A Direct Simulation Method for Continuous Variable Transmission with Component-wise Design Specifications

Size: px
Start display at page:

Download "A Direct Simulation Method for Continuous Variable Transmission with Component-wise Design Specifications"

Transcription

1 第十七屆全國機構機器設計學術研討會中華民國一零三年十一月十四日 國立勤益科技大學台灣 台中論文編號 :CSM048 A Direct Simulation Method for Continuous Variable Transmission with Component-wise Design Specifications Yu-An Lin 1,Kuei-Yuan Chan 1 Graduate Student, Department of Mechanical Engineering, National Cheng Kung University Associate Professor, Department of Mechanical Engineering, National Taiwan University Abstract Continuous variable transmissions (CVT), commonly implemented in scooters and motorcycles, have recently been applied to commercial vehicles for their ability to maintain high fuel economy compared with traditional transmissions. The performance of a CVT depends primarily on the design specifications of each components within the transmission. However, most existing methods in the literature use a backward simulation approach that considers the vehicle driving torque as one of the known inputs. This assumption requires the complete design information about a vehicle and therefore is impractical in the development stage of a new CVT. In this research, we develop a direct simulation method for the design of CVT components such that specific performance curve can be achieved. This direct simulation method takes the engine power and torque curves as known inputs to the CVT and systematically links the design specifications of each component within the information flow. The results is a system with 1 components and 69 design specifications. In this paper we demonstrate how this system can be used to match a target performance curve by the top level decision-makers. Although such a solution may not be unique, we show the strengths of the proposed system as a designers tool when making specific CVT design decisions. Keywords: continuous variable transmission, system integration, rubber V-belt, vehicle design 1 Introduction The application of continuous variable transmission (CVT) in automobiles can be traced back to the V-belt transmission developed by Benz and Daimler, the wellknown manufacturers in Germany in 1886 [1. However, the system-designing and parameter-adjusting work in the beginning was much difficult because it usually could only be executed by the rule of thumb, also called trial and error, therefore numerous re- Corresponding Author, chanky@ntu.edu.tw search groups investigated the transmission field due to the unfinished math model. The first theoretical model was developed in 1955 by Worley [ who proposed several semi-experimental formula of V-belts in CVT including the tension force of V-belts, the physical constraint of belt s length, and the axial force of both driving and driven parts. Since then, most researchers have focused on providing more comprehensive models for a component; for example, see [3,4. While most studies focus on the impact of one component on a CVT, Yu et al. developed a backward simulation method to link the driving and the driven parts within a CVT [5. The advancements in computation enabled the CVT simulation with more design details; for example, Zeng used a quadratic function to represent the contour of pulleys in [6; Takeuchi, Koide, and Sunayama modeled V-belts using Euler s equations and included the initial tension and the effective tension in their analysis [7; Shen integrated several CVT formula in [8. These research activities have enabled more component-specific parameters in the performance analysis of a CVT. Existing methods that analyze a CVT system base primarily on the backward simulation method given environment resistance information such as the drag resistance as a function of vehicle speed and the grade resistance [5. However, these environment resistances can only be known when critical components of a CVT and the driving cycle of the vehicle have all been determined. In the design stage of a CVT, the requirements of these information contradicts to the actual design practices in developing a new CVT system. Therefore in this research, we propose a direct simulation method for CVT systems with comprehensive component specifications. In Section, we provide detail component models in our integration. The proposed direct simulation method is introduced in Section 3. Results and comparisons are shown in Section 4, followed by the conclusions in Section 5. 1

2 Models of CVT Components Nowadays the rubber V-belt CVT,which is applied to most of the scooter motor, can be divided into three parts, driving, driven and V-belt shown in figure 1. The driving part is connected with the input source, engine, to drive the system s behavior. The V-belt is the transportational medium for the purpose of tansporting the power from engine to output shaft. Last the driven part is not only a torque sensor but also a buffer device for adjusting the rotation radius of V-belt. In the following we will discuss the facility and formula of every important component in the three parts. Figure : Driving part components and the important forces cause by pulleys. Driven Part The driven part shown in figure 3 equally has two sheaves but controlled the movable sheave s axial deformation by a torque cam and spring attached at the output shaft. When the engine starts to accelerate, the V-belt s rotation radius at driving part may increase, due to the constant length of V-belt, simultaneously the driven one will decrease and cause the movable sheave expanded. But there are still some factors to resist the radius changing, one is resistance force F cam by the torsion T cam and the other is the spring force F s (including the preload force). After classifying the resistance forces, we obtain the axial force F dr [6: Figure 1: The rubber V-belt CVT model.1 Driving Part Driving part is mainly composed of the input shaft, two sheaves(one is movable in axial direction, and the other is fixed) and the pulleys, which control the movable sheave s axial deformation, shown in figure. When the shaft accepts the input power from the engine, the rotation speed will make the pulleys generate the centrifugal force F c, this force changes to a horizon force F d via the geometric shape of sheaves to push the movable sheave and squeezes the belt indirectly. The pushing force F d can be written as following: F dr = F cam + F s = T cam(sin β µ sc cos β) r cam (cos β + µ sc sin β) + [ F s0 + k d (r + dr r dr) tan α () Note that r cam is the radius of torque cam, β is the tilt angle of the cam slot, F s0 is the preload force of the torque spring, k d is the spring coefficient, r + dr is the maximum V-belt rotation radius in the driven part, r dr is the V-current belt rotation radius, α is the sheave angle, and µ sc is the friction coefficient between cam and slot. nmωin F d = r c cos β l +µ a sin β l (1) sin βr µa cos βr sin β l µ a cos β l + cos β r µ a sin β r Where n is the quantity of pulleys, m is the pulley s weight, ω in is the rotation speed of input shaft, β l is the tilt angle of movable sheave, β r is the tilt angle of pulley cover, r c is the rotation radius of pulleys which is related with the rotation radius of V-belt in the driving part. Figure 3: Driven part components and the important forces cause by torque cam and spring

3 .3 V-belt V-belt is the transportational medium of tension caused by the tautness between driving and driven parts. In other words, the centrifugal arrangement, pulleys, are used to locate position of V-belt in driving sheave, and the tension will be maintained by spring on driven sheave. When the radius attached to the sheaves change, the reduction ratio transforms automatically. Assume that the total length of belt L would keep constant, unlike the rubber band, we can derive the restrict function of V-belt s length. r d (π θ ) + r θ dr + C sin(π θ ) = L (3) Where r d, θ 1 and r dr, θ are the rotation radius and angle of the driving and driven part respectively, C is the distance between two axle. F d.b = F t1θ 1 F dr.b = F t1 F t µ sin φ ( 1 µ tan α ) µ + tan α ( cos α µ cos φ sin α.4 Reduction Ratio of a CVT ) (5) (6) The reduction ratio is define as the ratio of the belt s radius attached at the driving and driven sheaves. With the transformation of reduction ratio N and gearbox ratio N out, finally we can get the output angular velocity ω out of the wheel shaft. ω out = ω in NN out = ω in r d r dr N out (7) 3 The Proposed Direct Simulation Method The simulating processes for CVT performance are shown in figure 5, the difference between backward and direct simulating is mainly about the calculating order for the components mentioned in Subsection 3.3 and 3.4. We start from the engine and sequentially go through the driving part, V-belt, the driven part and finally the output shaft, like what we consider for the direct simulation. Figure 4: V-belt components and the cross-section view of the belt with axial forces When CVT begins to work, the power will be transported from driving to driven part by the belt, however the belt loss problem occurs in the same time. The reason is the two sides of tensions(the taut tension F t1 and slack tension F t ) are different and make friction angle φ 0 shown in figure 4. The correlation between the two different tensions can be written as the following [8, Where µ is the friction coefficient between V-belt and sheaves. ( ) F t1 θ µ sin φ = exp F t µ cos φ cos α + sin α (4) By the previous discussion, we can find the sheave always give the axial force no matter in driving or driven part. Similarly, the belt also generates the axial forces in order to resist the pressing from the sheaves, note that these force are much related with the tension forces F t1 and F t. The resistance forces(f d.b in the driving part and F dr.b in the driven part) shown in figure 4 can be found according to the reference [ and [9. Figure 5: The direct simulating method for modeling CVT performance 3.1 Preparation First we have to define the CVT components geometry and size such as the pulley s weight and the limit of the belt rotation radius, then build the data base of Belt length model, which includes every reduction ratio 3

4 N corresponding to the driving and driven part s belt rotation radius r d and r dr. Assume we capture n points from the radius data, the radius r d and r dr can be presented below, note that all the data points should be in the initial limitation(it means r dmin r d r dmax and r drmin r dr r drmax ). With these data points, we can get the rotation angles θ 1 and θ by Eq.(3), the restrict function of V-belt s length. The result can be seen in table 1. In addition, we can consider both rotation radius r d and r dr to be the input parameter. r d = [ r d1 r d... r dn r dr = [ r dr1 r dr... r drn N = [ r d r r dr... dn r drn r d1 r dr1 Table 1: The data of every rotation radius corresponding to the rotation angle Input Rotation radius r d or r dr Output r d1 (r dr1 ) r d (r dr )... r dn (r drn ) Driving angle θ 1 θ 11 θ 1... θ 1n Driven angle θ θ 1 θ... θ n 3. The N ω out Data Base After the preparation, the next step is to build the relationship between every possible reduction ratio N and output angular velocity ω out. According to the simulating process, assume we already have the data of input torque T in and angular velocity ω in sourced by engine, the data of every output angular velocity ω out corresponding to the reduction ratio N would be obtained by Eq.(7). T in = [ T 1 T T 3... T n ω in = [ ω 1 ω ω 3... ω n Table : The data of every output angular velocity corresponding to the reduction ratio Input Reduction ratio N = r d /r dr Output N 1 N... N n Angular velocity ω out ω out1 ω out... ω outn 3.3 V-belt Tension Model The intent for the tension model is to calculate the taut tension F t1 and slack tension F t, then to get the optimal friction angle φ in every different rotation radius. Because it s difficult to determined the belt s tension directly without considering other components in CVT, we start from calculating the axial pushing force F d acted by pulleys, note that the force F d can be regarded as f(ω in, r c ) shown in Eq.(1). Besides, the pulley s rotation radius r c is also related with the belt rotation radius of driving part r d, thus we can consider F d = f(ω in, r d ) and build the data base of (r c, F d ). When ω in = ω i, T in = T i (i [1,, 3,... n), we can obtain the data of r c and F d shown in table 3. With the information of pulley pushing force F d, the next work is to determined the resistant force F d.b acted by the belt. In general case, when (F d F d.b ) = 0, it means the belt s rotation radius between two parts would keep constant in this moment owing to the axial force balance. Therefore, finding the balance condition by calculate the belt resistant force F d.b would be an important process. According to Eq.(4), (5) and (6), we can find Ft1 F t = f(θ dr, φ) and (F t1 F t ) = f(t in, θ dr ). Consequently, under the condition of ω in = ω i, T in = T i (i [1,, 3,... n), the input factors for calculating the resistant force F d.b would be the rotation angle of driven part θ dr and the friction angle φ, note that we divides the domain of φ into k point in order to carry on the optimization work in the next step. The relationship between the input factors and determined factors can be seen in table 4 and 5. By series of calculating, we already have the data base of resistant force F d.b and pulley pushing force F d, the final work of this section is to optimize the objective function, then to get the optimal friction angle φ opt like the information in table 6. Table 3: The data of every pulley s rotation radius and axial pushing force corresponding to the belt rotation radius of driving part Input Belt rotation radius r d Output r d1 r d... r dn Pulley radius r c r c1 r c... r cn Pushing force F d F d1 F d... F dn Table 4: The input factors relation for determining the taut tension force Input1 Rotation angle θ dr Input θ dr1 θ dr... θ drn φ 1 F t1,11 F t1,1... F t1,1n Friction φ F t1,1 F t1,... F t1,n angle φ..... φ k F t1,k1 F t1,k... F t1,kn 4

5 Table 5: The input factors relation for determining the driving part belt resistant force Input 1 Rotation angle θ dr Input θ dr1 θ dr... θ drn φ 1 F d.b,11 F d.b,1... F d.b,1n Friction φ F d.b,1 F d.b,... F d.b,n angle φ..... φ k F d.b,k1 F d.b,k... F d.b,kn Table 6: The optimization work for friction angle Input Input 1 Friction angle φ Rotation angle θ dr θ dr1 θ dr... θ drn φ 1 F d.b,11 F d1 F d.b,1 F d... F d.b,1n F dn φ F d.b,1 F d1 F d.b, F d... F d.b,n F dn..... φ k F d.b,k1 F d1 F d.b,k F d... F d.b,kn F dn Objective function (F d.b F d ) = 0 Optimization result φ opt1 φ opt... φ optn coverage the changing region occupies, the better CVT facility performs. For the purpose of verifying the feasibility of the direct method, we also consult the relative CVT coefficients and the real curve example. The direct simulating and experiment data can be observed in figure 7 (owing to the non-disclosure agreement with KWANG YANG Industrial, the scale is hided), this result shows that the biggest difference between these two curve occurs at the speed changing region, and the reason causes this phenomenon we will mention in the next section. 3.4 The Optimal Wheel Velocity V fac The last step of modeling CVT performance is to determine the optimal wheel velocity V fac. In this section, we will take advantage of the formula of driven part to obtain our target. According to Eq.() and (6), we can easily find the axial force F dr and the belt resistant force in driven part F dr.b. Note that the value of friction angle φ is what we obtained in V-belt tension model (φ opt ) when calculating. Likewise, we take the second optimization here, and the objective function is the force balance of driven part (F d.b F d ) = 0. By this process, we finally get the optimal belt rotation radius r dr.opt shown in table 7 in every input engine speed. Because of knowing the rotation radius r dr.opt, the reduction ration N opt and wheel velocity V fac can also be obtained. Figure 6: Example for CVT reduction ratio performance curve Table 7: The input factors relation for determining the pushing force and driven part belt resistant force Input Belt rotation radius r dr and friction angle φ opt Output r dr1, φopt1 r dr, φ opt... r drn, φ optn Pushing force F dr F dr1 F dr... F drn Resistant force F dr.b F dr.b1 F dr.b... F dr.bn Objective function (F dr.b F dr ) = 0 Optimization result Final target r dr.opt N opt and V fac 4 Results and Comparisons After illustrating the processes of direct simulation, we use MATLAB to compile our performance modeling program. Before observing the result, we define the performance curve into 3 regions, speed unchanged, speed changing and speed changed region, the example is shown in figure 6. In general, the more extensive Figure 7: CVT performance curves for simulation and experiment data 5

6 5 Conclusions and Future Work Our research proposes another thinking for CVT performance simulating, it makes designers be more flexible when facing the design problem with different known conditions. However, the research still has much work to achieve, take figure 7 for example, it is obvious the experiment and simulation data do not match completely especially in the range of speed changing region. The reason is that the driving part parameter, pulleys movement trajectory, does not set up like the actual one. On the other hand, the shape of torque cam s slot is also an interesting tissue to discuss, like figure 8. In general, the slot used in CVT would be linear, but it seams possible that modifying the slot shape to change cam s position in every moment to further control the corresponding axial pushing force. Therefore, the follow-up work we will concentrate on is studying how to improve the reduction ratio performance with effectively adjusting the parameters such as adding the real trajectory function to the model and make the experiment and simulating data be matched. [3 B. Gerbert. Some notes on v-belt drives. American Society of Mechanical Engineers (Paper), (80 -C/DET-91), [4 D. Sun. Performance analysis of a variable speedratio metal v-belt drive. pages 31 43, Chicago, IL, USA, [5 K.-H. Yu. Parameter Design and Numerical Simulation of the Power System of Electric Motorcycle. Master s thesis, National Taiwan University, Taipei, Taiwan, [6 W.-C. Zeng. A Study on the Application of Parabola on the Driving Dish Design for Continuously Variable Transmission. Master s thesis, National Chung Cheng University, Chiayi, Taiwan, 010. [7 M. Takeuchi, M. Koide, and Y. Sunayama. Prediction method of speed characteristics of v-belt cvt. 400 Commonwealth Drive, Warrendale, PA , United States, 011. [8 P.-H. Shen. Analysis on the Effect of Torque Cam and Pulley Balls toward the Performance of Electric Motorcycle. Master s thesis, National Taiwan University, Taipei, Taiwan, 011. [9 F.-R. Tsai. Computer-aided design of V-belt countinuously variable transmission. Master s thesis, National Tsing Hua University, Hsinchu, Taiwan, 摘要 Figure 8: Different slot shapes for the torque cam 6 Acknowledgements This work was supported by the Ministry of Science and Technology of Taiwan and Kwang Yang Motor Co., Ltd.. References [1 S. Ashley. Is cvt the car transmission of the future? Mechanical Engineering, 116(11):64 68, 無段變速器 (CVT) 相對於一般的傳統變速器, 由於擁有較高的機械效益與低油耗率, 故被廣泛的應用在速可達與摩托車領域 CVT 的性能會因為系統內元件的幾何或尺寸而有很大影響, 根據參考文獻, 目前關於分析無段變速器性能之方法, 大部分採用以行車扭矩作為輸入參數的反向動力模擬法 然而, 反向模擬卻需要相對完整的設計參數作為已知資料, 對於新型的 CVT 設計開發而言, 是相對受拘束且不方便的 在本研究中, 我們導入 CVT 系統的 1 種元件與 69 個設計參數, 並提出一個以引擎扭矩與轉速作為輸入參數, 配合元件參數設計來達成變速器性能調整的設計方法, 順向模擬法 本文中我們將演示如何模擬 CVT 系統, 並設計出符合決策者需求的性能曲線 雖然最後得出的方案並非唯一解, 但我們仍具體提供了一個工程師在進行 CVT 設計決策時, 能夠有效辨識系統性能優缺的工具 關鍵字 : CVT 無段變速器 轉速比 橡膠 V 型皮帶 系統整合 車輛設計 [ W. Worley. Designing adjustable-speed v-belt drives for farm implements. Milwaukee, WI, United states,

生物統計教育訓練 - 課程. Introduction to equivalence, superior, inferior studies in RCT 謝宗成副教授慈濟大學醫學科學研究所. TEL: ext 2015

生物統計教育訓練 - 課程. Introduction to equivalence, superior, inferior studies in RCT 謝宗成副教授慈濟大學醫學科學研究所. TEL: ext 2015 生物統計教育訓練 - 課程 Introduction to equivalence, superior, inferior studies in RCT 謝宗成副教授慈濟大學醫學科學研究所 tchsieh@mail.tcu.edu.tw TEL: 03-8565301 ext 2015 1 Randomized controlled trial Two arms trial Test treatment

More information

0 0 = 1 0 = 0 1 = = 1 1 = 0 0 = 1

0 0 = 1 0 = 0 1 = = 1 1 = 0 0 = 1 0 0 = 1 0 = 0 1 = 0 1 1 = 1 1 = 0 0 = 1 : = {0, 1} : 3 (,, ) = + (,, ) = + + (, ) = + (,,, ) = ( + )( + ) + ( + )( + ) + = + = = + + = + = ( + ) + = + ( + ) () = () ( + ) = + + = ( + )( + ) + = = + 0

More information

Chapter 20 Cell Division Summary

Chapter 20 Cell Division Summary Chapter 20 Cell Division Summary Bk3 Ch20 Cell Division/1 Table 1: The concept of cell (Section 20.1) A repeated process in which a cell divides many times to make new cells Cell Responsible for growth,

More information

Chapter 1 Linear Regression with One Predictor Variable

Chapter 1 Linear Regression with One Predictor Variable Chapter 1 Linear Regression with One Predictor Variable 許湘伶 Applied Linear Regression Models (Kutner, Nachtsheim, Neter, Li) hsuhl (NUK) LR Chap 1 1 / 41 Regression analysis is a statistical methodology

More information

Chapter 6. Series-Parallel Circuits ISU EE. C.Y. Lee

Chapter 6. Series-Parallel Circuits ISU EE. C.Y. Lee Chapter 6 Series-Parallel Circuits Objectives Identify series-parallel relationships Analyze series-parallel circuits Determine the loading effect of a voltmeter on a circuit Analyze a Wheatstone bridge

More information

國立中正大學八十一學年度應用數學研究所 碩士班研究生招生考試試題

國立中正大學八十一學年度應用數學研究所 碩士班研究生招生考試試題 國立中正大學八十一學年度應用數學研究所 碩士班研究生招生考試試題 基礎數學 I.(2%) Test for convergence or divergence of the following infinite series cos( π (a) ) sin( π n (b) ) n n=1 n n=1 n 1 1 (c) (p > 1) (d) n=2 n(log n) p n,m=1 n 2 +

More information

Linear Regression. Applied Linear Regression Models (Kutner, Nachtsheim, Neter, Li) hsuhl (NUK) SDA Regression 1 / 34

Linear Regression. Applied Linear Regression Models (Kutner, Nachtsheim, Neter, Li) hsuhl (NUK) SDA Regression 1 / 34 Linear Regression 許湘伶 Applied Linear Regression Models (Kutner, Nachtsheim, Neter, Li) hsuhl (NUK) SDA Regression 1 / 34 Regression analysis is a statistical methodology that utilizes the relation between

More information

授課大綱 課號課程名稱選別開課系級學分 結果預視

授課大綱 課號課程名稱選別開課系級學分 結果預視 授課大綱 課號課程名稱選別開課系級學分 B06303A 流體力學 Fluid Mechanics 必 結果預視 課程介紹 (Course Description): 機械工程學系 三甲 3 在流體力學第一課的學生可能會問 : 什麼是流體力學? 為什麼我必須研究它? 我為什麼要研究它? 流體力學有哪些應用? 流體包括液體和氣體 流體力學涉及靜止和運動時流體的行為 對流體力學的基本原理和概念的了解和理解對分析任何工程系統至關重要,

More information

= lim(x + 1) lim x 1 x 1 (x 2 + 1) 2 (for the latter let y = x2 + 1) lim

= lim(x + 1) lim x 1 x 1 (x 2 + 1) 2 (for the latter let y = x2 + 1) lim 1061 微乙 01-05 班期中考解答和評分標準 1. (10%) (x + 1)( (a) 求 x+1 9). x 1 x 1 tan (π(x )) (b) 求. x (x ) x (a) (5 points) Method without L Hospital rule: (x + 1)( x+1 9) = (x + 1) x+1 x 1 x 1 x 1 x 1 (x + 1) (for the

More information

Algorithms and Complexity

Algorithms and Complexity Algorithms and Complexity 2.1 ALGORITHMS( 演算法 ) Def: An algorithm is a finite set of precise instructions for performing a computation or for solving a problem The word algorithm algorithm comes from the

More information

HKDSE Chemistry Paper 2 Q.1 & Q.3

HKDSE Chemistry Paper 2 Q.1 & Q.3 HKDSE 2017 Chemistry Paper 2 Q.1 & Q.3 Focus areas Basic chemical knowledge Question requirement Experimental work Calculations Others Basic Chemical Knowledge Question 1(a)(i) (1) Chemical equation for

More information

Digital Integrated Circuits Lecture 5: Logical Effort

Digital Integrated Circuits Lecture 5: Logical Effort Digital Integrated Circuits Lecture 5: Logical Effort Chih-Wei Liu VLSI Signal Processing LAB National Chiao Tung University cwliu@twins.ee.nctu.edu.tw DIC-Lec5 cwliu@twins.ee.nctu.edu.tw 1 Outline RC

More information

壓差式迴路式均熱片之研製 Fabrication of Pressure-Difference Loop Heat Spreader

壓差式迴路式均熱片之研製 Fabrication of Pressure-Difference Loop Heat Spreader 壓差式迴路式均熱片之研製 Fabrication of Pressure-Difference Loop Heat Spreader 1 2* 3 4 4 Yu-Tang Chen Shei Hung-Jung Sheng-Hong Tsai Shung-Wen Kang Chin-Chun Hsu 1 2* 3! "# $ % 4& '! " ( )* +, -. 95-2622-E-237-001-CC3

More information

KWUN TONG GOVERNMENT SECONDARY SCHOOL 觀塘官立中學 (Office) Shun Lee Estate Kwun Tong, Kowloon 上學期測驗

KWUN TONG GOVERNMENT SECONDARY SCHOOL 觀塘官立中學 (Office) Shun Lee Estate Kwun Tong, Kowloon 上學期測驗 觀塘官立中學 Tel.: 2343 7772 (Principal) 9, Shun Chi Street, 2343 6220 (Office) Shun Lee Estate Kwun Tong, Kowloon 各位中一至中三級學生家長 : 上學期測驗 上學期測驗將於二零一二年十月二十四日至十月三十日進行 安排如下 : 1. 測驗於 24/10, 25/10, 26/10, 29/10 早上八時三十五分至十時四十分進行

More information

邏輯設計 Hw#6 請於 6/13( 五 ) 下課前繳交

邏輯設計 Hw#6 請於 6/13( 五 ) 下課前繳交 邏輯設計 Hw#6 請於 6/3( 五 ) 下課前繳交 . A sequential circuit with two D flip-flops A and B, two inputs X and Y, and one output Z is specified by the following input equations: D A = X A + XY D B = X A + XB Z = XB

More information

Chapter 22 Lecture. Essential University Physics Richard Wolfson 2 nd Edition. Electric Potential 電位 Pearson Education, Inc.

Chapter 22 Lecture. Essential University Physics Richard Wolfson 2 nd Edition. Electric Potential 電位 Pearson Education, Inc. Chapter 22 Lecture Essential University Physics Richard Wolfson 2 nd Edition Electric Potential 電位 Slide 22-1 In this lecture you ll learn 簡介 The concept of electric potential difference 電位差 Including

More information

統計學 Spring 2011 授課教師 : 統計系余清祥日期 :2011 年 3 月 22 日第十三章 : 變異數分析與實驗設計

統計學 Spring 2011 授課教師 : 統計系余清祥日期 :2011 年 3 月 22 日第十三章 : 變異數分析與實驗設計 統計學 Spring 2011 授課教師 : 統計系余清祥日期 :2011 年 3 月 22 日第十三章 : 變異數分析與實驗設計 Chapter 13, Part A Analysis of Variance and Experimental Design Introduction to Analysis of Variance Analysis of Variance and the Completely

More information

論文與專利寫作暨學術 倫理期末報告 班級 : 碩化一甲學號 :MA 姓名 : 林郡澤老師 : 黃常寧

論文與專利寫作暨學術 倫理期末報告 班級 : 碩化一甲學號 :MA 姓名 : 林郡澤老師 : 黃常寧 論文與專利寫作暨學術 倫理期末報告 班級 : 碩化一甲學號 :MA540117 姓名 : 林郡澤老師 : 黃常寧 About 85% of the world s energy requirements are currently satisfied by exhaustible fossil fuels that have detrimental consequences on human health

More information

2019 年第 51 屆國際化學奧林匹亞競賽 國內初選筆試 - 選擇題答案卷

2019 年第 51 屆國際化學奧林匹亞競賽 國內初選筆試 - 選擇題答案卷 2019 年第 51 屆國際化學奧林匹亞競賽 國內初選筆試 - 選擇題答案卷 一 單選題 :( 每題 3 分, 共 72 分 ) 題號 1 2 3 4 5 6 7 8 答案 B D D A C B C B 題號 9 10 11 12 13 14 15 16 答案 C E D D 送分 E A B 題號 17 18 19 20 21 22 23 24 答案 D A E C A C 送分 B 二 多選題

More information

適應控制與反覆控制應用在壓電致動器之研究 Adaptive and Repetitive Control of Piezoelectric Actuators

適應控制與反覆控制應用在壓電致動器之研究 Adaptive and Repetitive Control of Piezoelectric Actuators 行 精 類 行 年 年 行 立 林 參 理 劉 理 論 理 年 行政院國家科學委員會補助專題研究計畫成果報告 適應控制與反覆控制應用在壓電致動器之研究 Adaptive and Repetitive Control of Piezoelectric Actuators 計畫類別 : 個別型計畫 整合型計畫 計畫編號 :NSC 97-2218-E-011-015 執行期間 :97 年 11 月 01

More information

Chapter 1 Linear Regression with One Predictor Variable

Chapter 1 Linear Regression with One Predictor Variable Chapter 1 Linear Regression with One Predictor Variable 許湘伶 Applied Linear Regression Models (Kutner, Nachtsheim, Neter, Li) hsuhl (NUK) LR Chap 1 1 / 52 迴歸分析 Regression analysis is a statistical methodology

More information

奈米微污染控制工作小組 協辦單位 台灣賽默飛世爾科技股份有限公司 報名方式 本參訪活動由郭啟文先生負責 報名信箱

奈米微污染控制工作小組 協辦單位 台灣賽默飛世爾科技股份有限公司 報名方式 本參訪活動由郭啟文先生負責 報名信箱 SEMI AMC TF2 微污染防治專案為提升國內微污染量測之技術水平, 特舉辦離子層析儀之原理教學與儀器參訪活動, 邀請 AMC TF2 成員參加, 期盼讓 SEMI 會員對於離子層析技術於微汙染防治之儀器功能及未來之應用有進一步的認識 以實作參訪及教學模式, 使 SEMI 會員深刻瞭解離子層析技術之概念與原理, 並於活動中結合產業專家, 進行研討, 提出未來應用與發展方向之建議 參訪日期 中華民國

More information

pseudo-code-2012.docx 2013/5/9

pseudo-code-2012.docx 2013/5/9 Pseudo-code 偽代碼 & Flow charts 流程圖 : Sum Bubble sort 1 Prime factors of Magic square Total & Average Bubble sort 2 Factors of Zodiac (simple) Quadratic equation Train fare 1+2+...+n

More information

DESIGN OPTIMIZATION FOR ROBUSTNESS USING QUADRATURE FACTORIAL MODELS

DESIGN OPTIMIZATION FOR ROBUSTNESS USING QUADRATURE FACTORIAL MODELS 發表於 國機械工程學會第十㆔屆全國學術研討會, 八十㆕年十㆒月, 設計製造組論文集,pp. 711719 Also appear In Engineering Optimization. (1998), Vol. 3, pp.35 DESIGN OPTIMIZATION FOR ROBUSTNESS USING QUADRATURE FACTORIAL MODELS JyhCheng Yu Department

More information

Ch.9 Liquids and Solids

Ch.9 Liquids and Solids Ch.9 Liquids and Solids 9.1. Liquid-Vapor Equilibrium 1. Vapor Pressure. Vapor Pressure versus Temperature 3. Boiling Temperature. Critical Temperature and Pressure 9.. Phase Diagram 1. Sublimation. Melting

More information

Differential Equations (DE)

Differential Equations (DE) 工程數學 -- 微分方程 51 Differenial Equaions (DE) 授課者 : 丁建均 教學網頁 :hp://djj.ee.nu.edu.w/de.hm 本著作除另有註明外, 採取創用 CC 姓名標示 - 非商業性 - 相同方式分享 台灣 3. 版授權釋出 Chaper 8 Sysems of Linear Firs-Order Differenial Equaions 另一種解 聯立微分方程式

More information

原子模型 Atomic Model 有了正確的原子模型, 才會發明了雷射

原子模型 Atomic Model 有了正確的原子模型, 才會發明了雷射 原子模型 Atomic Model 有了正確的原子模型, 才會發明了雷射 原子結構中的電子是如何被發現的? ( 1856 1940 ) 可以參考美國物理學會 ( American Institute of Physics ) 網站 For in-depth information, check out the American Institute of Physics' History Center

More information

MECHANICS OF MATERIALS

MECHANICS OF MATERIALS CHAPTER 2 MECHANICS OF MATERIALS Ferdinand P. Beer E. Russell Johnston, Jr. John T. DeWolf David F. Mazurek Lecture Notes: J. Walt Oler Texas Tech University Stress and Strain Axial Loading 2.1 An Introduction

More information

RSSR Mechanism with Constant Transmission Angle

RSSR Mechanism with Constant Transmission Angle 華岡工程學報第 1 7 期 中國文化大學工學院 民國 9 2 年 6 月第 69-78 頁 HUA KANG JO URNAL OF ENGINEERING COLLE GE OF ENGINEERING CHIN ESE CULTURE UNIVERSITY Jun e,2003,vo1.17,p.69-p.78 固定傳力角之 RS SR 機構 RSSR Mechanism with Constant

More information

CHAPTER 2. Energy Bands and Carrier Concentration in Thermal Equilibrium

CHAPTER 2. Energy Bands and Carrier Concentration in Thermal Equilibrium CHAPTER 2 Energy Bands and Carrier Concentration in Thermal Equilibrium 光電特性 Ge 被 Si 取代, 因為 Si 有較低漏電流 Figure 2.1. Typical range of conductivities for insulators, semiconductors, and conductors. Figure

More information

REAXYS NEW REAXYS. RAEXYS 教育訓練 PPT HOW YOU THINK HOW YOU WORK

REAXYS NEW REAXYS. RAEXYS 教育訓練 PPT HOW YOU THINK HOW YOU WORK REAXYS HOW YOU THINK HOW YOU WORK RAEXYS 教育訓練 PPT Karen.liu@elsevier.com NEW REAXYS. 1 REAXYS 化學資料庫簡介 CONTENTS 收錄內容 & 界面更新 資料庫建置原理 個人化功能 Searching in REAXYS 主題 1 : 化合物搜尋 主題 2 : 反應搜尋 主題 3 : 合成計畫 主題 4 :

More information

磁振影像原理與臨床研究應用 課程內容介紹 課程內容 參考書籍. Introduction of MRI course 磁振成像原理 ( 前 8 週 ) 射頻脈衝 組織對比 影像重建 脈衝波序 影像假影與安全 等

磁振影像原理與臨床研究應用 課程內容介紹 課程內容 參考書籍. Introduction of MRI course 磁振成像原理 ( 前 8 週 ) 射頻脈衝 組織對比 影像重建 脈衝波序 影像假影與安全 等 磁振影像原理與臨床研究應用 盧家鋒助理教授國立陽明大學物理治療暨輔助科技學系 alvin4016@ym.edu.tw 課程內容介紹 Introduction of MRI course 2 課程內容 磁振成像原理 ( 前 8 週 ) 射頻脈衝 組織對比 影像重建 脈衝波序 影像假影與安全 等 磁振影像技術與分析技術文獻討論 對比劑增強 功能性影像 擴散張量影像 血管攝影 常用分析方式 等 磁振影像於各系統應用

More information

相關分析. Scatter Diagram. Ch 13 線性迴歸與相關分析. Correlation Analysis. Correlation Analysis. Linear Regression And Correlation Analysis

相關分析. Scatter Diagram. Ch 13 線性迴歸與相關分析. Correlation Analysis. Correlation Analysis. Linear Regression And Correlation Analysis Ch 3 線性迴歸與相關分析 相關分析 Lear Regresso Ad Correlato Aalyss Correlato Aalyss Correlato Aalyss Correlato Aalyss s the study of the relatoshp betwee two varables. Scatter Dagram A Scatter Dagram s a chart that

More information

5.5 Using Entropy to Calculate the Natural Direction of a Process in an Isolated System

5.5 Using Entropy to Calculate the Natural Direction of a Process in an Isolated System 5.5 Using Entropy to Calculate the Natural Direction of a Process in an Isolated System 熵可以用來預測自發改變方向 我們現在回到 5.1 節引入兩個過程 第一個過程是關於金屬棒在溫度梯度下的自然變化方向 試問, 在系統達平衡狀態時, 梯度變大或更小? 為了模擬這過程, 考慮如圖 5.5 的模型, 一孤立的複合系統受

More information

Multiple sequence alignment (MSA)

Multiple sequence alignment (MSA) Multiple sequence alignment (MSA) From pairwise to multiple A T _ A T C A... A _ C A T _ A... A T _ G C G _... A _ C G T _ A... A T C A C _ A... _ T C G A G A... Relationship of sequences (Tree) NODE

More information

Statistical Intervals and the Applications. Hsiuying Wang Institute of Statistics National Chiao Tung University Hsinchu, Taiwan

Statistical Intervals and the Applications. Hsiuying Wang Institute of Statistics National Chiao Tung University Hsinchu, Taiwan and the Applications Institute of Statistics National Chiao Tung University Hsinchu, Taiwan 1. Confidence Interval (CI) 2. Tolerance Interval (TI) 3. Prediction Interval (PI) Example A manufacturer wanted

More information

1 dx (5%) andˆ x dx converges. x2 +1 a

1 dx (5%) andˆ x dx converges. x2 +1 a 微甲 - 班期末考解答和評分標準. (%) (a) (7%) Find the indefinite integrals of secθ dθ.) d (5%) and + d (%). (You may use the integral formula + (b) (%) Find the value of the constant a for which the improper integral

More information

台灣大學開放式課程 有機化學乙 蔡蘊明教授 本著作除另有註明, 作者皆為蔡蘊明教授, 所有內容皆採用創用 CC 姓名標示 - 非商業使用 - 相同方式分享 3.0 台灣授權條款釋出

台灣大學開放式課程 有機化學乙 蔡蘊明教授 本著作除另有註明, 作者皆為蔡蘊明教授, 所有內容皆採用創用 CC 姓名標示 - 非商業使用 - 相同方式分享 3.0 台灣授權條款釋出 台灣大學開放式課程 有機化學乙 蔡蘊明教授 本著作除另有註明, 作者皆為蔡蘊明教授, 所有內容皆採用創用 姓名標示 - 非商業使用 - 相同方式分享 3.0 台灣授權條款釋出 hapter S Stereochemistry ( 立體化學 ): chiral molecules ( 掌性分子 ) Isomerism constitutional isomers butane isobutane 分子式相同但鍵結方式不同

More information

國立成功大學 航空太空工程學系 碩士論文 研究生 : 柯宗良 指導教授 : 楊憲東

國立成功大學 航空太空工程學系 碩士論文 研究生 : 柯宗良 指導教授 : 楊憲東 國立成功大學 航空太空工程學系 碩士論文 波函數的統計力學詮釋 Statistical Interpretation of Wave Function 研究生 : 柯宗良 指導教授 : 楊憲東 Department of Aeronautics and Astronautics National Cheng Kung University Tainan, Taiwan, R.O.C. Thesis

More information

期中考前回顧 助教 : 王珊彗. Copyright 2009 Cengage Learning

期中考前回顧 助教 : 王珊彗. Copyright 2009 Cengage Learning 期中考前回顧 助教 : 王珊彗 考前提醒 考試時間 :11/17( 四 )9:10~12:10 考試地點 : 管二 104 ( 上課教室 ) 考試範圍 :C1-C9, 選擇 + 計算 注意事項 : 考試請務必帶工程計算機 可帶 A4 參考紙 ( 單面 不能浮貼 ) 計算過程到第四位, 結果寫到小數點第二位 不接受沒有公式, 也不接受沒算出最後答案 考試只會附上 standard normal distribution

More information

tan θ(t) = 5 [3 points] And, we are given that d [1 points] Therefore, the velocity of the plane is dx [4 points] (km/min.) [2 points] (The other way)

tan θ(t) = 5 [3 points] And, we are given that d [1 points] Therefore, the velocity of the plane is dx [4 points] (km/min.) [2 points] (The other way) 1051 微甲 06-10 班期中考解答和評分標準 1. (10%) A plane flies horizontally at an altitude of 5 km and passes directly over a tracking telescope on the ground. When the angle of elevation is π/3, this angle is decreasing

More information

Chapter 8 Lecture. Essential University Physics Richard Wolfson 2 nd Edition. Gravity 重力 Pearson Education, Inc. Slide 8-1

Chapter 8 Lecture. Essential University Physics Richard Wolfson 2 nd Edition. Gravity 重力 Pearson Education, Inc. Slide 8-1 Chapter 8 Lecture Essential University Physics Richard Wolfson 2 nd Edition Gravity 重力 Slide 8-1 In this lecture you ll learn 簡介 Newton s law of universal gravitation 萬有引力 About motion in circular and

More information

Statistics and Econometrics I

Statistics and Econometrics I Statistics and Econometrics I Probability Model Shiu-Sheng Chen Department of Economics National Taiwan University October 4, 2016 Shiu-Sheng Chen (NTU Econ) Statistics and Econometrics I October 4, 2016

More information

Candidates Performance in Paper I (Q1-4, )

Candidates Performance in Paper I (Q1-4, ) HKDSE 2016 Candidates Performance in Paper I (Q1-4, 10-14 ) 7, 17 November 2016 General Comments General and Common Weaknesses Weak in calculations Unable to give the appropriate units for numerical answers

More information

國立交通大學 電子工程學系電子研究所碩士班 碩士論文

國立交通大學 電子工程學系電子研究所碩士班 碩士論文 國立交通大學 電子工程學系電子研究所碩士班 碩士論文 萃取接觸阻抗係數方法之比較研究 CBKR 結構與改良式 TLM 結構 A Comparison Study of the Specific Contact Resistivity Extraction Methods: CBKR Method and Modified TLM Method 研究生 : 曾炫滋 指導教授 : 崔秉鉞教授 中華民國一

More information

MRDFG 的周期界的計算的提升計畫編號 :NSC E 執行期限 : 94 年 8 月 1 日至 94 年 7 月 31 日主持人 : 趙玉政治大學資管系計畫參與人員 :

MRDFG 的周期界的計算的提升計畫編號 :NSC E 執行期限 : 94 年 8 月 1 日至 94 年 7 月 31 日主持人 : 趙玉政治大學資管系計畫參與人員 : MRDFG 的周期界的計算的提升計畫編號 :NSC 94-2213-E-004-005 執行期限 : 94 年 8 月 1 日至 94 年 7 月 31 日主持人 : 趙玉政治大學資管系計畫參與人員 : 一 中文摘要 Schoenen [4] 證實了我們的理論 即如果 MRDFG 的標記使它像 SRDFG 一樣表現, 不需要變換為 SRDFG 他們表明當標記高于相符標記, 在回界相對於標記的圖中,

More information

EXPERMENT 9. To determination of Quinine by fluorescence spectroscopy. Introduction

EXPERMENT 9. To determination of Quinine by fluorescence spectroscopy. Introduction EXPERMENT 9 To determination of Quinine by fluorescence spectroscopy Introduction Many chemical compounds can be excited by electromagnetic radication from normally a singlet ground state S o to upper

More information

Lecture Notes on Propensity Score Matching

Lecture Notes on Propensity Score Matching Lecture Notes on Propensity Score Matching Jin-Lung Lin This lecture note is intended solely for teaching. Some parts of the notes are taken from various sources listed below and no originality is claimed.

More information

Frequency Response (Bode Plot) with MATLAB

Frequency Response (Bode Plot) with MATLAB Frequency Response (Bode Plot) with MATLAB 黃馨儀 216/6/15 適應性光子實驗室 常用功能選單 File 選單上第一個指令 New 有三個選項 : M-file Figure Model 開啟一個新的檔案 (*.m) 用以編輯 MATLAB 程式 開始一個新的圖檔 開啟一個新的 simulink 檔案 Help MATLAB Help 查詢相關函式 MATLAB

More information

2. Suppose that a consumer has the utility function

2. Suppose that a consumer has the utility function 中正大學 94-6 94 { 修正 }. Suose that you consume nothing ut milk and cake and your references remain constant through time. In 3, your income is $ er week, milk costs $ er ottle, cake costs $ er slice and you

More information

Advanced Engineering Mathematics 長榮大學科工系 105 級

Advanced Engineering Mathematics 長榮大學科工系 105 級 工程數學 Advanced Engineering Mathematics 長榮大學科工系 5 級 姓名 : 學號 : 工程數學 I 目錄 Part I: Ordinary Differential Equations (ODE / 常微分方程式 ) Chapter First-Order Differential Equations ( 一階 ODE) 3 Chapter Second-Order

More information

雷射原理. The Principle of Laser. 授課教授 : 林彥勝博士 Contents

雷射原理. The Principle of Laser. 授課教授 : 林彥勝博士   Contents 雷射原理 The Principle of Laser 授課教授 : 林彥勝博士 E-mail: yslin@mail.isu.edu.tw Contents Energy Level( 能階 ) Spontaneous Emission( 自發輻射 ) Stimulated Emission( 受激發射 ) Population Inversion( 居量反轉 ) Active Medium( 活性介質

More information

ApTutorGroup. SAT II Chemistry Guides: Test Basics Scoring, Timing, Number of Questions Points Minutes Questions (Multiple Choice)

ApTutorGroup. SAT II Chemistry Guides: Test Basics Scoring, Timing, Number of Questions Points Minutes Questions (Multiple Choice) SAT II Chemistry Guides: Test Basics Scoring, Timing, Number of Questions Points Minutes Questions 200-800 60 85 (Multiple Choice) PART A ----------------------------------------------------------------

More information

中華民國第三十一屆電力工程研討會台灣台南 00 年 月 -4 日 charged. The inductr vltage V L and V L can be derived by Figure 4(b), as shwn in Equatins () and (4). V V V L in c V

中華民國第三十一屆電力工程研討會台灣台南 00 年 月 -4 日 charged. The inductr vltage V L and V L can be derived by Figure 4(b), as shwn in Equatins () and (4). V V V L in c V 中華民國第三十一屆電力工程研討會台灣台南 00 年 月 -4 日 Vltage-Lp Cmpensatr Design fr Cnstant On-Time Cntrl Based CCM Buck-Bst Cnverter with Lw Output-Vltage Ripple Ray-Lee Lin Department f Electrical Engineering Natinal Cheng

More information

行政院國家科學委員會補助專題研究計畫 成果報告 期中進度報告 ( 計畫名稱 )

行政院國家科學委員會補助專題研究計畫 成果報告 期中進度報告 ( 計畫名稱 ) 附件一 行政院國家科學委員會補助專題研究計畫 成果報告 期中進度報告 ( 計畫名稱 ) 發展紅外線 / 可見光合頻波成像顯微術以研究表面催化反應 計畫類別 : 個別型計畫 整合型計畫計畫編號 :NSC 97-2113 - M - 009-002 - MY2 執行期間 : 97 年 3 月 1 日至 98 年 7 月 31 日 計畫主持人 : 重藤真介共同主持人 : 計畫參與人員 : 成果報告類型 (

More information

ANSYS 17 應用於半導體設備和製程的應用技術

ANSYS 17 應用於半導體設備和製程的應用技術 ANSYS 17 應用於半導體設備和製程的應用技術 1 李龍育 Dragon CFD 技術經理 虎門科技 虎門科技 CADMEN 虎門科技股份有限公司, 創立於 1980 年, 提供客戶全球最優質的工程分析軟體 ANSYS 與技術服務 總公司 : 新北市板橋區 台中分 : 台中市文心路 台南分 結構強度分析 ANSYS Mechanical 落摔分析 ANSYS LS-DYNA 散熱與熱流場分析 ANSYS

More information

Earth System Science Programme 地球系統科學課程 Tel: Fax:

Earth System Science Programme 地球系統科學課程 Tel: Fax: Earth System Science Programme 地球系統科學課程 Tel: 3943 9624 Fax: 3942 0970 Email: essc@cuhk.edu.hk 1 地球系統科學 Earth System Science 如果你 想瞭解地球系統如何運作 想擁有良好數理基礎, 又可應用科學知識參與解決 21 世紀的一些重大環境問題 ( 如全球環境變化 氣候轉變 空氣及水污染

More information

Chapter 1 Physics and Measurement

Chapter 1 Physics and Measurement Chapter 1 Physics and Measurement We have always been curious about the world around us. Classical Physics It constructs the concepts Galileo (1564-1642) and Newton s space and time. It includes mechanics

More information

Earth System Science Programme. Academic Counseling 2018

Earth System Science Programme. Academic Counseling 2018 Earth System Science Programme Academic Counseling 2018 1 Global Environmental Change 全球環境變化 Climate Change Air pollution Food Security Public Health Biodiversity Water pollution Natural Disasters 2 課程內容

More information

Polybenzimidazole 及其奈米複合材 料薄膜在直接甲醇燃料電池的應用

Polybenzimidazole 及其奈米複合材 料薄膜在直接甲醇燃料電池的應用 遠東科技大學材料科學與工程系專題演講 Polybenzimidazole 及其奈米複合材 料薄膜在直接甲醇燃料電池的應用 許聯崇教授 國立成功大學材料科學及工程學系中華民國 97 年 3 月 19 日 utline Fuel Cells and Proton Exchange Membranes Synthesis of Polybenzimidazoles (PBIs) Research work

More information

Candidates Performance in Paper I (Q1-4, )

Candidates Performance in Paper I (Q1-4, ) HKDSE 2018 Candidates Performance in Paper I (Q1-4, 10-14 ) 8, 9 November 2018 General and Common Weaknesses Weak in calculations Weak in conversion of units in calculations (e.g. cm 3 to dm 3 ) Weak in

More information

FUNDAMENTALS OF FLUID MECHANICS. Chapter 8 Pipe Flow. Jyh-Cherng. Shieh Department of Bio-Industrial

FUNDAMENTALS OF FLUID MECHANICS. Chapter 8 Pipe Flow. Jyh-Cherng. Shieh Department of Bio-Industrial Chapter 8 Pipe Flow FUNDAMENTALS OF FLUID MECHANICS Jyh-Cherng Shieh Department of Bio-Industrial Mechatronics Engineering National Taiwan University 1/1/009 1 MAIN TOPICS General Characteristics of Pipe

More information

基因演算法 學習速成 南台科技大學電機系趙春棠講解

基因演算法 學習速成 南台科技大學電機系趙春棠講解 基因演算法 學習速成 南台科技大學電機系趙春棠講解 % 以下程式作者 : 清大張智星教授, 摘自 Neuro-Fuzzy and Soft Computing, J.-S. R. Jang, C.-T. Sun, and E. Mizutani 讀者可自張教授網站下載該書籍中的所有 Matlab 程式 % 主程式 : go_ga.m % 這是書中的一個範例, 了解每一個程式指令後, 大概就對 基因演算法,

More information

Regression Analysis. Institute of Statistics, National Tsing Hua University, Taiwan

Regression Analysis. Institute of Statistics, National Tsing Hua University, Taiwan Regression Analysis Ching-Kang Ing ( 銀慶剛 ) Institute of Statistics, National Tsing Hua University, Taiwan Regression Models: Finite Sample Theory y i = β 0 + β 1 x i1 + + β k x ik + ε i, i = 1,, n, where

More information

Permutation Tests for Difference between Two Multivariate Allometric Patterns

Permutation Tests for Difference between Two Multivariate Allometric Patterns Zoological Studies 38(1): 10-18 (1999) Permutation Tests for Difference between Two Multivariate Allometric Patterns Tzong-Der Tzeng and Shean-Ya Yeh* Institute of Oceanography, National Taiwan University,

More information

Sparse Learning Under Regularization Framework

Sparse Learning Under Regularization Framework Sparse Learning Under Regularization Framework YANG, Haiqin A Thesis Submitted in Partial Fulfilment of the Requirements for the Degree of Doctor of Philosophy in Computer Science and Engineering The Chinese

More information

Boundary Influence On The Entropy Of A Lozi-Type Map. Cellular Neural Networks : Defect Patterns And Stability

Boundary Influence On The Entropy Of A Lozi-Type Map. Cellular Neural Networks : Defect Patterns And Stability Boundary Influence On The Entropy Of A Lozi-Type Map Yu-Chuan Chang and Jonq Juang Abstract: Let T be a Henon-type map induced from a spatial discretization of a Reaction-Diffusion system With the above-mentioned

More information

GSAS 安裝使用簡介 楊仲準中原大學物理系. Department of Physics, Chung Yuan Christian University

GSAS 安裝使用簡介 楊仲準中原大學物理系. Department of Physics, Chung Yuan Christian University GSAS 安裝使用簡介 楊仲準中原大學物理系 Department of Physics, Chung Yuan Christian University Out Line GSAS 安裝設定 CMPR 安裝設定 GSAS 簡易使用說明 CMPR 轉出 GSAS 實驗檔簡易使用說明 CMPR 轉出 GSAS 結果簡易使用說明 1. GSAS 安裝設定 GSAS 安裝設定 雙擊下載的 gsas+expgui.exe

More information

Chapter 1 Introduction: Matter and Measurement

Chapter 1 Introduction: Matter and Measurement Chapter 1 Introduction: and, Inc. Introduction: and 1.1 The Study of Chemistry 1.2 Classifications of 1.3 Properties of 1.4 Units of 1.5 Uncertainty in 1.6 Dimensional Analysis Chemistry is the study of

More information

Chapter 5-7 Errors, Random Errors, and Statistical Data in Chemical Analyses

Chapter 5-7 Errors, Random Errors, and Statistical Data in Chemical Analyses Chapter 5-7 Errors, Random Errors, and Statistical Data in Chemical Analyses Impossible: The analytical results are free of errors or uncertainties. Possible: Minimize these errors and estimate their size

More information

課程名稱 : 電路學 (2) 授課教師 : 楊武智 期 :96 學年度第 2 學期

課程名稱 : 電路學 (2) 授課教師 : 楊武智 期 :96 學年度第 2 學期 課程名稱 : 電路學 (2) 授課教師 : 楊武智 學 期 :96 學年度第 2 學期 1 基礎電路學 主要在探討 電路分析技巧 教材分二部份 : 電路時域分析及電路頻域分析 時域分析 ( 電路學 (1)): 電路變數及元件 電路簡化技巧 電路分析技巧 RL 及 RC 電路的自然及步進響應及 RLC 電路的自然及步進響應 頻域分析 ( 電路學 (2)): 正弦性信號穩態分析 拉普拉斯轉換簡介 拉普拉斯轉換的電路分析及

More information

Chapter 7. The Quantum- Mechanical Model of the Atom. Chapter 7 Lecture Lecture Presentation. Sherril Soman Grand Valley State University

Chapter 7. The Quantum- Mechanical Model of the Atom. Chapter 7 Lecture Lecture Presentation. Sherril Soman Grand Valley State University Chapter 7 Lecture Lecture Presentation Chapter 7 The Quantum- Mechanical Model of the Atom Sherril Soman Grand Valley State University 授課教師 : 林秀美辦公室 : 綜合二館 302B TEL: 5562 email:hmlin@mail.ntou.edu.tw 評量方式

More information

Work Energy And Power 功, 能量及功率

Work Energy And Power 功, 能量及功率 p. 1 Work Energy And Power 功, 能量及功率 黃河壺口瀑布 p. 2 甚麼是 能量? p. 3 常力所作的功 ( Work Done by a Constant Force ) p. 4 F F θ F cosθ s 要有出力才有 功 勞 造成位移才有 功 勞 W = F cos θ s ( Joule, a scalar ) = F s or F Δx F : force,

More information

Examples (Chapter )

Examples (Chapter ) 7 C Exales (Chater 6 -- 8) F x F y A A cs60 + A cs60 F Q ρq + ρ( ) cs60 Q + ρ( )( x )cs60 0 (atsheric) then Fx ρ Q -767 N In the y-directin: ( 0) A sin60 A sin60 + Fy Q Q ρq(0) + ρ( ) sin60 + ρ( )( sin60

More information

Ph.D. Qualified Examination

Ph.D. Qualified Examination Ph.D. Qualified Examination (Taxonomy) 1. Under what condition, Lamarckism is reasonable? 2. What is the impact to biology and taxonomy after Darwin published Origin of Species? 3. Which categories do

More information

國立交通大學 機械工程學系 碩士論文 應用適應控制之 H 型壓電陀螺儀的設計與控制. Design and Control of the H-type Piezoelectric. Gyroscope via Adaptive Control Strategies 研究生 : 黃建評

國立交通大學 機械工程學系 碩士論文 應用適應控制之 H 型壓電陀螺儀的設計與控制. Design and Control of the H-type Piezoelectric. Gyroscope via Adaptive Control Strategies 研究生 : 黃建評 國立交通大學 機械工程學系 碩士論文 應用適應控制之 H 型壓電陀螺儀的設計與控制 Design and Control of the H-type Piezoelectric Gyroscope via Adaptive Control Strategies 研究生 : 黃建評 指導教授 : 陳宗麟博士 中華民國九十四年七月 應用適應控制之 H 型壓電陀螺儀的設計與控制 Design and Control

More information

Ch. 6 Electronic Structure and The Periodic Table

Ch. 6 Electronic Structure and The Periodic Table Ch. 6 Eectronic tructure and The Periodic Tabe 6-: Light, Photon Energies, and Atoic pectra. The Wave Nature of Light: Waveength and Frequency. The partice Nature of Light; Photon Energies 3. Atoic pectra

More information

國立交通大學 電信工程學系 碩士論文 考慮晶片上互感及電阻 電感 電容雜訊之漏話 導向電路佈局. Crosstalk-Driven Placement with Considering On-Chip Mutual. Inductance and RLC Noise 研究生 : 邱震軒

國立交通大學 電信工程學系 碩士論文 考慮晶片上互感及電阻 電感 電容雜訊之漏話 導向電路佈局. Crosstalk-Driven Placement with Considering On-Chip Mutual. Inductance and RLC Noise 研究生 : 邱震軒 國立交通大學 電信工程學系 碩士論文 考慮晶片上互感及電阻 電感 電容雜訊之漏話 導向電路佈局 Crosstalk-Driven Placement with Considering On-Chip Mutual Inductance and RLC Noise 研究生 : 邱震軒 指導教授 : 李育民教授 中華民國九十四年十月 考慮晶片上互感與電阻 電感 電容雜訊之漏話導向電路佈局 Crosstalk-Driven

More information

Learning to Recommend with Location and Context

Learning to Recommend with Location and Context Learning to Recommend with Location and Context CHENG, Chen A Thesis Submitted in Partial Fulfilment of the Requirements for the Degree of Doctor of Philosophy in Computer Science and Engineering The Chinese

More information

材料力學 Mechanics of Materials

材料力學 Mechanics of Materials 材料力學 Mechanics of Materials 林峻立博士 國立陽明大學生物醫學工程系教授 Chun-Li Lin, PhD., Professor, Department of Biomedical Engineering National Yang-Ming University 1-1 Cortical bone: 10-20GPa Load Cross section b Moment

More information

The Effect of Thermal Factors on the Measurement of Wet Bulb Globe Temperature

The Effect of Thermal Factors on the Measurement of Wet Bulb Globe Temperature The Effect of Thermal Factors on the Measurement of Wet Bulb Globe Temperature Research Articles The Effect of Thermal Factors on the Measurement of Wet Bulb Globe Temperature Yow-Jer Juang 1,2, Yi-Chang

More information

Chapter 13. Enzyme Kinetics ( 動力學 ) and Specificity ( 特異性 專一性 ) Biochemistry by. Reginald Garrett and Charles Grisham

Chapter 13. Enzyme Kinetics ( 動力學 ) and Specificity ( 特異性 專一性 ) Biochemistry by. Reginald Garrett and Charles Grisham Chapter 13 Enzyme Kinetics ( 動力學 ) and Specificity ( 特異性 專一性 ) Biochemistry by Reginald Garrett and Charles Grisham Y.T.Ko class version 2016 1 Essential Question What are enzymes? Features, Classification,

More information

FUNDAMENTALS OF FLUID MECHANICS Chapter 3 Fluids in Motion - The Bernoulli Equation

FUNDAMENTALS OF FLUID MECHANICS Chapter 3 Fluids in Motion - The Bernoulli Equation FUNDAMENTALS OF FLUID MECHANICS Chater 3 Fluids in Motion - The Bernoulli Equation Jyh-Cherng Shieh Deartment of Bio-Industrial Mechatronics Engineering National Taiwan University 09/8/009 MAIN TOPICS

More information

大原利明 算法点竄指南 点竄術 算 額 絵馬堂

大原利明 算法点竄指南 点竄術 算 額 絵馬堂 算額 大原利明 算法点竄指南 点竄術 算 額 絵馬 絵 馬 絵馬堂 甲 一 乙 二 丙 三 丁 四 戊 五 己 六 庚 七 辛 八 壬 九 癸 十 十五 二十 百 千 甲 乙 丙 丁 傍書法 関孝和 点竄術 松永良弼 甲 甲 甲 甲 甲 乙 甲 甲 乙 甲 乙 甲 乙 甲 乙 丙 丁 戊 a + b 2 c 甲 a a 二乙 2 b b 2 小 c c SOLVING SANGAKU 5 3.1.

More information

14-A Orthogonal and Dual Orthogonal Y = A X

14-A Orthogonal and Dual Orthogonal Y = A X 489 XIV. Orthogonal Transform and Multiplexing 14-A Orthogonal and Dual Orthogonal Any M N discrete linear transform can be expressed as the matrix form: 0 1 2 N 1 0 1 2 N 1 0 1 2 N 1 y[0] 0 0 0 0 x[0]

More information

國立交通大學 電子工程學系電子研究所碩士班 碩士論文

國立交通大學 電子工程學系電子研究所碩士班 碩士論文 國立交通大學 電子工程學系電子研究所碩士班 碩士論文 適用於快閃記憶體之 (9216,8195) 拉丁方陣 低密度奇偶校驗碼解碼器 A (9216,8195) LDPC Decoder based on Latin Square for NAND Flash Memory 學生 : 曾士家 指導教授 : 張錫嘉教授 中華民國一百年十二月 適用於快閃記憶體之 (9216,8195) 拉丁方陣 低密度奇偶校驗碼解碼器

More information

心智科學大型研究設備共同使用服務計畫身體 心靈與文化整合影像研究中心. fmri 教育講習課程 I. Hands-on (2 nd level) Group Analysis to Factorial Design

心智科學大型研究設備共同使用服務計畫身體 心靈與文化整合影像研究中心. fmri 教育講習課程 I. Hands-on (2 nd level) Group Analysis to Factorial Design 心智科學大型研究設備共同使用服務計畫身體 心靈與文化整合影像研究中心 fmri 教育講習課程 I Hands-on (2 nd level) Group Analysis to Factorial Design 黃從仁助理教授臺灣大學心理學系 trhuang@ntu.edu.tw Analysis So+ware h"ps://goo.gl/ctvqce Where are we? Where are

More information

Revised Dynamic Optimal Training of Three-Layer Neural Network

Revised Dynamic Optimal Training of Three-Layer Neural Network 國立交通大學 電機與控制工程學系 碩士論文 三層類神經網路的改良式動態最佳學習 Revised Dynamic Optimal Training of Three-Layer Neural Network 研究生 : 林書帆 指導教授 : 王啟旭教授 中華民國九十五年十月 1 三層類神經網路的改良式動態最佳學習 Revised Dynamic Optimal Training of Three-Layer

More information

Chapter 9 The introduction of EELS EELS principle

Chapter 9 The introduction of EELS EELS principle Chapter 9 The introduction of EELS EELS principle (Chap. 37, 38, 39, 40) Textbook: R.F. Egerton, Electron Energy-Loss Spectroscopy in the Electron Microscope, 2nd edition Particle picture of scattering

More information

新世代流式細胞儀. Partec GmbH from Münster Germany 派特科技有限公司

新世代流式細胞儀. Partec GmbH from Münster Germany 派特科技有限公司 新世代流式細胞儀 Partec GmbH from Münster Germany 派特科技有限公司 螢光細胞染色技術 Fluorescence Based Flow Cytometry Invented in 1968 in the University of Münster, Germany at the Institute of Radiobiology by Professor Dr.Wolfgang

More information

Elementary Number Theory An Algebraic Apporach

Elementary Number Theory An Algebraic Apporach Elementary Number Theory An Algebraic Apporach Base on Burton s Elementary Number Theory 7/e 張世杰 bfhaha@gmail.com Contents 1 Preliminaries 11 1.1 Mathematical Induction.............................. 11

More information

Reactive Fluid Dynamics 1 G-COE 科目 複雑システムのデザイン体系 第 1 回 植田利久 慶應義塾大学大学院理工学研究科開放環境科学専攻 2009 年 4 月 14 日. Keio University

Reactive Fluid Dynamics 1 G-COE 科目 複雑システムのデザイン体系 第 1 回 植田利久 慶應義塾大学大学院理工学研究科開放環境科学専攻 2009 年 4 月 14 日. Keio University Reactive Fluid Dynamics 1 G-COE 科目 複雑システムのデザイン体系 第 1 回 植田利久 慶應義塾大学大学院理工学研究科開放環境科学専攻 2009 年 4 月 14 日 Reactive Fluid Dynamics 2 1 目的 本 G-COE で対象とする大規模複雑力学系システムを取り扱うにあたって, 非線形力学の基本的な知識と応用展開力は不可欠である. そこで,

More information

國立交通大學 電子物理研究所 博士論文 微結構鐵磁系統的磁矩翻轉和磁電傳輸性質. Magnetization Reversal and Magneto-transport in Patterned Ferromagnetic Systems 研究生 : 鍾廷翊 指導教授 : 許世英

國立交通大學 電子物理研究所 博士論文 微結構鐵磁系統的磁矩翻轉和磁電傳輸性質. Magnetization Reversal and Magneto-transport in Patterned Ferromagnetic Systems 研究生 : 鍾廷翊 指導教授 : 許世英 國立交通大學 電子物理研究所 博士論文 微結構鐵磁系統的磁矩翻轉和磁電傳輸性質 Magnetization Reversal and Magneto-transport in Patterned Ferromagnetic Systems 研究生 : 鍾廷翊 指導教授 : 許世英 中華民國九十八年五月 微結構鐵磁系統的磁矩翻轉和磁電傳輸性質 Magnetization Reversal and Magneto-transport

More information

d) There is a Web page that includes links to both Web page A and Web page B.

d) There is a Web page that includes links to both Web page A and Web page B. P403-406 5. Determine whether the relation R on the set of all eb pages is reflexive( 自反 ), symmetric( 对 称 ), antisymmetric( 反对称 ), and/or transitive( 传递 ), where (a, b) R if and only if a) Everyone who

More information

在破裂多孔介質中的情形 底下是我們考慮的抛物線微分方程式. is a domain and = f. in f. . Denote absolute permeability by. P in. k in. p in. and. and. , and external source by

在破裂多孔介質中的情形 底下是我們考慮的抛物線微分方程式. is a domain and = f. in f. . Denote absolute permeability by. P in. k in. p in. and. and. , and external source by 行 裂 精 類 行 年 年 行 立 數 葉立 論 理 年 背景及目的很多的化學工廠的廢水經由水井排放到地底, 地面的有毒廢棄物也經由雨水進入地底, 核能電廠儲存在地底下的核廢棄物由於時間的關係造成容器腐蝕 或是由於地層變動造成容器破裂, 放射性物質也因此進入地下水 這些都造成日常飲用水的不安全 這些問題不是只發生在臺灣, 世界其它國家也有同樣的情形 歐美一些國家都有專責機構負責這些污染源的清除工作

More information

Numbers and Fundamental Arithmetic

Numbers and Fundamental Arithmetic 1 Numbers and Fundamental Arithmetic Hey! Let s order some pizzas for a party! How many pizzas should we order? There will be 1 people in the party. Each people will enjoy 3 slices of pizza. Each pizza

More information

CH 5 More on the analysis of consumer behavior

CH 5 More on the analysis of consumer behavior 個體經濟學一 M i c r o e c o n o m i c s (I) CH 5 More on the analysis of consumer behavior Figure74 An increase in the price of X, P x P x1 P x2, P x2 > P x1 Assume = 1 and m are fixed. m =e(p X2,, u 1 ) m=e(p

More information

工業用ゴム材料の非線形粘弾性シミュレーションに関する研究 ( Text_ 全文 )

工業用ゴム材料の非線形粘弾性シミュレーションに関する研究 ( Text_ 全文 ) Title 工業用ゴム材料の非線形粘弾性シミュレーションに関する研究 ( Text_ 全文 ) Author(s) 前田, 成人 Citation Issue Date 7-3 URL http://hdl.handle.net/.5./ Rights 博士 工学 学位論文 Doctoral Dissertation of Engineering 工業用ゴ 材料 非線形粘弾性シ ュ ーションに関する研究

More information

PHI7470 Topics in Applied Philosophy: The Philosopher and Sociology

PHI7470 Topics in Applied Philosophy: The Philosopher and Sociology PHI7470 Topics in Applied Philosophy: The Philosopher and Sociology Mr. Lui Ping Keung (frcisco@netvigator.com) Sociology grew and continues to grow from philosophy. At the same time, sociology has made

More information