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101.
102.
A modern computer-based simulation tool (WaterMan) in the form of a game for on-farm water management was developed for application in training events for farmers, students, and irrigators. The WaterMan game utilizes an interactive framework, thereby allowing the user to develop scenarios and test alternatives in a convenient, risk-free environment. It includes a comprehensive soil water and salt balance calculation algorithm. It also employs heuristic capabilities for modeling all of the important aspects of on-farm water management, and to provide quantitative performance evaluations and practical water management advice to the trainees. Random events (both favorable and unfavorable) and different strategic decisions are included in the game for more realism and to provide an appropriate level of challenge according to player performance. Thus, the ability to anticipate the player skill level, and to reply with random events appropriate to the anticipated level, is provided by the heuristic capabilities used in the software. These heuristic features were developed based on a combination of two artificial intelligence approaches: (1) a pattern recognition approach and (2) reinforcement learning based on a Markov decision processes approach, specifically the Q-learning method. These two approaches were combined in a new way to account for the difference in the effect of actions taken by the player and action taken by the system in the game world. The reward function for the Q-learning method was modified to reflect the suggested classification of the WaterMan game as what is referred to as a partially competitive and partially cooperative game. 相似文献
103.
Promoting sustainable intensification in precision agriculture: review of decision support systems development and strategies 总被引:1,自引:0,他引:1
Jessica Lindblom Christina Lundström Magnus Ljung Anders Jonsson 《Precision Agriculture》2017,18(3):309-331
Precision agriculture provides important issues toward a more sustainable agriculture. Many farmers have the necessary technology to operate site-specifically, but they do not use it in practice, and thus available information and communications technology (ICT) systems are not used to their full potential. This paper addresses how to reduce the so-called “problem of implementation”, based on the knowledge that participatory approaches during the design and development process is one of the most important factors to frame technology adoption. The development of sustainable ICT systems through theories and methodologies from the fields of human computer interaction and user-centered design (UCD) is presented and an ongoing Swedish project for development of an agricultural decision support system (AgriDSS) for nitrogen fertilization is used as an example to frame the issue. The overreaching aim is to develop AgriDSSs that are sustainable in design as well as through design by stressing the importance of participatory approaches for the successful development of AgriDSSs. The Swedish project has the intention to apply a UCD approach, and some pitfalls on starting to use this way of working is identified as well as some suggestions on how to reduce them through co-learning processes. Despite the challenges presented in this paper, ICT can contribute significantly to long-term sustainable development. Thus, several competences and scientific disciplines need to act in concert to help develop a sustainable development of agriculture via a transdisciplinary approach that can make an impact on society at many levels. 相似文献
104.
分析小麦抗蚜品种(系)的遗传多样性,为进一步培育和推广抗蚜品种提供依据。在田间对956份小麦品种(系)损失率鉴定结果的基础上,取47份年度间鉴定抗性结果较为一致的材料,按损失率大小,由小到大排列起来,利用筛选的18对多态性SSR标记检测了参试材料的遗传多态性。结果表明,18对SSR标记在47份不同抗性品种中检测到99个等位基因,能够将所有品种区分开来,每对引物可以检测到1~10个等位基因,平均为5.21个。47个小麦品种间的相对遗传距离在0.33~0.94之间,平均为0.65。高抗品种间相对遗传距离平均为0.59(0.39~0.77);中抗品种间的相对遗传距离平均为0.62(0.39~0.83);感虫品种间的相对遗传距离平均为0.62(0.37~0.83);高感品种间的相对遗传距离平均为0.64(0.37~0.84)。SSR标记聚类分析在相对遗传距离为0.67处将供试材料分为7大类群。选育和推广抗虫品种时尽可能选择聚类图中亲缘关系较远的材料。抗虫品种‘临远95-5322’单独聚为一类,同其余品种具有较远的亲缘关系,可作为新的抗源用于抗虫育种。 相似文献
105.
Hiromitsu Furuya Tsutomu Matsumoto Shin-ichi Fuji Hideki Naito 《Journal of General Plant Pathology》2003,69(2):115-119
Rice seedling growth, estimated by plant height and root development and discoloration, was better in pasteurized soil than
in unpasteurized soil obtained from a flooded rice field. Rice seedlings also grew better in sterilized soil modified by adding
roots harvested from the pasteurized soil than in soil modified by adding roots harvested from the unpasteurized soil. The
results demonstrate that seedling growth in the rice field soil was inhibited by soil microorganisms, even though no typical
symptoms such as seedling blight or damping-off appeared. Pythium aristosporum is suggested to be involved in the inhibition. Thus, it appears that inconspicuous restraint of rice seedling growth could
occur in soils of rice paddy fields.
Received: May 20, 2002 / Accepted: October 16, 2002
Acknowledgments The authors thank Dr. T. Ichitani, former professor at Osaka Prefectural University, for providing an isolate of Pythium aristosporum for comparison, and Mr. Mitsuaki Sato of Akita Prefectural College of Agriculture for technical assistance. 相似文献
106.
107.
Soybean oil content QTL mapping and integrating with meta-analysis method for mining genes 总被引:2,自引:0,他引:2
Zhao-ming Qi Qiong Wu Xue Han Ya-nan Sun Xiang-yu Du Chun-yan Liu Hong-wei Jiang Guo-hua Hu Qing-shan Chen 《Euphytica》2011,179(3):499-514
Oil content of soybean was a valuable quantitative trait controlled by multiple genes. Eleven QTLs were detected by both CIM
and MIM method with the population crossed between Charleston and Dong nong594 in recent 3 years (2007, 2008, 2009). Combining
the QTLs collected over the past 20 years, an integrated map of oil-content major QTLs in soybean was established using soymap2,
which was published in 2004, as a reference. Using the software BioMercator ver.2.1, QTLs were projected from their own maps
onto the reference map. In total, ninety-eight QTLs were integrated into soymap2. A meta-analysis method was used to narrow
down the confidence interval, and 20 consensus QTLs and their corresponding markers were obtained. Using a local version of
GENSCAN, 10,137 sequences in the consensus QTL intervals were predicted. With BLAST, these predicted genes were compared to
the International Protein Index database to mine the related genes. The results offer a basis for gene mining and molecular
breeding in soybean. 相似文献
108.
Five inbred lines, 10 single cross maize (Zea mays L.) hybrids and two standard cultivars as check were used to study the combining abilities and heterosis under three environmental
conditions. Random amplified polymorphic DNAs (RAPDs) markers were used to study the genetic diversity (GD) and further to
analyze relationship of RAPDs based GD with combining ability and heterosis in short duration maize. Spearman’s rank correlation
coefficients and linear regressions were analyzed to identify the most important factor determining heterosis and per se performance
of the hybrids. Variances due to general combining ability (GCA), specific combining ability (SCA) and their interactions
with environment were found to be significant. Twenty random primers generated 179 RAPD fragments. Of these, 102 RAPD fragments
were polymorphic. GD was determined using Jaccard’s similarity coefficient, and a dendogram was constructed by UPGMA cluster
analysis. The RAPDs based GD exhibited non-significant negative or positive association, non-significant linear regression
along with very low coefficient of determination (R
2) with SCA, high and mid parent heterosis (HP and MP) and per se performance of the hybrids. Significant positive correlations
and regressions along with high coefficients of determination were recorded for SCA with HP, MP and per se performance of
the hybrids. The HP and MP also established significant positive association and linear regression along with high coefficient
of determination with per se performance of hybrids whereas the parental mean did not establish any significant correlations
with the GD, HPH, MPH and grain yield of F1s. The present investigation, therefore, did not find any role of RAPDs based GD in determining hybrid heterosis and hybrid
performance in short duration sub-tropical maize. The SCA, however, has emerged as the most important factor in determination
of heterosis as well as per se performance of the hybrids in short duration maize. 相似文献
109.
Soil N mineralization is affected by microbial biomass and respiration, which are limited by available C and N. To examine the relationship between C and N for soil microbial dynamics and N dynamics, we conducted long-term laboratory incubation (150 days) after C and N amendment and measured changes in C and N mineralization, microbial biomass C, and dissolved C and N throughout the incubation period. The study soil was volcanic immature soil from the southern part of Japan, which contains lower C and N compared with other Japanese forest soils. Despite this, the area is covered by well-developed natural and plantation forests. Carbon amendment resulted in an increase in both microbial biomass and respiration, and net N mineralization decreased, probably due to increasing microbial immobilization. In contrast, N amendment resulted in a decrease in microbial respiration and an increase in net N mineralization, possibly due to decreased immobilization by microbes. Amendment of both C and N simultaneously did not affect microbial biomass and respiration, although net N mineralization was slightly increased. The results suggested that inhibitory effect on microbial respiration by N amendment should be reduced if carbon availability is higher. Thus, soil available C may limit microbial biomass and respiration in this volcanic immature soil. Even in immature soil where C and N substrate is low, soil C, such as plant root exudates and materials from above- and belowground dead organisms, might help to maintain microbial activity and N mineralization in this study site. 相似文献
110.
大豆光合午休原因的分析 总被引:13,自引:0,他引:13
研究了大豆光合午休过程中有关生理生态因素与光合速率的函数关系,并对叶温、叶片-大气水汽压亏缺(VPD)、气孔导度与光合速率之间的关系进行了通径分析。结果表明在光合午休的13:00时与15:00时这两个时刻,光合速率与VPD、叶温和气孔阻力呈极显著负相关,15:00时光合速率随VPD和叶温上升而下降的速率要大于13:00时的下 相似文献