Article
Computer Science, Information Systems
Chenhao Wu, Xueliang Fu, Honghui Li, Hua Hu, Xue Li, Liqian Zhang
Summary: In this paper, a method for predicting chlorophyll-a concentration in water bodies is proposed using Sentinel-2 remote sensing images as the data source combined with measured data, with Ulansuhai Lake as the study area. The ant colony optimization algorithm is improved by introducing relevant optimization strategies to select remote sensing feature bands for chlorophyll-a concentration. The GA-SVR model is built by optimizing support vector regression with the selected feature bands as input, and the simulation results show that this method effectively reduces model complexity and improves prediction performance.
Article
Chemistry, Physical
Yufei Hou, Liyuan Peng, Feng Liang, Degang Zhao, Jing Yang, Zongshun Liu, Ping Chen
Summary: Properly increasing the In/Ga ratio can improve the crystal quality of InGaN waveguide layers, enhance carrier mobility, and reduce resistivity, which is beneficial for obtaining high-performance laser diodes.
JOURNAL OF ALLOYS AND COMPOUNDS
(2022)
Article
Agronomy
Hoda Galal, Salah Elsayed, Osama Elsherbiny, Aida Allam, Mohamed Farouk
Summary: This research aims to develop a non-invasive protocol using color RGB indices and spectral reflectance indices with a decision tree model to evaluate the fruit quality parameters of navel orange. The results show that the newly developed three-band SRIs are most effective for estimating the fruit quality parameters at various ripening stages. Integrating CIs and SRIs with the DT model provides a potentially useful tool for accurately measuring the studied parameters.
Article
Computer Science, Artificial Intelligence
F. Hooshmand, F. Vahdat, S. A. Mirhassani
Summary: This paper addresses the problem of locating vehicle-identification sensors along the arcs of the transportation network by proposing a novel mixed-integer linear programming (MILP) model. By adopting a genetic algorithm, high-quality solutions to the model are found.
Article
Environmental Sciences
Jesus Fernandez-Habas, Alma Maria Garcia Moreno, M. Teresa Hidalgo-Fernandez, Jose Ramon Leal-Murillo, Begona Abellanas Oar, Pedro J. Gomez-Giraldez, Maria P. Gonzalez-Dugo, Pilar Fernandez-Rebollo
Summary: This study evaluated the potential of Sentinel-2 configuration to predict forage quality in high diverse Mediterranean permanent grasslands of open woodlands. The Partial Least Squares Regression (PLS) models performed moderately well in predicting CP content, with better results than predictions for NDF. The study suggests that field spectroscopy combined with Sentinel-2 imagery is feasible for producing forage quality maps and developing larger datasets.
SCIENCE OF THE TOTAL ENVIRONMENT
(2021)
Article
Agriculture, Multidisciplinary
Muhammad Zareef, Muhammad Arslan, Md Mehedi Hassan, Waqas Ahmad, Quansheng Chen
Summary: This study compared two machine learning approaches for the quantification of total polyphenols using the Si-PLS model. The models were optimized using GA and CARS to enhance resilience. The performance of the Si-GA-PLS and Si-CARS-PLS models were evaluated, with the latter showing better results.
JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE
(2023)
Article
Computer Science, Artificial Intelligence
Kyung Keun Yun, Sang Won Yoon, Daehan Won
Summary: This study introduces a hybrid GA-XGBoost prediction system with enhanced feature engineering process, demonstrating the importance of feature engineering in stock price prediction. By comparing obtained feature sets to the original dataset and improving prediction performance, the study empirically proves that successful prediction largely depends on a deliberate combination of feature engineering processes.
EXPERT SYSTEMS WITH APPLICATIONS
(2021)
Article
Environmental Sciences
Jialin Wang, Jianzhong Lu, Zhan Zhang, Xingxing Han, Chen Zhang, Xiaoling Chen
Summary: This study examines the impact of agricultural non-point source pollution (ANPSP) on the water quality of Erhai Lake using an export coefficient model. The results show a significant influence of agricultural activities on water quality, with improvements observed in the past few decades. However, the northern part of the lake still faces serious pollution issues.
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
(2022)
Article
Food Science & Technology
Rani Amsaraj, Sarma Mutturi
Summary: In this study, various PLS regression models were established using FT-IR spectral data and variable selection methods for the rapid detection of tartrazine in tea powder. The developed RCGA-PLS technique demonstrated accurate prediction with high correlation coefficients and low error values.
LWT-FOOD SCIENCE AND TECHNOLOGY
(2021)
Article
Engineering, Mechanical
Mohamed Roshdy, Tian Chen, Serge Nakhmanson, Osama R. Bilal
Summary: In this paper, the authors investigate the static and dynamic behavior of three-dimensional, dynamically tunable metamaterials. They explore the dynamic characteristics of metamaterials with variable Poisson's ratios and analyze their effectiveness in controlling elastic waves in all directions. The authors demonstrate the utility of these metamaterials in tunable multiplexing and guiding of waves at different frequencies.
EXTREME MECHANICS LETTERS
(2023)
Article
Green & Sustainable Science & Technology
Mohammed Alquraish, Khaled Ali. Abuhasel, Abdulrahman S. Alqahtani, Mosaad Khadr
Summary: This study aimed to enhance drought forecasting by developing and evaluating three hybrid models, showing that they provided superior results compared to traditional models. The ARIMA-GA-ANN model demonstrated a greater reduction in the root mean square error (RMSE) during the forecasting phase compared to the ARIMA model.
Article
Remote Sensing
Qingyuan Zhang
Summary: This study investigated the seasonal snow cover of the Howland boreal forest ecosystem in Maine, USA using MODIS images, which revealed the variations in vegetation cover fraction, absorption of photosynthetically active radiation, and related parameters throughout different seasons.
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
(2021)
Article
Environmental Sciences
Kaylee Brook Tanner, Anna Catherine Cardall, Gustavious Paul Williams
Summary: This study analyzed the long-term trends in chlorophyll-a concentrations in the turbid Utah Lake using Landsat data. The results showed that there has been essentially no change in algal concentrations in the lake over the past 40 years, despite significant population growth, increased nutrient inflows, and land-use changes.
Article
Multidisciplinary Sciences
Aldemar Reyes-Trujillo, Martha C. Daza-Torres, Carlos A. Galindez-Jamioy, Esteban E. Rosero-Garcia, Fernando Munoz-Arboleda, Efrain Solarte-Rodriguez
Summary: The study aimed to develop estimation models to explain nitrogen variations over time based on three spectral data transformations in two growth stages with different nitrogen application levels. The models were built using partial least squares regression analysis trained by three different spectral data transformations.
Article
Engineering, Electrical & Electronic
Mohammad Esmaeili, Dariush Abbasi-Moghadam, Alireza Sharifi, Aqil Tariq, Qingting Li
Summary: Hyperspectral images are a valuable source of reliable data, but the large number of bands leads to information redundancy. This study proposes a supervised band selection method using a deep network with 3D-convolutional layers and a genetic algorithm, which can effectively explain the interaction between bands and evaluate the representation and redundancy of the selected subset. Experimental results show that this method significantly improves accuracy.
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
(2023)
Article
Geochemistry & Geophysics
Shuai Li, Ralph E. Milliken
METEORITICS & PLANETARY SCIENCE
(2015)
Article
Astronomy & Astrophysics
K. M. Robertson, R. E. Milliken, S. Li
Article
Geochemistry & Geophysics
Shuai Li, Ralph E. Milliken
JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS
(2016)
Article
Geosciences, Multidisciplinary
Ralph E. Milliken, Shuai Li
Article
Multidisciplinary Sciences
Shuai Li, Ralph E. Milliken
Article
Environmental Sciences
Dongmei Lu, Kaishan Song, Shuying Zang, Mingming Jia, Jia Du, Chunying Ren
ENVIRONMENTAL MODELING & ASSESSMENT
(2015)
Article
Geochemistry & Geophysics
Kaishan Song, Lin Li, Shuai Li, Lenore Tedesco, Hongtao Duan, Zuchuan Li, Kun Shi, Jia Du, Ying Zhao, Tiantian Shao
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
(2014)
Article
Agricultural Engineering
Jia Du, Kaishan Song, Zongming Wang
PADDY AND WATER ENVIRONMENT
(2015)
Article
Multidisciplinary Sciences
Shuai Li, Paul G. Lucey, Ralph E. Milliken, Paul O. Hayne, Elizabeth Fisher, Jean-Pierre Williams, Dana M. Hurley, Richard C. Elphic
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
(2018)
Article
Geochemistry & Geophysics
Yazhou Yang, Shuai Li, Ralph E. Milliken, Hao Zhang, Kevin Robertson, Takahiro Hiroi
JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS
(2019)
Article
Geochemistry & Geophysics
C. Honniball, P. G. Lucey, C. M. Ferrari-Wong, A. Flom, S. Li, H. M. Kaluna, D. Takir
JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS
(2020)
Article
Multidisciplinary Sciences
Shuai Li, Paul G. Luceyl, Abigail A. Fraeman, Andrew R. Poppe, Vivian Z. Sung, Dana M. Hurley, Peter H. Schultz
Review
Astronomy & Astrophysics
Norbert Schoerghofer, Mehdi Benna, Alexey A. Berezhnoy, Benjamin Greenhagen, Brant M. Jones, Shuai Li, Thomas M. Orlando, Parvathy Prem, Orenthal J. Tucker, Christian Woehler
Summary: Water ice is abundant in the outer solar system but volatile in the inner solar system. Inner solar system bodies like Mercury, the Moon, and Ceres have water ice deposits in various forms, with permanently shadowed regions acting as cold traps. The surface of the Moon releases OH or H2O during meteoroid showers, while dwarf planet Ceres has enough gravity to maintain a gravitationally-bound water exosphere.
SPACE SCIENCE REVIEWS
(2021)
Article
Multidisciplinary Sciences
Honglei Lin, Shuai Li, Rui Xu, Yang Liu, Xing Wu, Wei Yang, Yong Wei, Yangting Lin, Zhiping He, Hejiu Hui, Huaiyu He, Sen Hu, Chi Zhang, Chunlai Li, Gang Lv, Liyin Yuan, Yongliao Zou, Chi Wang
Summary: Analysis of reflectance spectra from the Chang'E-5 lander reveals that lunar regolith samples from the Northern Oceanus Procellarum contain up to 120 ppm of water, mostly attributed to solar wind implantation. A light-colored rock named CE5-Rock near the lander exhibits stronger absorption and potentially contains around 180 ppm of water, suggesting an additional water source from the lunar interior. The low water content of the regolith may indicate degassing of the mantle reservoir beneath the Chang'E-5 landing site.
Article
Geochemistry & Geophysics
D. P. Moriarty III, S. B. Simon, C. K. Shearer, S. E. Haggerty, N. Petro, Shuai Li
Summary: Spinels are important for understanding the geology of the lunar crust and mantle. Previous studies have focused on rare pure Mg-Al spinels, but our approach allows for the detection of spinels with a wider range of compositions, including within mafic-bearing assemblages. By integrating data from the Moon Mineralogy Mapper with laboratory measurements and petrographic observations, we validated this approach and identified small abundances of spinel in the Crisium region.
JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS
(2023)