quadratic response
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2021 ◽  
Vol 2021 ◽  
pp. 1-9
Author(s):  
Muhammad Ahmed Shehzad ◽  
Adnan Bashir ◽  
Muhammad Noor Ul Amin ◽  
Saima Khan Khosa ◽  
Muhammad Aslam ◽  
...  

Reservoir inflow prediction is a vital subject in the field of hydrology because it determines the flood event. The negative impact of the floods could be minimized greatly if the flood frequency is predicted accurately in advance. In the present study, a novel hybrid model, bootstrap quadratic response surface is developed to test daily streamflow prediction. The developed bootstrap quadratic response surface model is compared with multiple linear regression model, first-order response surface model, quadratic response surface model, wavelet first-order response surface model, wavelet quadratic response surface model, and bootstrap first-order response surface model. Time series data of monsoon season (1 July to 30 September) for the year 2010 of the Chenab river basin are analyzed. The studied models are tested by using performance indices: Nash–Sutcliffe coefficient of efficiency, mean absolute error, persistence index, and root mean square error. Results reveal that the proposed model, i.e., bootstrap quadratic response surface shows good performance and produces optimum results for daily reservoir inflow prediction than other models used in the study.


2021 ◽  
Vol 1192 (1) ◽  
pp. 012019
Author(s):  
S I S Shaharuddin ◽  
N B A Aziz ◽  
N Bacho ◽  
N K M Khairussaleh ◽  
A Tumian ◽  
...  

Abstract The wax used in the batik industry plays a significant role as its composition dictates the ease of wax rendering, dye layering, and wax removal process. This study aims to evaluate the effect of dammar additions on soy wax/beeswax blends based on the mass loss (%) of the wax-covered cotton fabric in 100°C water. Central composite design (CCD), a subset of response surface methodology (RSM) was used to develop a response model (Y: mass loss %) for three independent variables (X1:beeswax, X2:soy wax, X3:dammar). The final quadratic response model obtained (F value =5.43, lack of fit F value = 4.70, adequate precision = 7.65) was proposed in this study. ANOVA analysis showed that the standard error of design was relatively small, ranging between 0.43 to 1.18 for the design space. It was deduced from the response model, that increasing the dammar content in the soy wax/beeswax blends increases the mass loss (%), possibly due to the compositional inhomogeneity of the blends. The result of this study shows great potentials in formulating new soy wax-based compositions that produce varying degrees of ease of wax removal for the batik industry.


2021 ◽  
Vol 99 (Supplement_3) ◽  
pp. 162-162
Author(s):  
David P Casper

Abstract Neonatal Holstein calves may have limited liver bile production and secretion, which could limit fat digestion and absorption. Eighty 2- to 5-d old Holstein bull calves were randomly assigned to one of 4 treatments using a randomized complete block design. Treatments were: 1) BS0: Control, no biosalt added to milk replacer; 2) BW1/2: BS fed at 0.175 g/d; 3) BS1: BS fed at 0.35 g/d; and 4) BS2: BS fed at 0.70 g/d. Calves were fed 2x/d at 0630 and 1800 h along with free choice water and a 22% CP mini-pelleted calf starter. The MR was fed at 0.567 kg/d for d 1–14, then increased to 0.85 kg/d for d 15–35, and feeding reduced to 1x/d for d 36–42 with weaning after d 42 for the 56 d experimental period. Linear, quadratic and cubic responses were found to be nonsignificant (P > 0.10) body weight (BW), BW gains, average daily gain (ADG) and dry matter intake (DMI). Body weight (59.2, 56.6 58.0 and 58.0 kg for BS0, BS1/2, BS1, and BS2, respectively), BW gains (36.5, 33.1, 33.9, and 34.8 kg), ADG (663.6, 602.0, 616.8, and 633,5 g/d) and DMI (1.25, 1.21, 1.23, and 1.23 kg/d) were similar (P > 0.10) for calves fed all treatments. The number of days (37.4, 38,7, 37.9 and 37.5 d) for calves to achieve 0.90 kg/d CS consumption for 3 consecutive d were similar (P > 0.10) among calves fed all treatments. Feed conversion demonstrated a quadratic response (P < 0.05) with calves fed BS0 demonstrating greater (P < 0.05) feed conversions (0.52, 0.45, 0.49 and 0.50 kg BW gain/kg DMI) compared with calves fed BS1/2 with calves fed BS1 and BS2 being intermediate and similar (P > 0.10). Bile salt supplementation to neonatal Holstein calves fed MR did not enhance growth performance.


2021 ◽  
Vol 99 (Supplement_3) ◽  
pp. 398-398
Author(s):  
Tyler B Chevalier ◽  
Merlin D Lindemann

Abstract A 49-d experiment evaluated the effects of supplemental boron (B) on growth, and serum insulin and glucose concentration of pigs. Crossbred pigs [n = 48; initial body weight (BW) 19.18 ± 0.29 kg] were randomly allotted to 1 of 4 diets based on BW and sex. Diets were corn-SBM-based, formulated to meet NRC (2012) nutrient requirement estimates, and were supplemented with 0, 25, 50, or 100 mg B/kg diet as sodium tetraborate decahydrate. On d 20 and 41, blood samples were collected. Fasting samples were collected following an overnight fast; then a postprandial sample was taken approximately 50 minutes after the pigs had 10 minutes of ad libitum access to feed. Samples were processed and serum analyzed for insulin and glucose concentration. Increasing B levels resulted in a linear decrease for overall ADG (0.87, 0.86, 0.85, and 0.82 kg, P = 0.02). On d 20, supplemental B resulted in a quadratic response on fasting serum glucose concentration (5.25, 4.80, 4.65, and 5.01, P = 0.03) and a linear decrease in postprandial serum insulin concentration (29.1, 25.5, 18.2, and 18.1 µU/mL, P = 0.02). Furthermore, there was a tendency for a linear decrease in fasting insulin:glucose ratio (0.85, 0.84, 0.42, and 0.59, P = 0.08), which became more noticeable during the postprandial state (3.96, 3.63, 2.63, and 2.73, P = 0.02). Again on d 41, there was a quadratic response on fasting serum glucose concentration (4.32, 4.07, 3.91, and 4.68, P = 0.01) with supplemental B. Results suggest that supplemental boron may impact serum insulin and glucose concentrations by reducing the amount of insulin needed to maintain glucose concentrations. However, higher levels of supplemental boron did result in suppressed growth performance. Thus, additional research is warranted to determine the optimum level of supplemental B.


2021 ◽  
pp. 139150
Author(s):  
Hongjuan Zhu ◽  
Jian Wang ◽  
Feng Wang ◽  
Eryin Feng ◽  
Xiaowei Sheng

2021 ◽  
Vol 6 (1) ◽  
Author(s):  
Ludwig Holleis ◽  
Joseph C. Prestigiacomo ◽  
Zhijie Fan ◽  
Satoshi Nishimoto ◽  
Michael Osofsky ◽  
...  

AbstractThe leading order nonlinear (NL) susceptibility, χ3, in a paramagnet is negative and diverges as T → 0. This divergence is destroyed when spins correlate and the NL response provides unique insights into magnetic order. Dimensionality, exchange interaction, and preponderance of quantum effects all imprint their signatures in the NL magnetic response. Here, we study the NL susceptibilities in the proximate Kitaev magnet α-RuCl3, which differs from the expected antiferromagnetic behavior. For T < Tc = 7.5 K and field B in the ab-plane, we obtain contrasting NL responses in low (<2 T) and high field regions. For low fields, the NL behavior is dominated by a quadratic response (positive χ2), which shows a rapid rise below Tc. This large χ2 > 0 implies a broken sublattice symmetry of magnetic order at low temperatures. Classical Monte Carlo (CMC) simulations in the standard K − H − Γ model secure such a quadratic B dependence of M, only for T ≈ Tc with χ2 being zero as T → 0. It is also zero for all temperatures in exact diagonalization calculations. On the other hand, we find an exclusive cubic term (χ3) that describes the high field NL behavior well. χ3 is large and positive both below and above Tc crossing zero only for T > 50 K. In contrast, for B ∥ c-axis, no separate low/high field behaviors are measured and only a much smaller χ3 is apparent.


2021 ◽  
Vol 8 ◽  
Author(s):  
Marcilio S. Mendes ◽  
Jocely G. Souza ◽  
Caio Julio L. Herbster ◽  
Antonio S. Brito Neto ◽  
Luciano P. Silva ◽  
...  

The aim of this study was to estimate the energy and protein requirements for maintenance and growth of lambs. A total of 35 crossbreed Dorper × Santa Ines lambs [31 ± 1.28 kg of initial body weight (BW) and 4 months old] were distributed in a completely randomized design with three treatments groups (ad libitum, 30 and 60% of feed restriction). Five lambs were slaughtered at the beginning of the experimental trial as a reference group to estimate the initial empty BW (EBW) and body composition. When the animals of the ad libitum treatment reached a BW average of 47.2 kg, at day 84 of trial, all lambs were slaughtered. The feed restriction promoted reduction in body fat (P &lt; 0.001) and energy concentration (P &lt; 0.001), while protein showed a quadratic response (P = 0.05). The equations obtained for NEg and NPg requirements were 0.2984 × EBW0.75 × EBWG0.8069 and 248.617 × EBW−0.15546, respectively. The net energy (NEm) and protein (NPm) for maintenance were 71.00 kcal/kg EBW0.75/day and 1.76 g/kg EBW0.75/day, respectively. In conclusion, the NEg and NPg requirement for lambs with 30 kg of BW and 200 g of average daily gain (ADG) were 0.736 Mcal/day and 24.38 g/day, respectively. Our findings indicate that the NEm for crossbreed Dorper × Santa Ines lambs is similar to those recommended by the international committees; however, we support the hypothesis that the requirements for gain are lower.


2021 ◽  
Vol 34 (2) ◽  
pp. 249-256
Author(s):  
ALBERTO CARGNELUTTI FILHO ◽  
MARCOS VINÍCIUS LOREGIAN ◽  
VALÉRIA ESCAIO BUBANS ◽  
FELIPE MANFIO SOMAVILLA ◽  
SAMANTA LUIZA DA COSTA

ABSTRACT This study aimed to compare three methods of estimating the optimum plot size to evaluate the fresh matter productivity of pearl millet (Pennisetum glaucum L.), slender leaf rattlebox (Crotalaria ochroleuca), and showy rattlebox (Crotalaria spectabilis). Twenty-seven uniformity trials were carried out with pearl millet, slender leaf rattlebox, and showy rattlebox cultivated alone and intercropped. Fresh matter productivity was evaluated in 972 basic experimental units (BEU) of 1 m × 1 m (36 BEU per trial). The optimum plot size was determined using the methods modified maximum curvature, linear response with plateau model, and quadratic response with plateau model. The optimum plot size differs between methods and decreases in the following order: quadratic response with plateau model (9.94 m2), linear response with plateau model (7.41 m2), and modified maximum curvature (3.49 m2). The optimum plot size to evaluate the fresh matter productivity of pearl millet, slender leaf rattlebox, and showy rattlebox cultivated alone or intercropped is 7.41 m2. This size could be used as a reference for future experiments.


2021 ◽  
Vol 99 (Supplement_1) ◽  
pp. 57-57
Author(s):  
Henrique S Cemin ◽  
Luke A Swalla ◽  
Jamie L Pietig ◽  
Sharlie A Hansen ◽  
Ernie L Hansen

Abstract An experiment was conducted to determine the effects of L-Lys HCl inclusion in diets with or without distillers dried grains with solubles (DDGS) on growth performance of finishing pigs. A total of 2,414 pigs (initial BW = 92.7 kg) were used in a 34-d trial. Treatments were arranged as a 2 × 3 factorial treatment structure with two levels of DDGS (0 or 10%) and three levels of L-Lys HCl (0.2, 0.3, or 0.4%). Diets were corn and soybean meal-based and were formulated to be isocaloric (NE = 2,668 kcal/kg) and isolysinic (0.75% SID Lys) by adjusting the inclusion of soybean meal, crystalline amino acids, and choice white grease. All other nutrient levels met or exceeded the NRC (2012) requirement estimates. There were 16 replicates per treatment. Pigs were weighed and feed disappearance measured to calculate ADG, ADFI, and G:F. Data was analyzed with SAS MIXED procedure. There was no evidence (P &gt; 0.10) for interactive effects between L-Lys HCl and DDGS inclusion rate. Pigs fed diets with 10% DDGS had improved (P = 0.002) G:F, but there was no evidence (P &gt; 0.10) for differences in ADG or ADFI. Pigs fed increasing levels of L-Lys HCl had higher (linear, P = 0.026) ADFI, decreased (quadratic, P = 0.013) G:F, and a tendency for quadratic response (P = 0.063) in ADG, overall with the poorest performance observed for pigs fed the diet with 0.4% L-Lys HCl. In conclusion, pigs fed 0 or 10% DDGS presented similar performance; however, pigs fed the high level of L-Lys HCl presented decreased performance.


2021 ◽  
Vol 99 (Supplement_1) ◽  
pp. 173-174
Author(s):  
Aileen Joy Mercado ◽  
Terry Weeden ◽  
Huyen Tran ◽  
Emily Otto-Tice ◽  
Murali Raghavendra Rao ◽  
...  

Abstract Abstract: Two experiments were conducted involving a total of 1560 pigs (25.82 kgs, PIC and Hypor) to evaluate if phytogenic feed additive (PFA), containing essential oils and pungent substances, has positive impact on growth performance of growing finishing pigs. Pens in each experiment (Study 1: 11 pens, 20 pigs per pen; Study 2: 15 pens, 20 pigs per pen) were randomly allocated to one of 3 dietary treatments containing 0, 68, or 136 g/ton of the PFA. Feeding program consisted of 3 feeding phases of 21 d each. Body weight (BW), average daily gain (ADG), average daily feed intake (ADFI) and gain to feed (GF) were measured for each phase and overall. Performance data were analyzed using PROC MIX of SAS using RCBD design with dietary inclusion of PFA, pen location blocked within a study and initial BW as covariate. Orthogonal contrasts were used to determine linear or quadratic effect of PFA. No significant differences (P&gt;0.20) were observed in ADG, ADFI or GF during the first 2 phases of the study. During phase 3 however, increasing the level of PFA resulted in a linear increase in ADG (P&lt; 0.001) and a quadratic response in ADFI (P&lt; 0.05) and GF (P&lt; 0.05). Overall, linear improvements in ADG (P&lt; 0.001) was observed with addition of PFA in the diets (+2.5%, +3% vs. NC). Similarly, increasing the level of PFA in the diet tended to linearly improve final BW (P&lt; 0.10, +0.9%, +1.6% vs. NC). The results of this study indicate a positive impact of feeding a PFA on growth of growing-finishing pigs.


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