• 제목/요약/키워드: allometric models

검색결과 17건 처리시간 0.02초

간척지 재배 근채류의 최대 엽장과 엽폭을 이용한 지하부 생체중 추정용 회귀 모델 결정 (Determination of Regression Model for Estimating Root Fresh Weight Using Maximum Leaf Length and Width of Root Vegetables Grown in Reclaimed Land)

  • 정대호;이평호;이인복
    • 한국환경농학회지
    • /
    • 제39권3호
    • /
    • pp.204-213
    • /
    • 2020
  • BACKGROUND: Since the number of crops cultivated in reclaimed land is huge, it is very difficult to quantify the total crop production. Therefore, a non-destructive method for predicting crop production is needed. Salt tolerant root vegetables such as red beets and sugar beet are suitable for cultivation in reclaimed land. If their underground biomass can be predicted, it helps to estimate crop productivity. Objectives of this study are to investigate maximum leaf length and weight of red beet, sugar beet, and turnips grown in reclaimed land, and to determine optimal model with regression analysis for linear and allometric growth models. METHODS AND RESULTS: Maximum leaf length, width, and root fresh weight of red beets, sugar beets, and turnips were measured. Ten linear models and six allometric growth models were selected for estimation of root fresh weight and non-linear regression analysis was conducted. The allometric growth model, which have a variable multiplied by square of maximum leaf length and maximum leaf width, showed highest R2 values of 0.67, 0.70, and 0.49 for red beets, sugar beets, and turnips, respectively. Validation results of the models for red beets and sugar beets showed the R2 values of 0.63 and 0.65, respectively. However, the model for turnips showed the R2 value of 0.48. The allometric growth model was suitable for estimating the root fresh weight of red beets and sugar beets, but the accuracy for turnips was relatively low. CONCLUSION: The regression models established in this study may be useful to estimate the total production of root vegetables cultivated in reclaimed land, and it will be used as a non-destructive method for prediction of crop information.

Allometric Modeling for Leaf Area and Leaf Biomass Estimation of Swietenia mahagoni in the North-eastern Region of Bangladesh

  • Das, Niamjit
    • Journal of Forest and Environmental Science
    • /
    • 제30권4호
    • /
    • pp.351-361
    • /
    • 2014
  • Leaf area ($A_0$) and leaf biomass ($M_0$) estimation are significant prerequisites to studying tree physiological processes and modeling in the forest ecosystem. The objective of this study was to develop allometric models for estimating $A_0$ and $M_0$ of Swietenia mahagoni L. from different tree parameters such as DBH and tree height of mahogany plantations in the northeastern region of Bangladesh. A total of 850 healthy and well formed trees were selected randomly for sampling in the five study sites. Then, twenty two models were developed based on different statistical criteria that propose reliable and accurate models for estimating the $A_0$ and $M_0$ using non-destructive measurements. The results exposed that model iv and xv were selected on a single predictor of DBH and showed more statistically accuracy than other models. The selected models were also validated with an additional test data set on the basis of linear regression and t-test for mean difference between observed and predicted values. After that, a comparison between the best logarithmic and non-linear allometric model shows that the non-linear model produces systematic biases and underestimates $A_0$ and $M_0$ for larger trees. As a result, it showed that the bias-corrected logarithmic model iv and xv can be used to help quantify forest structure and functions, particularly valuable in future research for estimating $A_0$ and $M_0$ of S. mahagoni in this region.

비파괴적 수간석해를 통한 원주시 주요 가로수 4수종의 지상부 상대생장식 개발 (Determining the Aboveground Allometric Equations of Major Street Tree Species in Wonju, South Korea using the Nondestructive Stem Analysis Method)

  • 이승민;이성훈;한예원;이정민;손요환;윤태경
    • 한국산림과학회지
    • /
    • 제111권4호
    • /
    • pp.502-510
    • /
    • 2022
  • 국가 온실가스 인벤토리 항목 중 정주지는 활동자료 부족 등의 이유로 보고되지 않고 있다. 이에 본 연구는 정주지 수목의 탄소저장량 추정에 필요한 기초자료로서 원주시 가로수 4수종(메타세쿼이아, 살구나무, 은행나무, 중국단풍)의 상대생장식을 개발하였다. 레이저 덴드로미터를 이용하여 수종별로 30본씩 비파괴적인 수간석해를 진행하였다. 이후 5개 모델의 지상부 재적 상대생장식과 수관면적을 독립변수로 한 흉고직경 상대생장식을 개발하였다. 가장 적합도가 높은 식으로 메타세쿼이아와 은행나무에서 aD2+bD+c, 살구나무에서 aD+bD2, 중국단풍에서 a+bD2 식을 선정하였다. 수관면적을 독립변수로 한 흉고직경 상대생장식에서는 은행나무와 중국단풍에서 결정계수가 0.364 이하로 낮게 나타났으며 메타세쿼이아와 살구나무는 0.767 이상으로 높게 나타났다. 이는 가로수 관리에 따른 차이라고 판단되며 수관면적을 이용한 재적의 추정은 자연수형을 유지하는 수종에 사용 가능할 것으로 사료된다. 본 연구는 정주지 탄소흡수량을 측정하기 위한 기초자료로 사용될 수 있으며 도시림 관리에 의한 수목의 변화를 모니터링하는데 사용될 수 있다.

B-spline polynomials models for analyzing growth patterns of Guzerat young bulls in field performance tests

  • Ricardo Costa Sousa;Fernando dos Santos Magaco;Daiane Cristina Becker Scalez;Jose Elivalto Guimaraes Campelo;Clelia Soares de Assis;Idalmo Garcia Pereira
    • Animal Bioscience
    • /
    • 제37권5호
    • /
    • pp.817-825
    • /
    • 2024
  • Objective: The aim of this study was to identify suitable polynomial regression for modeling the average growth trajectory and to estimate the relative development of the rib eye area, scrotal circumference, and morphometric measurements of Guzerat young bulls. Methods: A total of 45 recently weaned males, aged 325.8±28.0 days and weighing 219.9±38.05 kg, were evaluated. The animals were kept on Brachiaria brizantha pastures, received multiple supplementations, and were managed under uniform conditions for 294 days, with evaluations conducted every 56 days. The average growth trajectory was adjusted using ordinary polynomials, Legendre polynomials, and quadratic B-splines. The coefficient of determination, mean absolute deviation, mean square error, the value of the restricted likelihood function, Akaike information criteria, and consistent Akaike information criteria were applied to assess the quality of the fits. For the study of allometric growth, the power model was applied. Results: Ordinary polynomial and Legendre polynomial models of the fifth order provided the best fits. B-splines yielded the best fits in comparing models with the same number of parameters. Based on the restricted likelihood function, Akaike's information criterion, and consistent Akaike's information criterion, the B-splines model with six intervals described the growth trajectory of evaluated animals more smoothly and consistently. In the study of allometric growth, the evaluated traits exhibited negative heterogeneity (b<1) relative to the animals' weight (p<0.01), indicating the precocity of Guzerat cattle for weight gain on pasture. Conclusion: Complementary studies of growth trajectory and allometry can help identify when an animal's weight changes and thus assist in decision-making regarding management practices, nutritional requirements, and genetic selection strategies to optimize growth and animal performance.

Quantifying Litterfall Input from the Stand Parameters of Korean Red Pine (Pinus densiflora S. et Z.) Stands in Gyeongnam Province

  • Kim, Choonsig;Baek, Gyeongwon;Choi, Byeonggil;Baek, Gyeongrin;Kim, Hojin
    • 한국산림과학회지
    • /
    • 제110권4호
    • /
    • pp.569-576
    • /
    • 2021
  • This study developed an estimation model for litterfall input using the stand parameters (basal area, stand density, mean DBH, and carbon stocks of the aboveground tree biomass) collected from the Korean red pine (Pinus densiflora S. et Z.) stands of seven regions in Gyeongsangnam-do. The mean annual litterfall was 2,779 kg ha-1 year-1 for needles, 883 kg ha-1 year-1 for miscellaneous, 611 kg ha-1 year-1 for broadleaved, 513 kg ha-1 year-1 for branches, and 340 kg ha-1 year-1 for bark litter. The mean annual total litterfall was 5,051 kg ha-1 year-1. Litterfall components were significantly correlated with stand parameters, except for broadleaved litter. A stronger correlation was observed between the carbon stock of the aboveground tree biomass and all the litterfall components compared with the other stand variables. The allometric equations for all the litterfall components were significant (P < 0.05), with the stand parameters accounting for 5%-43% and 8%-42% of the variation in the needle litter and total litterfall, respectively. The results indicated that the annual litterfall inputs of the Korean red pine stands on a regional scale can be effectively estimated by allometric equations using the basal area and carbon stocks of the aboveground tree biomass.

Allometric equation for estimating aboveground biomass of Acacia-Commiphora forest, southern Ethiopia

  • Wondimagegn Amanuel;Chala Tadesse;Moges Molla;Desalegn Getinet;Zenebe Mekonnen
    • Journal of Ecology and Environment
    • /
    • 제48권2호
    • /
    • pp.196-206
    • /
    • 2024
  • Background: Most of the biomass equations were developed using sample trees collected mainly from pan-tropical and tropical regions that may over- or underestimate biomass. Site-specific models would improve the accuracy of the biomass estimates and enhance the country's measurement, reporting, and verification activities. The aim of the study is to develop site-specific biomass estimation models and validate and evaluate the existing generic models developed for pan-tropical forest and newly developed allometric models. Total of 140 trees was harvested from each diameter class biomass model development. Data was analyzed using SAS procedures. All relevant statistical tests (normality, multicollinearity, and heteroscedasticity) were performed. Data was transformed to logarithmic functions and multiple linear regression techniques were used to develop model to estimate aboveground biomass (AGB). The root mean square error (RMSE) was used for measuring model bias, precision, and accuracy. The coefficient of determination (R2 and adjusted [adj]-R2), the Akaike Information Criterion (AIC) and the Schwarz Bayesian information Criterion was employed to select most appropriate models. Results: For the general total AGB models, adj-R2 ranged from 0.71 to 0.85, and model 9 with diameter at stump height at 10 cm (DSH10), ρ and crown width (CW) as predictor variables, performed best according to RMSE and AIC. For the merchantable stem models, adj-R2 varied from 0.73 to 0.82, and model 8) with combination of ρ, diameter at breast height and height (H), CW and DSH10 as predictor variables, was best in terms of RMSE and AIC. The results showed that a best-fit model for above-ground biomass of tree components was developed. AGBStem = exp {-1.8296 + 0.4814 natural logarithm (Ln) (ρD2H) + 0.1751 Ln (CW) + 0.4059 Ln (DSH30)} AGBBranch = exp {-131.6 + 15.0013 Ln (ρD2H) + 13.176 Ln (CW) + 21.8506 Ln (DSH30)} AGBFoliage = exp {-0.9496 + 0.5282 Ln (DSH30) + 2.3492 Ln (ρ) + 0.4286 Ln (CW)} AGBTotal = exp {-1.8245 + 1.4358 Ln (DSH30) + 1.9921 Ln (ρ) + 0.6154 Ln (CW)} Conclusions: The results demonstrated that the development of local models derived from an appropriate sample of representative species can greatly improve the estimation of total AGB.

정주지의 메타세쿼이아와 양버즘나무의 탄소 배출 계수 및 바이오매스 상대생장식 개발 (Development of Carbon Emission Factors and Biomass Allometric Equations for Metasequoia glyptostroboides and Platanus occidentalis in Urban Forests)

  • 정준영;임수빈;김현준;이계한
    • 한국산림과학회지
    • /
    • 제112권2호
    • /
    • pp.127-135
    • /
    • 2023
  • 본 연구는 도시림 주요 식재 수종인 양버즘나무와 메타세쿼이아 2개 수종을 대상으로 탄소 배출 계수를 산정하고, 수목 부위별 바이오매스 상대생장식을 개발하였다. 메타세쿼이아 20본, 양버즘나무 25본을 벌채하여 주간, 가지, 잎, 뿌리 (>5 mm)의 건중량과 줄기 재적을 산출하였다. 메타세쿼이아와 양버즘나무의 목재 기본 밀도 0.293±0.008 g cm-3, 0.509± 0.018 g cm-3이었으며, 바이오매스 확장계수는 1.738±0.031, 1.561±0.035였다. 마지막으로 뿌리 대 지상부 비율은 0.446± 0.009, 0.402±0.012이었다. 각각의 불확도 검사(CV, %)를 진행하여 목재 기본 밀도 2.8%, 3.5%, 바이오매스 확장계수 1.8%, 2.3%, 뿌리 대 지상부 비율 2.1%, 2.9%로 계산되었다. 개발된 상대생장식은 흉고직경을 활용한 Model I이 적합하였다. 이에, 메타세쿼이아와 양버즘나무의 지상부는 Y=1.679(DBH)1.315, Y=0.505(DBH)1.896, 뿌리 Y=0.746(DBH)1.315, Y=0.301(DBH)1.751이었으며, 전체는 Y=2.422(DBH)1.316, Y=0.787(DBH)1.858이었다. 산정된 탄소 배출 계수와 개발된 세 개 모델의 상대생장식을 활용하여 정주지 수목의 탄소저장량과 바이오매스를 산정한다면, 고정계수의 사용과 환경적 차이에 따라 발생하는 오차를 줄일 수 있을 것이다.

Estimation of Carbon Storage Using Mean Biomass Density in Korean Forests

  • Li, Xiaodong;Yi, Myong-Jong;Jeong, Mi-Jeong;Son, Yo-Whan;Jin, Guangze;Han, Sang-Sub
    • 한국산림과학회지
    • /
    • 제99권5호
    • /
    • pp.673-681
    • /
    • 2010
  • This study examined the biomass data estimated from different allometric models and calculated the mean aboveground biomass, mean belowground biomass and root/shoot ratio values according to the forest types and age classes. These mean values and the forest inventories in 2009 were used to estimate the aboveground and total biomass carbon storage in different forest types (coniferous, deciduous and mixed forests). The aboveground and total biomass carbon storage for all forest types in Korea were 350.201 Tg C and 436.724 Tg C. Over the past 36 years, plantations by reforestation programs have accounted for more than 70% of the observed carbon storage. The carbon storage in Korean forest biomass was 436.724 Tg C, of which 175.154 Tg C for coniferous forests, 126.772 Tg C for deciduous forests and 134.518 Tg C for mixed forests, comprising approximately 1/20 of the total carbon storage of the East Asian countries. The total carbon storage for the whole forest sector in Korea was 1213.122 Tg C, of which 436.724 Tg C is stored in forest biomass if using the ratio of carbon storage in different pools examined from the United States. Such large carbon storage in Korean forests is due mainly to active plantations growth and management practices.

한국산(韓國産) 4개(個) 지역형(地域型) 소나무천연림(天然林)의 물질(物質) 현존량(現存量) 추정식(推定式)에 관(關)한 연구(硏究) (Biomass Regressions of Pinus densiflora Natural Forests of Four Local Forms in Korea)

  • 박인협;김준선
    • 한국산림과학회지
    • /
    • 제78권3호
    • /
    • pp.323-330
    • /
    • 1989
  • 한국산(韓國産) 소나무천연림(天然林)의 효과적인 현존량(現存量) 추정식(推定式)을 파악하기 위하여 4개(個) 지역형별(地域型別) 전형적인 수형을 가지는 임분(林分)을 대상으로 임분별(林分別) 10주(株)씩 총 40주(株)의 표본목(標本木)을 선정(選定) 벌목(伐木)하여 임분별(林分別), 부위별(部位別) 현존량(現存量) 추정식(推定式)을 3개(個) 상대성장식(相對成長式)(logWt=A+BlogD, logWt=A+B $1ogD^2H$, logWt=A+BlogD+ClogH)에 의하여 유도한 결과 전반적으로 logWt=A+BlogD-ClogH 식의 적합도(適合度)가 높았다. 그러나 고사지(故死枝)와 모구(毬果)의 경우 흉고직경(胸高直徑)과 수고(樹高) 즉, 개체목(個體木)의 크기 인자와의 관계(關係)가 적은 것으로 나타났다. 실용성(實用性)을 고려하여 4개(個) 임분(林分) 전체의 표본목(標本木) 40주(株)에 대한 일괄상대성장식(一括相對成長式)을 유도하고 임분별(林分別) 회귀식간(回歸式間)의 분산(分散), 기울기, 절편(截片)의 차이 유무를 검정한 결과 흉고직경(胸高直徑)만을 독립변수(獨立變數)로 하는 경우 보다 흉고직경(胸高直徑)과 수고(樹高)를 독립변수(獨立變數)로 할 경우 지성형간(地城型間)의 차이를 어느정도 배제할 수 있었으나, 임분별(林分別) 회귀식간(回歸式間)의 분산(分散) 절편(截片)에서 유기적(有機的)인 차이를 보임으로써 4개(個) 임분(林分)에 대한 일괄상대성장식(一括相對成長式)의 작용은 적합하지 않은 것으로 나타났다.

  • PDF

우리나라 주요 침엽수종의 수관층 연료특성 평가 (Assessment of Canopy Fuel Characteristics for Five Major Coniferous Species in Korea)

  • 김성용;장미나;이병두;이영진
    • 한국산림과학회지
    • /
    • 제102권2호
    • /
    • pp.247-254
    • /
    • 2013
  • 본 연구의 목적은 우리나라 주요 침엽수종을 대상으로 수관층 연료특성을 비교 분석하여 수관화 확산 위험성을 평가하고자 하였다. 본 연구에서는 국립산림과학원에서 개발된 바이오매스 추정식과 제 5차 국가산림자원조사자료를 활용하였으며, 이를 통해 임분단위 수관연료량과 지하고를 추정할 수 있는 모델을 개발하였다. 연구 결과에 의하면 잣나무림의 평균 수관연료밀도는 0.34 kg/$m^3$으로 가장 높게 나타났으며, 강원지방소나무림 0.28 kg/$m^3$, 곰솔림 0.15 kg/$m^3$, 리기다소나무림 0.15 kg/$m^3$, 중부지방소나무림 0.12 kg/$m^3$, 일본잎갈나무림 0.09 kg/$m^3$ 순으로 나타났다. 임분단위 수관연료량 추정식 모형의 조정결정계수($R^2_{adj}$)는 0.6321~0.9950, 지하고 추정식 모형의 조정결정계수($R^2_{adj}$)는 0.6390~0.8536의 범위를 보였다.