مالک اشتر
author
Shahram
Yousefi
عضو هیات علمی / مجتمع دانشگاهی مکانیک و هوافضا، دانشگاه صنعتی مالک اشتر
author
text
article
2016
per
By arrangement of flexure-load cell columns in the six-component test stands, the thrust vector components of force and moment of a propulsion system can be measured. In this research, the main considerations in the flexure design process of a six component test stand is introduced. Also, a Flexure with new geometric structure to take account of these considerations is proposed. Then, by using computational constrained multi-dimensional optimization of direct methods, geometrical dimensions of the flexure are calculated. In the next step, finite element analysis is carried out on designed flexure and its results are compared with results of the analytical solution. To validate the results of the theoretical solution, natural frequencies of the flexure and buckling critical loads are measured experimentally. Based on the acceptable correlation of the theoretical and experimental results, it can be said that the proposed flexure is a good choice for using in a propulsion system six - component test stand.
Aerospace Knowledge and Technology Journal
Malek ashtar University of Technology
2322-1070
5
v.
2
no.
2016
79
91
https://www.astjournal.ir/article_21828_caae648c7303ee3b71e90a24e2fa7118.pdf
Investigation of stress field parameters in a cracked stiffened plate under mixed mode I/II
Mahnaz
Zakeri
عضو هیات علمی / دانشکده مهندسی هوافضا، دانشگاه صنعتی خواجهنصیرالدین طوسی
author
Abolfazl
Jafari
کارشناس ارشد / دانشکده مهندسی هوافضا، دانشگاه صنعتی خواجهنصیرالدین طوسی
author
text
article
2016
per
Thin reinforced plates are utilized widely in many fields of engineering industries. Existence of crack is an important factor of failure in such structures, which can lead to structural damage in less time than its real function without the crack. In this paper, stress intensity factors for mode one and mode two of fracture are studied in isogrid thin plate reinforced with diamond lattice and stiffeners with T-shaped cross section under uniaxial and biaxial loading conditions to find the difference with simple plates. The rectangular reinforced plate has 12 stiffener ribs with angle of 60 degrees regarding to transverse axis. In order to model the reinforced sheet, plates and stiffeners are assembled together uniformly. Modeling and analysis are performed using Abaqus finite element software; and the effect of various parameters such as length and angle of the crack and also, the different loading conditions on stress intensity factors in reinforced lattice plane are investigated. The results show that each of the investigated variables has a significant impact on stress intensity factors. Also, by changing the angle of crack or at different loading conditions, the stress intensity factors can have negative values in lattice reinforced thin plate.
Aerospace Knowledge and Technology Journal
Malek ashtar University of Technology
2322-1070
5
v.
2
no.
2016
93
107
https://www.astjournal.ir/article_21829_7efe534212c6e712a7c39a4f89b65d40.pdf