Mathematical Problems in Engineering http://www.hindawi.com The latest articles from Hindawi Publishing Corporation © 2014 , Hindawi Publishing Corporation . All rights reserved. Effective Volumetric Feature Modeling and Coarse Correspondence via Improved 3DSIFT and Spectral Matching Mon, 20 Oct 2014 07:03:50 +0000 http://www.hindawi.com/journals/mpe/2014/378159/ This paper presents a nonrigid coarse correspondence computation algorithm for volumetric images. Our matching algorithm first extracts then correlates image features based on a revised and improved 3DSIFT (I3DSIFT) algorithm. With a scale-related keypoint reorientation and descriptor construction, this feature correlation is less sensitive to image rotation and scaling. Then, we present an improved spectral matching (ISM) algorithm on correlated features to obtain a one-to-one mapping between corresponded features. One can effectively extend this feature correspondence to dense correspondence between volume images. Our algorithm can benefit nonrigid volumetric image registration in many tasks such as motion modeling in medical image analysis and processing. Peizhi Chen and Xin Li Copyright © 2014 Peizhi Chen and Xin Li. All rights reserved. Multiscale Probability Transformation of Basic Probability Assignment Mon, 20 Oct 2014 06:41:43 +0000 http://www.hindawi.com/journals/mpe/2014/319264/ Decision making is still an open issue in the application of Dempster-Shafer evidence theory. A lot of works have been presented for it. In the transferable belief model (TBM), pignistic probabilities based on the basic probability assignments are used for decision making. In this paper, multiscale probability transformation of basic probability assignment based on the belief function and the plausibility function is proposed, which is a generalization of the pignistic probability transformation. In the multiscale probability function, a factor q based on the Tsallis entropy is used to make the multiscale probabilities diversified. An example showing that the multiscale probability transformation is more reasonable in the decision making is given. Meizhu Li, Xi Lu, Qi Zhang, and Yong Deng Copyright © 2014 Meizhu Li et al. All rights reserved. Identification of Nonlinear Dynamic Systems Using Hammerstein-Type Neural Network Sun, 19 Oct 2014 11:14:42 +0000 http://www.hindawi.com/journals/mpe/2014/959507/ Hammerstein model has been popularly applied to identify the nonlinear systems. In this paper, a Hammerstein-type neural network (HTNN) is derived to formulate the well-known Hammerstein model. The HTNN consists of a nonlinear static gain in cascade with a linear dynamic part. First, the Lipschitz criterion for order determination is derived. Second, the backpropagation algorithm for updating the network weights is presented, and the stability analysis is also drawn. Finally, simulation results show that HTNN identification approach demonstrated identification performances. Hongshan Yu, Jinzhu Peng, and Yandong Tang Copyright © 2014 Hongshan Yu et al. All rights reserved. Facial Expression Recognition Based on Discriminant Neighborhood Preserving Nonnegative Tensor Factorization and ELM Sun, 19 Oct 2014 11:13:47 +0000 http://www.hindawi.com/journals/mpe/2014/390328/ A novel facial expression recognition algorithm based on discriminant neighborhood preserving nonnegative tensor factorization (DNPNTF) and extreme learning machine (ELM) is proposed. A discriminant constraint is adopted according to the manifold learning and graph embedding theory. The constraint is useful to exploit the spatial neighborhood structure and the prior defined discriminant properties. The obtained parts-based representations by our algorithm vary smoothly along the geodesics of the data manifold and have good discriminant property. To guarantee the convergence, the project gradient method is used for optimization. Then features extracted by DNPNTF are fed into ELM which is a training method for the single hidden layer feed-forward networks (SLFNs). Experimental results on JAFFE database and Cohn-Kanade database demonstrate that our proposed algorithm could extract effective features and have good performance in facial expression recognition. Gaoyun An, Shuai Liu, Yi Jin, Qiuqi Ruan, and Shan Lu Copyright © 2014 Gaoyun An et al. All rights reserved. Study and Application on Stability Classification of Tunnel Surrounding Rock Based on Uncertainty Measure Theory Sun, 19 Oct 2014 00:00:00 +0000 http://www.hindawi.com/journals/mpe/2014/626527/ Based on uncertainty measure theory, a stability classification and order-arranging model of surrounding rock was established. Considering the practical engineering geologic condition, 5 factors that influence surrounding rock stability were taken into account and uncertainty measure function was obtained based on the in situ data. In this model, uncertainty influence factors were analyzed quantitatively and qualitatively based on the real situation; the weight of index was given based on information entropy theory; surrounding rock stability level was judged based on credible degree recognition criterion; and surrounding rock was ordered based on order-arranging criterion. Furthermore, this model was employed to evaluate 5 sections surrounding rock in Dongshan tunnel of Huainan. The results show that uncertainty measure method is reasonable and can have significance for surrounding rock stability evaluation in the future. Hujun He, Yumei Yan, Cuixia Qu, and Yue Fan Copyright © 2014 Hujun He et al. All rights reserved. A Pan-Function Model for the Utilization of Bandwidth Improvement and PAPR Reduction Sun, 19 Oct 2014 00:00:00 +0000 http://www.hindawi.com/journals/mpe/2014/658093/ Aiming at the digital quadrature modulation system, a mathematical Pan-function model of the optimized baseband symbol signals with a symbol length of was established in accordance with the minimum out-band energy radiation criterion. The intersymbol interference (ISI), symbol-correlated characteristics, and attenuation factor were introduced to establish the mathematical Pan-function model. The Pan-function was added to the constraints of boundary conditions, energy of a single baseband symbol signal, and constant-envelope conditions. Baseband symbol signals with the optimum efficient spectrum were obtained by introducing Fourier series and minimizing the Pan-function. The characteristics of the spectrum and peak-to-average power ratio (PAPR) of the obtained signals were analyzed and compared with the minimum shift keying (MSK) and quadrature phase-shift keying (QPSK) signals. The obtained signals have the characteristics of a higher spectral roll-off rate, less out-band radiation, and quasi-constant envelope. We simulated the performance of the obtained signals, and the simulation results demonstrate that the method is feasible. Yidong Xu, Wei Xue, and Wenjing Shang Copyright © 2014 Yidong Xu et al. All rights reserved. A Novel Mobile Personalized Recommended Method Based on Money Flow Model for Stock Exchange Thu, 16 Oct 2014 13:31:27 +0000 http://www.hindawi.com/journals/mpe/2014/353910/ Personalized recommended method is widely used to recommend commodities for target customers in e-commerce sector. The core idea of merchandise personalized recommendation can be applied to financial field, which can also achieve stock personalized recommendation. This paper proposes a new recommended method using collaborative filtering based on user fuzzy clustering and predicts the trend of those stocks based on money flow. We use M/G/1 queue system with multiple vacations and server close-down time to measure practical money flow. Based on the indicated results of money flow, we can select the more valued stock to recommend to investors. The experimental results show that the proposed method provides investors with reliable practical investment guidance and receiving more returns. Qingzhen Xu, Jiayong Wu, and Qiang Chen Copyright © 2014 Qingzhen Xu et al. All rights reserved. Reinforced Ultra-Tightly Coupled GPS/INS System for Challenging Environment Thu, 16 Oct 2014 10:03:09 +0000 http://www.hindawi.com/journals/mpe/2014/609154/ Among all integration levels currently available for Global Positioning System (GPS) and Inertial Navigation System (INS) Integrated System, ultra-tightly coupled (UTC) GPS/INS system is the best choice for accurate and reliable navigation. Nevertheless the performance of UTC GPS/INS system degrades in challenging environments, such as jamming, changing noise of GPS signals, and high dynamic maneuvers. When low-end Inertial Measurement Units (IMUs) based on MEMS sensors are employed, the performance degradation will be more severe. To solve this problem, a reinforced UTC GPS/INS system is proposed. Two techniques are adopted to deal with jamming and high dynamics. Firstly, adaptive integration Kalman filter (IKF) based on fuzzy logics is developed to reinforce the antijamming ability. The parameters of membership functions (MFs) are adjusted and optimized through self-developed neutral network. Secondly, a Doppler frequency error estimator based on Kalman filter is designed to improve the navigation performance under high dynamics. A complete simulation platform is established to evaluate the reinforced system. Results demonstrate that the proposed system architecture significantly improves navigation performance in challenging environments and it is a more advanced solution to accurate and reliable navigation than traditional UTC GPS/INS system. Xueyun Wang, Kui Li, Pengyu Gao, and Wei Wang Copyright © 2014 Xueyun Wang et al. All rights reserved. Adaptive Fuzzy Containment Control for Uncertain Nonlinear Multiagent Systems Thu, 16 Oct 2014 07:10:28 +0000 http://www.hindawi.com/journals/mpe/2014/840517/ This paper considers the containment control problem for uncertain nonlinear multiagent systems under directed graphs. The followers are governed by nonlinear systems with unknown dynamics while the multiple leaders are neighbors of a subset of the followers. Fuzzy logic systems (FLSs) are used to identify the unknown dynamics and a distributed state feedback containment control protocol is proposed. This result is extended to the output feedback case, where observers are designed to estimate the unmeasurable states. Then, an output feedback containment control scheme is presented. The developed state feedback and output feedback containment controllers guarantee that the states of all followers converge to the convex hull spanned by the dynamic leaders. Based on Lyapunov stability theory, it is proved that the containment control errors are uniformly ultimately bounded (UUB). An example is provided to show the effectiveness of the proposed control method. Yang Yu and Kang-Hyun Jo Copyright © 2014 Yang Yu and Kang-Hyun Jo. All rights reserved. Indefinite LQ Problem for Irregular Singular Systems Thu, 16 Oct 2014 06:23:51 +0000 http://www.hindawi.com/journals/mpe/2014/291878/ The indefinite LQ problem for irregular singular systems is investigated. Under some general conditions, the optimal control-state pair is obtained by solving an algebraic Riccati equation. The optimal control is synthesized as state feedback. All the finite poles of the closed-loop system are located on the left-half complex plane. An example is given to show the validity of the proposed conclusion. Qingxiang Fang, Jigen Peng, and Feilong Cao Copyright © 2014 Qingxiang Fang et al. All rights reserved. Filtering Based Recursive Least Squares Algorithm for Multi-Input Multioutput Hammerstein Models Thu, 16 Oct 2014 00:00:00 +0000 http://www.hindawi.com/journals/mpe/2014/232848/ This paper considers the parameter estimation problem for Hammerstein multi-input multioutput finite impulse response (FIR-MA) systems. Filtered by the noise transfer function, the FIR-MA model is transformed into a controlled autoregressive model. The key-term variable separation principle is used to derive a data filtering based recursive least squares algorithm. The numerical examples confirm that the proposed algorithm can estimate parameters more accurately and has a higher computational efficiency compared with the recursive least squares algorithm. Ziyun Wang, Yan Wang, and Zhicheng Ji Copyright © 2014 Ziyun Wang et al. All rights reserved. Quadrant Dynamic with Automatic Plateau Limit Histogram Equalization for Image Enhancement Wed, 15 Oct 2014 07:43:57 +0000 http://www.hindawi.com/journals/mpe/2014/302732/ The fundamental and important preprocessing stage in image processing is the image contrast enhancement technique. Histogram equalization is an effective contrast enhancement technique. In this paper, a histogram equalization based technique called quadrant dynamic with automatic plateau limit histogram equalization (QDAPLHE) is introduced. In this method, a hybrid of dynamic and clipped histogram equalization methods are used to increase the brightness preservation and to reduce the overenhancement. Initially, the proposed QDAPLHE algorithm passes the input image through a median filter to remove the noises present in the image. Then the histogram of the filtered image is divided into four subhistograms while maintaining second separated point as the mean brightness. Then the clipping process is implemented by calculating automatically the plateau limit as the clipped level. The clipped portion of the histogram is modified to reduce the loss of image intensity value. Finally the clipped portion is redistributed uniformly to the entire dynamic range and the conventional histogram equalization is executed in each subhistogram independently. Based on the qualitative and the quantitative analysis, the QDAPLHE method outperforms some existing methods in literature. P. Jagatheeswari, S. Suresh Kumar, and M. Mary Linda Copyright © 2014 P. Jagatheeswari et al. All rights reserved. Loss-Averse Retailer’s Optimal Ordering Policies for Perishable Products with Customer Returns Wed, 15 Oct 2014 06:06:11 +0000 http://www.hindawi.com/journals/mpe/2014/831796/ We investigate the loss-averse retailer’s ordering policies for perishable product with customer returns. With the introduction of the segmental loss utility function, we depict the retailer’s loss aversion decision bias and establish the loss-averse retailer’s ordering policy model. We derive that the loss-averse retailer’s optimal order quantity with customer returns exists and is unique. By comparison, we obtain that both the risk-neutral and the loss-averse retailer’s optimal order quantities depend on the inventory holding cost and the marginal shortage cost. Through the sensitivity analysis, we also discuss the effect of loss-averse coefficient and the ratio of return on the loss-averse retailer’s optimal order quantity with customer returns. Xu Chen and Qian Zhou Copyright © 2014 Xu Chen and Qian Zhou. All rights reserved. Clustering Networks’ Heterogeneous Data in Defining a Comprehensive Closeness Centrality Index Wed, 15 Oct 2014 00:00:00 +0000 http://www.hindawi.com/journals/mpe/2014/202350/ One of the most important applications of network analysis is detecting community structure, or clustering. Nearly all algorithms that are used to identify these structures use information derived from the topology of these networks, such as adjacency and distance relationships, and assume that there is only one type of relation in the network. However, in reality, there are multilayer networks, with each layer representing a particular type of relationship that contains nodes with individual characteristics that may influence the behavior of networks. This paper introduces a new, efficient spectral approach for detecting the communities in multilayer networks using the concept of hybrid clustering, which integrates multiple data sources, particularly the structure of relations and individual characteristics of nodes in a network, to improve the comprehension of the network and the clustering accuracy. Furthermore, we develop a new algorithm to define the closeness centrality measure in complex networks based on a combination of two approaches: social network analysis and traditional social science approach. We evaluate the performance of our proposed method using four benchmark datasets and a real-world network: oil global trade network. The experimental results indicated that our hybrid method is sufficiently effective at clustering using the node attributes and network structure. Farnaz Barzinpour, B. Hoda Ali-Ahmadi, Somayeh Alizadeh, and S. Golamreza Jalali Naini Copyright © 2014 Farnaz Barzinpour et al. All rights reserved. A Note about the General Meromorphic Solutions of the Fisher Equation Tue, 14 Oct 2014 09:03:00 +0000 http://www.hindawi.com/journals/mpe/2014/793834/ We employ the complex method to obtain the general meromorphic solutions of the Fisher equation, which improves the corresponding results obtained by Ablowitz and Zeppetella and other authors (Ablowitz and Zeppetella, 1979; Feng and Li, 2006; Guo and Chen, 1991), and are new general meromorphic solutions of the Fisher equation for Our results show that the complex method provides a powerful mathematical tool for solving great many nonlinear partial differential equations in mathematical physics. Jian-ming Qi, Qiu-hui Chen, Wei-ling Xiong, and Wen-jun Yuan Copyright © 2014 Jian-ming Qi et al. All rights reserved. Boundary Value Problems of Potential Functions in Decagonal Quasicrystals Tue, 14 Oct 2014 08:23:56 +0000 http://www.hindawi.com/journals/mpe/2014/863047/ A unified form of potential functions in decagonal quasicrystals (QCs) and conformal mappings are applied in a novel way to solve the boundary value problems emanating from the generalized theory of elasticity for decagonal QCs. By executing the reduction of boundary value problem to function equations, two crack problems are investigated. In the first one, an approximate analysis for bending specimen with a crack is given. In the other, a finite width strip with single edge crack of decagonal QCs is analytically estimated. Using the basic idea underlying Dugdale’s crack model, the extent of cohesive force zone in each of the two cases is analytically derived. Wu Li, Hao Xin, and Tianyou Fan Copyright © 2014 Wu Li et al. All rights reserved. Multiattribute Grey Target Decision Method Based on Soft Set Theory Tue, 14 Oct 2014 00:00:00 +0000 http://www.hindawi.com/journals/mpe/2014/307586/ With respect to the Multiattribute decision-making problems in which the evaluation attribute sets are different and the evaluating values of alternatives are interval grey numbers, a multiattribute grey target decision-making method in which the attribute sets are different was proposed. The concept of grey soft set was defined, and its “AND” operation was assigned by combining the intersection operation of grey number. The expression approach of new grey soft set of attribute sets considering by all decision makers were gained by applying the “AND” operation of grey soft set, and the weights of synthesis attribute were proved. The alternatives were ranked according to the size of distance of bull’s eyes of each alternative under synthetic attribute sets. The green supplier selection was illustrated to demonstrate the effectiveness of proposed model. Xia Wang, Yaoguo Dang, and Diqing Hou Copyright © 2014 Xia Wang et al. All rights reserved. Loading and Contact Stress Analysis on the Thread Teeth in Tubing and Casing Premium Threaded Connection Mon, 13 Oct 2014 10:44:10 +0000 http://www.hindawi.com/journals/mpe/2014/287076/ Loading and contact stress distribution on the thread teeth in tubing and casing premium threaded connections are of great importance for design optimization, pretightening force control, and thread failure prevention. This paper proposes an analytical method based on the elastic mechanics. This is quite different from other papers, which mainly rely on finite element analysis. The differential equation of load distribution on the thread teeth was established according to equal pitch of the engaged thread after deformation and solved by finite difference method. Furthermore, the relation between load acting on each engaged thread and mean contact stress on its load flank is set up based on the geometric description of thread surface. By comparison, this new analytical method with the finite element analysis for a modified API 177.8 mm premium threaded connection is approved. Comparison of the contact stress on the last engaged thread between analytical model and FEM shows that the accuracy of analytical model will decline with the increase of pretightening force after the material enters into plastic deformation. However, the analytical method can meet the needs of engineering to some extent because its relative error is about 6.2%~18.1% for the in-service level of pretightening force. Honglin Xu, Taihe Shi, Zhi Zhang, and Bin Shi Copyright © 2014 Honglin Xu et al. All rights reserved. Static Output Tracking Control of Nonlinear Systems with One-Sided Lipschitz Condition Mon, 13 Oct 2014 09:33:46 +0000 http://www.hindawi.com/journals/mpe/2014/742704/ This paper is concerned with static output tracking control of nonlinear systems with one-sided Lipschitz condition. The dimensions of system model and reference model may be different. A static output feedback controller is designed to guarantee that the system output asymptotically tracks the reference output with disturbance rejection level. A new sufficient condition is derived to obtain the static output feedback gain by linear matrix inequality (LMI), and no equality constraints can be needed. Finally, an example is given to illustrate the effectiveness of the proposed method. Leipo Liu and Xiaona Song Copyright © 2014 Leipo Liu and Xiaona Song. All rights reserved. Product-Form Solutions for Integrated Services Packet Networks and Cloud Computing Systems Mon, 13 Oct 2014 07:30:51 +0000 http://www.hindawi.com/journals/mpe/2014/767651/ We iteratively derive the product-form solutions of stationary distributions for a type of preemptive priority multiclass queueing networks with multiserver stations. This type of queueing systems can typically be used to model the stochastic dynamics of some large scale backbone networks with multiprocessor shared-memory switches or local (edge) cloud computing centers with parallel-server pools. The queueing networks are Markovian with exponential interarrival and service time distributions. The obtained iterative solutions can be used to conduct performance analysis or as comparison criteria for approximation and simulation studies. Numerical comparisons with existing Brownian approximating model (BAM) related to general interarrival and service times are provided to show the effectiveness of our current designed algorithm and our previous derived BAM. Furthermore, based on the iterative solutions, we can also give some analysis concerning network stability for some cases of these queueing systems, which provides some insight for more general study. Wanyang Dai Copyright © 2014 Wanyang Dai. All rights reserved. Finite-Time Adaptive Synchronization of a New Hyperchaotic System with Uncertain Parameters Mon, 13 Oct 2014 06:54:52 +0000 http://www.hindawi.com/journals/mpe/2014/162739/ This paper presents a finite-time adaptive synchronization strategy for a class of new hyperchaotic systems with unknown slave system’s parameters. Based on the finite-time stability theory, an adaptive control law is derived to make the states of the new hyperchaotic systems synchronized in finite-time. Numerical simulations are presented to show the effectiveness of the proposed finite time synchronization scheme. Ma Yongguang and Dong Zijian Copyright © 2014 Ma Yongguang and Dong Zijian. All rights reserved. Higher-Order Accelerations and Poles under the One-Parameter Planar Hyperbolic Motions and Their Inverse Motions Sun, 12 Oct 2014 10:01:22 +0000 http://www.hindawi.com/journals/mpe/2014/686509/ We expressed the higher-order velocities, accelerations, and poles under the one-parameter planar hyperbolic motions and their inverse motions. The higher-order accelerations and poles are also presented by considering the rotation angle as a parameter of the motion and its inverse motion. Serdal Şahin and Salim Yüce Copyright © 2014 Serdal Şahin and Salim Yüce. All rights reserved. Dynamic and Static Combination Analysis Method of Slope Stability Analysis during Earthquake Sun, 12 Oct 2014 09:57:53 +0000 http://www.hindawi.com/journals/mpe/2014/573962/ The results of laboratory model tests for simulating the slope failure due to vibration, including unreinforced slope and the slope reinforced by using geotextile, show that the slope failure occurs when a cumulative plastic displacement exceeds a certain critical value. To overcome the defects of conventional stability analysis, which evaluates the slope characteristics only by its strength parameters, a numerical procedure considering the stiffness and deformation of materials and geosynthetics is proposed to evaluate the seismic slope stability. In the proposed procedure, the failure of slope is defined when the cumulative plastic displacement calculated by a dynamic response analysis using actual seismic wave exceeds the critical value of displacement estimated by a static stability analysis considering seismic coefficient. The proposed procedure is applied to the laboratory model tests and an actual failure of slope in earthquake. The case study shows the possibility that the proposed procedure gives the realistic evaluation of seismic slope stability. Liang Lu, Zongjian Wang, Xiaoyuan Huang, Bin Zheng, and Katsuhiko Arai Copyright © 2014 Liang Lu et al. All rights reserved. Composite Differential Evolution with Modified Oracle Penalty Method for Constrained Optimization Problems Sun, 12 Oct 2014 09:22:21 +0000 http://www.hindawi.com/journals/mpe/2014/617905/ Motivated by recent advancements in differential evolution and constraints handling methods, this paper presents a novel modified oracle penalty function-based composite differential evolution (MOCoDE) for constrained optimization problems (COPs). More specifically, the original oracle penalty function approach is modified so as to satisfy the optimization criterion of COPs; then the modified oracle penalty function is incorporated in composite DE. Furthermore, in order to solve more complex COPs with discrete, integer, or binary variables, a discrete variable handling technique is introduced into MOCoDE to solve complex COPs with mix variables. This method is assessed on eleven constrained optimization benchmark functions and seven well-studied engineering problems in real life. Experimental results demonstrate that MOCoDE achieves competitive performance with respect to some other state-of-the-art approaches in constrained optimization evolutionary algorithms. Moreover, the strengths of the proposed method include few parameters and its ease of implementation, rendering it applicable to real life. Therefore, MOCoDE can be an efficient alternative to solving constrained optimization problems. Minggang Dong, Ning Wang, Xiaohui Cheng, and Chuanxian Jiang Copyright © 2014 Minggang Dong et al. All rights reserved. Construction of New Exact Solutions for the (3 + 1)-Dimensional Burgers System Sun, 12 Oct 2014 09:21:39 +0000 http://www.hindawi.com/journals/mpe/2014/390742/ By means of a variable separation method and a generalized direct ansätz function approach, new exact solutions including cross kink-wave solutions, doubly periodic kinky-wave solutions, and breather type of two-solitary wave solutions for the (3 + 1)-dimensional Burgers system are obtained. Moreover, the mechanical features are also investigated. Zitian Li Copyright © 2014 Zitian Li. All rights reserved. Numerical Research on Hydraulically Generated Vibration and Noise of a Centrifugal Pump Volute with Impeller Outlet Width Variation Sun, 12 Oct 2014 00:00:00 +0000 http://www.hindawi.com/journals/mpe/2014/620389/ The impeller outlet width of centrifugal pumps is of significant importance for numbers of effects. In the paper, these effects including the performance, pressure pulsations, hydraulically generated vibration, and noise level are investigated. For the purpose, two approaches were used to predict the vibration and sound radiation of the volute under fluid excitation force. One approach is the combined CFD/FEM analysis for structure vibration, and then the structure response obtained from the FEM analysis is treated as the boundary condition for BEM analysis for sound radiation. The other is the combined CFD/FEM/BEM coupling method. Before the numerical methods were used, the simulation results were validated by the vibration acceleration of the monitoring points on the volute. The vibration and noise were analyzed and compared at three flow conditions. The analysis of the results shows that the influences of the sound pressure of centrifugal pumps on the structure appear insignificant. The relative outlet width at (SI) = 26.7 in this paper should be less than 0.06, based on an overall consideration of the pump characteristics, pressure pulsations, vibration and noise level. Houlin Liu, Jian Ding, Hanwei Dai, Minggao Tan, and Xiaochen Tang Copyright © 2014 Houlin Liu et al. All rights reserved. RMSE-ELM: Recursive Model Based Selective Ensemble of Extreme Learning Machines for Robustness Improvement Thu, 09 Oct 2014 11:46:08 +0000 http://www.hindawi.com/journals/mpe/2014/395686/ For blended data, the robustness of extreme learning machine (ELM) is so weak because the coefficients (weights and biases) of hidden nodes are set randomly and the noisy data exert a negative effect. To solve this problem, a new framework called “RMSE-ELM” is proposed in this paper. It is a two-layer recursive model. In the first layer, the framework trains lots of ELMs in different ensemble groups concurrently and then employs selective ensemble approach to pick out an optimal set of ELMs in each group, which can be merged into a large group of ELMs called candidate pool. In the second layer, selective ensemble approach is recursively used on candidate pool to acquire the final ensemble. In the experiments, we apply UCI blended datasets to confirm the robustness of our new approach in two key aspects (mean square error and standard deviation). The space complexity of our method is increased to some degree, but the result has shown that RMSE-ELM significantly improves robustness with a rapid learning speed compared to representative methods (ELM, OP-ELM, GASEN-ELM, GASEN-BP, and E-GASEN). It becomes a potential framework to solve robustness issue of ELM for high-dimensional blended data in the future. Bo Han, Bo He, Mengmeng Ma, Tingting Sun, Tianhong Yan, and Amaury Lendasse Copyright © 2014 Bo Han et al. All rights reserved. Upper Bound Solution for the Face Stability of Shield Tunnel below the Water Table Thu, 09 Oct 2014 11:40:42 +0000 http://www.hindawi.com/journals/mpe/2014/727964/ By FE simulation with Mohr-Coulomb perfect elastoplasticity model, the relationship between the support pressure and displacement of the shield tunnel face was obtained. According to the plastic strain distribution at collapse state, an appropriate failure mechanism was proposed for upper bound limit analysis, and the formula to calculate the limit support pressure was deduced. The limit support pressure was rearranged to be the summation of soil cohesion , surcharge load , and soil gravity multiplied by their corresponding coefficients , , and , and parametric studies were carried out on these coefficients. In order to consider the influence of seepage on the face stability, the pore water pressure distribution and the seepage force on the tunnel face were obtained by FE simulation. After adding the power of seepage force into the equation of the upper bound limit analysis, the total limit support pressure for stabilizing the tunnel face under seepage condition was obtained. The total limit support pressure was shown to increase almost linearly with the water table. Xilin Lu, Haoran Wang, and Maosong Huang Copyright © 2014 Xilin Lu et al. All rights reserved. Equilibria and Free Vibration of a Two-Pulley Belt-Driven System with Belt Bending Stiffness Thu, 09 Oct 2014 09:05:39 +0000 http://www.hindawi.com/journals/mpe/2014/907627/ Nonlinear equilibrium curvatures and free vibration characteristics of a two-pulley belt-driven system with belt bending stiffness and a one-way clutch are investigated. With nonlinear dynamical tension, the transverse vibrations of the translating belt spans and the rotation motions of the pulleys and the accessory shaft are coupled. Therefore, nonlinear piecewise discrete-continuous governing equations are established. Considering the bending stiffness of the translating belt spans, the belt spans are modeled as axially moving beams. The pattern of equilibria is a nontrivial solution. Furthermore, the nontrivial equilibriums of the dynamical system are numerically determined by using two different approaches. The governing equations of the vibration near the equilibrium solutions are derived by introducing a coordinate transform. The natural frequencies of the dynamical systems are studied by using the Galerkin method with various truncations and the differential and integral quadrature methods. Moreover, the convergence of the Galerkin truncation is investigated. Numerical results reveal that the study needs 16 terms after truncation in order to determine the free vibration characteristics of the pulley-belt system with the belt bending stiffness. Furthermore, the first five natural frequencies are very sensitive to the bending stiffness of the translating belt. Jieyu Ding and Qingquan Hu Copyright © 2014 Jieyu Ding and Qingquan Hu. All rights reserved. Modeling Single-Phase Inverter and Its Decentralized Coordinated Control by Using Feedback Linearization Thu, 09 Oct 2014 06:52:00 +0000 http://www.hindawi.com/journals/mpe/2014/581323/ It is a very crucial problem to make a microgrid operated reasonably and stably. Considering the nonlinear mathematics model of inverter established in this paper, the input-output feedback linearization method is used to transform the nonlinear mathematics model of inverters to a linear tracking synchronization and consensus regulation control problem. Based on the linear mathematics model and multiagent consensus algorithm, a decentralized coordinated controller is proposed to make amplitudes and angles of voltages from inverters be consensus and active and reactive power shared in the desired ratio. The proposed control is totally distributed because each inverter only requires local and one neighbor’s information with sparse communication structure based on multiagent system. The hybrid consensus algorithm is used to keep the amplitude of the output voltages following the leader and the angles of output voltage as consensus. Then the microgrid can be operated more efficiently and the circulating current between DGs can be effectively suppressed. The effectiveness of the proposed method is proved through simulation results of a typical microgrid system. Renke Han, Qiuye Sun, Dazhong Ma, and Bonan Huang Copyright © 2014 Renke Han et al. All rights reserved.