PSMT Term 1 Topic 2 Polynomials Table of Contents 1.0 Intro o 1.1 Aim o 1.2 Method 2.0 Considerations o 2.1 Assumptions o 2.2 Observations 3.0 Analyses/ Solve o 3.1 Quadratic model (algebraically, using tech, discuss) o 3.2 Quartic Model (algebraically, using tech, discuss) o 3.3 Combination Model (algebraically, using tech, discuss) 4.0 Evaluation o 4.1 Strengths o 4.2 Limitations 5.0 Conclusion 6.0 References 7.0 Appendices 1 1.0 Intro 1.1 Aim o The aim of this investigation is to research and construct a suitable function that replicates the curved section of the Mackinac Bridge in Michigan, The United States. The structure of the bridge’s curved section will be modelled by a set of appropriate calculated and computed polynomial functions (π¦ = π(π₯ − π)2 + π, π¦ = π(π₯ − π)4 + π) as well as the sum of even degree polynomials (π¦ = π0 + π2 (π₯ – π2 )2 + π4 (π₯ – π4 )4 + β― + π2π (π₯ – π2π )2π + β― ). Algebraic procedures as well as technological tools such as Desmos and the TI-84 Plus CE will be utilised in order to evaluate the viability of models including the R2 values and analysis of residuals. 1.2 Method During the formulation of the series of polynomials which display the curve of The Mackinac Bridge, a set of procedures were followed. o 1.2.1 Firstly, the blueprint of the Mackinac Bridge in The United States had been inserted along the virtual grid on Desmos (Figure 1). o 1.2.2 Next, the cartesian coordinates of each point on the curve had also been collected and recorded into a table of values, as displayed in Figure 1 ‘Table of Plotted Points and Correlation on the Graph’. o 1.2.3 Following this, through inputting the values of ‘x1’ and ‘y1’ (Figure 1) and calculating a unique ‘a value’ (Figure 9), a quadratic (π¦ = π(π₯ − π)2 + π), quartic (π¦ = π(π₯ − π)4 + π) and combination (π¦ = π(π₯ − π)2 + π(π₯ − π)4 + π) model were developed in attempt to model the curve of the plotted points on the bridge. These models are presented in Figures 2, 4 and 6. o 1.2.4 Subsequently, these same equations were remodelled in the development of a technical model, created automatically by the graphing software ‘Desmos’ as illustrated in Figures 3, 5 and 7. o 1.2.5 Then, the residuals of each created formula had been recorded into a table of values. o 1.2.6 Lastly, a separate dot-plot graph had been created on the software ‘Desmos’ to efficiently compare, contrast and evaluate these residuals (Figure 8). 2.0 2.1 Considerations Observations A range of observations had been detected during the progression of the generated polynomial function of the bridge. It was observed that during the construction of each formulated polynomial function; the calculator which had been used to determine each value had been limited to a certain number of decimal places, hence reducing the accuracy of the results. Additionally, the initial Cartesian coordinates that had been marked and recorded into the table of values in Figure 1, may have deviated from the correct points on the graph as a result of the quality of the image and the orientation due to the zoom function on the Desmos program. Consequently, this may have influenced some evident deviations in results. Furthermore, it was observed that the curve of the bridge had been positive meaning that the calculated ‘a’ values of each model would be positive. As displayed in Image 3 when using the zoom function in Desmos it was observed that the qualty of the image had decreased, creating uncertainty in determining the expected coordinate of the curve. The translation of the bridge had been 4.99 units to the left and 0.093 units up, producing a turning point (4.99, 0.093). It had also been observed that the domain of the investigated curve had been 2.44 ≤ π₯ ≤ 7.54 while the range of the curve had been 0.093 ≤ π¦ ≤ 0.56. A relevant observation that had been developed throughout the progression of the investigation had been that various other bridges had represented an irregularly oriented shape or asymmetry. 2.2 Assumptions Through the completion of the investigation a number of assumptions were considered, as a result of observed considerations, in order to ensure efficiency and accuracy throughout the process. An assumption was made that the functions generated by the calculator of limited decimal places, had been accurate in order to be able to draw relevant conclusions. Also, it was assumed throughout the procedure that the plotted points of the original graph displayed a correctly oriented image. As a result of an observation of other bridges being minorly irregular in shape or asymmetry, it was also assumed that the bridge had been symmetrical in construction to maintain the assumed relationship of the structure as an even degree polynomial. Moreover, in plotting the initial cartesian coordinates of the graph as displayed in Figure 1, it had been observed that while using the zoom function on the desmos program, the image had become blurred (Image 3). Due to this limitation, it had been assumed that the plotted point had presumed an accurate location on the curve of the image. 2 3.0 Analysis/Solve Figure 1: Table of Plotted Points and Imaged Correlation on the Graph: π·πππππ: 2.44 ≤ π₯ ≤ 7.54 π ππππ: 0.093 ≤ π¦ ≤ 0.56 3 3.1 o Quadratic Model (algebraically, using tech, discuss) Figure 2 and 3 represent the calculated and computed models of the quadratic function (π¦ = π(π₯ − π)2 + π) which replicate the curve of the Mackinac Bridge, Michigan United States. The 467 formulated quadratic function is modelled by the equation ‘π¦1 ~ 6500 (π₯1 − 4.99)2 + 0.093′ as calculated in Figure 9 (refer to appendix). To create this equation; the simultaneous solutions of 3 equations, with the inputted values of 3 specific coordinates of the curve in Figure 1, was determined. It was then converted from general form (y=ππ₯ 2 + ππ₯ + π) to turning point form π¦ = π(π₯ − π)2 + π where b and c reveals the horizontal and vertical translations. The π 2 value of this function relative to the coordinates of the bridge was represented by the value ‘0.9986′ which discloses a close correlation between the regression lines and the Cartesian coordinates. Additionally, the residuals of this function is displayed in Figure 8 as the orange dots which are clearly closely related or identical to the line ′π¦ = 0′ meaning that there is a minimum deviation between each coordinate displayed in Figure 1 and the line displayed in Figure 2. Additionally, a technical model had also been constructed by the Desmos software, modelled as ‘′π¦1 ~π(π₯! − π)2 + π. The π 2 value of this function relative to the coordinates of the bridge was represented by the value ‘0.9996′ this reveals a close correlation between the regression lines and the Cartesian coordinates. Additionally, the residuals of this function are also displayed in Figure 8 as the blue dots which are definite in relation to the line ′π¦ = 0′ meaning that there is also a minimum deviation between each coordinate displayed in Figure 1 and the line displayed in Figure 3. Although, both of the models displayed in Figures 2 and 3 are extremely accurate, the technical model formed by Desmos clearly displays a slightly greater π 2 value being greater by 0.001. Figure 2: The Formulated Quadratic Function 4 Figure 3: The Desmos Formulated Quadratic Function 3.2 Quartic Model (algebraically, using tech, discuss) Figure 4 and 5 represent the calculated and computed models of the quartic function (π¦ = π(π₯ − π)4 + π) which replicate the curve of the Mackinac Bridge, Michigan United States. The formulated quartic function is modelled by the equation ‘π¦1 ~0.0110441757(π₯1 − 4.99)4 + 0.093′ as calculated in Figure 9 (refer to appendix). To create this equation; the known variables of the curve which were the vertical and horizontal translations, as well as the points on the curve were substituted into the equation (π¦1 = π(π₯1 − π)4 + π) as well as the point (7.54, 0.56) in which the unique ‘b’ value was to be determined by solution. The π 2 value of this function relative to the coordinates of the bridge was represented by the value ‘0.7621′ which discloses a moderate correlation between the regression line and the Cartesian coordinates. Additionally, the residuals of this function were displayed in Figure 8 as the black-filled dots (e5), slightly visible behind the red dots for ‘Formulated Combination (e6)’ as illustrated in Image 1. The residual plots of this Quartic model line diverge from the line ′π¦ = 0′ between the points which had been initially inputted into the function, such as the coordinates of the greatest values of x ‘(7.54, 0.56)’ and the turning point ‘(4.99, 0.093)’ as displayed in Image 2. This confirms that there is a relative deviation between each coordinate displayed in Figure 1 and the line displayed in Figure 4. Additionally, a technical model had also been constructed by the Desmos software, modelled as ‘′π¦1 ~π(π₯! − π)2 + π’. The π 2 value of this function relative to the coordinates of the bridge was represented by the value ‘0.9278′ this reveals a relatively close correlation between the regression lines and the Cartesian coordinates. Additionally, the residuals of this function are also displayed in Figure 8 as the green dots which are definite in relation to the line ′π¦ = 0′ meaning that there was a minimum deviation between each coordinate displayed in Figure 1 and the line displayed in Figure 3. Furthermore, it can be inferred that Figure 5 of the ‘Desmos Formulated Quartic’ had represented a more accurate curve in relation to the coordinates of the bridges curve in Figure 1, than Figure 4 of the ‘Formulated Quartic Function’, having a greater π 2 value by ‘0.1657’. 5 Image 1 Image 2: 7.54, 0.56 4.99, 0.093 Figure 4: The Formulated Quartic Function 6 No inputted coordinates Figure 5: The Desmos Formulated Quartic Function 3.3 Combination Model (algebraically, using tech, discuss) Figure 6 and 7 represent the calculated and computed models of the quadratic and quartic combination function (π¦ = π(π₯ − π)2 + π(π₯ − π)4 + π) which replicate the curve of the Mackinac Bridge, Michigan United States. The formulated combination function was modelled by the equation ‘π¦1 ~0.0000027623(π₯1 − 4.99)2 + 0.0110490048(π₯1 − 4.99)4 + 0.093′ as calculated in Figure 9 (refer to appendix) and displayed in Figure 6. To create this equation; 2 initial equations were constructed in the form (π¦ = π(π₯ − π)2 + π(π₯ − π)4 + π) in which the coordinates closest to the turning point (4.94, 0.093) and of the greatest y value (7.54, 0.56) were substituted for the values of x and y, in order to ensure the regression line’s intersection of the end and middle of the curve. The vertical and horizontal translations were kept the same throughout the simultaneous solution of these equations in determining the refined a and d values. The π 2 value of this function relative to the coordinates of the bridge was represented by the value ‘0.7624′ which discloses a moderately weak correlation between the regression lines and the Cartesian coordinates. Additionally, the residuals of this function are displayed in Figure 8 as the red dots which clearly deviate from the line ‘π¦ = 0′ related or identical to the line ′π¦ = 0′ indicating a great deviation between each coordinate displayed in Figure 1 and the line displayed in Figure 6. Additionally, a technical model had also been constructed by the Desmos software, modelled as ′π¦1 = π(π₯1 − β)2 + π(π₯1 − β)4 + π′ in which ‘h’ and ‘k’ are the horizontal and vertical translations (Figure 7). The π 2 value of this function relative to the coordinates of the bridge was represented by the value ‘0.9999′ this reveals a strong correlation between the regression lines and the Cartesian coordinates. Additionally, the residuals of this function are also displayed in Figure 8 as the purple dots which have an almost direct relationship to the line ′π¦ = 0′ revealing a very minimum level of deviation between each coordinate displayed in Figure 1 and the regression line displayed in Figure 3. Moreover, Figure 7 ‘The Desmos Formulated Combination of the Quadratic and Quartic Function’ clearly represents a greater correlation between the regression line (Figure 7) and the coordinates of the bridge (Figure 1) than Figure 6 ‘The Formulated Combination of the Quadratic and Quartic Function’. The π 2 value had been greater by ‘0.2375’. 7 Figure 6: The Formulated Combination of Quadratic and Quartic Function Figure 7: The Desmos Formulated Combination of Quadratic and Quartic Function 8 Figure 8: Visual Comparison of Residuals of Each Constructed Function: π¦=0 Desmos Formulated Quadratic (e1) Formulated Quadratic (e4) Desmos Formulated Combination of Quadratic and Quartic (e3) Formulated Combination of Quadratic and Quartic (e6) Desmos Formulated Quartic (e2) Formulated Quartic (e5) 4.0 4.1 Evaluation Strengths Throughout the process of investigating and determining a suitable function that replicates the curved section of the Mackinac Bridge, a range of strengths had been identified which influenced the success, viability and reasonableness of the models displayed through Figures 2 to 7. The large range of increments of the initial curve had influenced the ability to correctly evaluate the viability of the model by impacting the r squared value, increasing the reasonableness consequently. In calculating the formula for each model in Figure 9 (refer to appendix), the values close to the turning point, and largest values of y were frequently used in simultaneous solutions and in determining unknowns, this had increased the possibility of creating a successful and reasonable model as it had inputted definite and important points of the curve, which resulted in receiving the most efficient models in relation to the coordinates in Figure 1. It had essentially imposed the basic shape of the curve from the initial stages of the procedure. The effect of this procedure is relevant in image 2 where residual values had only deviated between the 2 initially inputted points. The use of residual plots and the ‘π¦ = 0′ line (Image 2) in evaluating the accuracy of the models in relation to the coordinates in Figure 1, had clearly strengthened the capability to correctly and effectively test the reasonableness and viability of the models. Additionally, as a result of some assumptions made during the procedure of the investigation, the values determined in calculation (Figure 9 refer to appendix) had remained consistent and efficient. Some assumptions included assuming the accuracy of values which required many decimal places, the orientation of the image as well as the physical bridge. Also, the use of technology such as the software ‘Desmos’ and the ‘TI-84 Plus CE’ Graphing Calculator had made the procedure very efficient and simple despite the complication of the investigation, through its display of virtual geometrics and quick calculation. 9 4.2 Limitations Accordingly, throughout the completion of the investigation through Figures 2 to 7, a set of limitations had also been recognised which had manipulated the success, viability and reasonableness of the achieved results. Although, the assumptions such as ‘assuming the accuracy of values which required many decimal places, the orientation of the image as well as the physical bridge’ had provided consistency and efficiency in the results, this may impact on the reasonableness of the models and ultimately the ability of applying these methods to real world situations as a result of the inaccuracy in the results. As visible in Image 3, while using the zoom function it had been noticed that the curves of the bridge had become blurred. Consequently, slight deviations in the data could be due to the quality of the inserted blueprint on the desmos grid as a result of the ambiguous location of the plot. In investigating the dimensions and gathering research of the Mackinac bridge, it was assumed that the curve of the bridge had no irregularities or asymmetry in shape. In the case of irregularities or asymmetry that the bridge may have in construction, the accuracy and reasonableness of the model may be compromised. In addition to that, if the image of the bridge also had irregularities, the accuracy and reasonableness of the models may be compromised. Image 3: 5.0 Conclusion The purpose of this investigation was to research and construct a suitable model that replicated the curved section of the Mackinac Bridge in Michigan, The United States. To achieve this the structure of the bridge’s curved section was modelled by a set of appropriate calculated and computed polynomial functions (π¦ = π(π₯ − π)2 + π, π¦ = π(π₯ − π)4 + π) as well as the sum of even degree polynomials (π¦ = π0 + π2 (π₯ – π2 )2 + π4 (π₯ – π4 )4 + β― + π2π (π₯ – π2π )2π + β― ). Algebraic procedures as well as technological tools such as Desmos and the TI-84 Plus CE had been utilised in the evaluation of the viability of the models including the π 2 values and analysis of residuals. The Desmos constructed ‘Combination of Quartic and Quadratic Function’ displayed in Figure 7 had clearly displayed the greatest correlation to the coordinates listed in Figure 1, modelling a curve which had best fit in relation to the structure of the original bridge. The function displayed in Figure 7 also revealed a reasonable solution in relation to the purpose of modelling the Mackinac bridge through its accuracy and feasibility in the results despite minor limitations and exceeded domain and range. Furthermore, the solution of the investigation could be further extended by introducing the use of an extra function of π₯ 6 in the combination of the models, to provide a result of greater accuracy and feasibility. In addition, the investigation could be further improved by recording the values of the bridge in intervals of 0.01 rather than 0.1 units of ‘π¦’ as displayed in Figure 1. This refinement could result in a greater level of accuracy in creating a model for the Mackinac Bridge. 6.0 o o References Graphing calculator. (n.d.). Desmos. https://www.desmos.com/calculator Mackinac bridge (Big Mac / Mighty Mac) - HistoricBridges.org. (n.d.). Historic Bridges .org. https://historicbridges.org/bridges/browser/?bridgebrowser=other/mackinac/ 10 7.0 Appendices Figure 9: The Working for Each Formulated Equation 3 πΈππ’ππ‘ππππ ππ π‘βπ ππ’πππππ‘ππ βππ ππππ πππ£ππππππ ππ 3 π’πππππ€ππ π€πππ π‘π ππ πππππ’πππ‘ππ. π π¬ππππππππ: πβπ 3 πππππππππ‘ππ π‘π ππ π πππππ‘ππ ππ πππππ π‘π πππ‘ππππππ π‘βπ πππ’ππ‘ππππ πππ π‘π ππ πππππππππ‘ππ ππ π‘βπ πππππ‘ππ π‘ π¦ π£πππ’ππ ππ 0.56, πππ π‘βπ ππ₯π‘πππππππ‘ππ π£πππ’π ππ π‘βπ π‘π’πππππ πππππ‘. πβππ π πππππππππ‘ππ π€πππ π πππππ‘ππ ππ π πππ π’ππ‘ ππ π‘βπππ π€πππππ¦ π πππππ πππ ππ‘πππ ππ π‘βπ ππ’ππ£π. (π. ππ, π. πππ) = πππππππππ πππππ ππ πππππππ πππππ π¦ = ππ₯ 2 + ππ₯ + π 0.093 = (4.94)2 π + 4.94π + π 0.093 = 24.4036π + 4.94π + π (π. ππ, π. ππ) = πππππ πππππ π ππ πππππππ π πππππ π¦ = ππ₯ 2 + ππ₯ + π 0.56 = (2.44)2 π + 2.44π + π 0.56 = 5.9536π + 2.44π + π (π. ππ, π. ππ) = πππππ πππππ π ππ πππππππ π πππππ π¦ = ππ₯ 2 + ππ₯ + π 0.56 = (7.54)2 π + 7.54π + π 0.56 = 56.8516π + 7.54π + π πππβππππππ¦ π€ππ π’π‘ππππ ππ π‘π πππππ’πππ‘π π‘βπ π£πππ’ππ ππ π‘βπ π, π πππ π. π = 467/6500 π = −0.7170246154 π = 1.8817968 π¬πππππππ ππ πΌππππππ ππ π½πππππ 467 2 π¦= π₯ − 0.7170246154π₯ + 1.8817968 6500 πͺππππππ ππ π»ππππππ π·ππππ ππππ π³ππ π(π) = π (πΉπππ‘ππ ππ’π‘) (πΆππππππ‘π π‘βπ π ππ’πππ) (ππ π π‘βπ ππππππππ πππππ’ππ) (π πππππππ¦) (ππ₯ππππ) [commas (,) = decimal points(.)] {Program error} π»ππππππ π·ππππ ππππ πππ πΈπππ πππππ 467 (π₯ − 4.99)2 + 0.093 π¦= 6500 πβπππππππ, π‘βπ π‘π’πππππ πππππ‘ ππ π‘βπ ππ’πππππ‘ππ ππ (4.99, 0.093) π»ππππππ π·ππππ ππππ πππ πΈπππ πππππ π¦ = π(π₯ − 4.99)4 + 0.093 ππ’π ππ (7.54, 0.56) 0.56 = π(7.54 − 4.99)4 +0.093 0.467 π= (7.54 − 4.99)4 π = 0.011044757 π¦ = 0.011044757(π₯ − 4.99)4 + 0.093 11 π¬πππππππ πππ πππ πͺππππππππππ ππ πππ πΈπππ πππππ πππ πΈππππππ π¬πππππππ π¦ = π(π₯ − π)2 + π(π₯ − π)4 + π 467 (π₯ − 4.99)2 ) + 0.093 + π·(0.011044757(π₯ − 4.99)4 ) + 0.093 π¦ = π΄( 6500 467 (π₯ − 4.99)2 ) + π·(0.011044757(π₯ − 4.99)4 ) + 0.093 π¦ = π΄( 6500 π¦ = π(π₯ − 4.99)2 + π(π₯ − 4.99)4 + 0.093 π π’π ππ (2.44, 0.56)(πβπ πππππππππ‘π ππ π’πππππππ π‘ π£πππ’π ππ π¦) 0.56 = π(2.44 − 4.99)2 + π(2.44 − 4.99)4 + 0.093 0.467 − 42.28250625π = π 6.5025 2 π¦ = π(π₯ − 4.99) + π(π₯ − 4.99)4 + 0.093 ππ’π ππ (4.94, 0.093) (πΆπππ ππ π‘ ππ₯π‘πππππππ‘ππ π£πππ’π ππ π‘βπ π‘π’πππππ πππππ‘) 0.093 = π(4.94 − 4.99)2 + π(4.94 − 4.99)4 + 0.093 0.467 − 42.28250625π Equation 1 = π 6.5025 Equation 2 0.093 = π(4.94 − 4.99)2 + π(4.94 − 4.99)4 + 0.093 0.467 − 42.28250625π 0.093 = ( )(4.94 − 4.99)2 + π(4.94 − 4.99)4 + 0.093 6.5025 0.467 − 42.28250625π 0=( )(4.94 − 4.99)2 + π(4.94 − 4.99)4 6.5025 0.467 − 42.28250625π 0=( ) (0.0025) + 0.00000625π 6.5025 0.0011675 − 0.105706266π + 0.000040641π 0= 6.5025 0 = 0.0011675 − 0.105706266π + 0.000040641π 0 = 0.0011675 − 0.105665625π 0.105665625π = 0.0011675 π = 0.0110490048 0.467 − 42.28250625π = π 6.5025 0.467 − 42.28250625(0.0110490048) = π 6.5025 π = −0.000027624 πππβππππππ¦ π€ππ πππ π π’π‘ππππ ππ π‘π π πππ’ππ‘πππππ’π ππ¦ πππππ’π‘π π‘βπ π£πππ’ππ ππ π πππ π π = −0.000027624 0.467 π= = 0.0110490048 42.26625 π¦ = −0.000027624(π₯ − 4.99)2 + 0.0110490048(π₯ − 4.99)4 + 0.093 12 Solve for d