The influence of soil moisture on the spatial and temporal variability of soil electrical conductivity

Abstract Soil electrical conductivity (EC) is a soil quality indicator that is associated to attributes of interest for site-specific soil management such as soil moisture and texture. The present study performed spatial monitoring of soil moisture in two experimental fields of Brazilian soils for two consecutive years and modeled its influence on soil EC. Soil EC, moisture and clay content were evaluated by statistical, geostatistical and regression analyses. Semivariogram models, adjusted for soil moisture, had strong spatial dependence, but the relationship between soil moisture and soil EC was obtained only in one of the experimental fields, where soil moisture and clay content range was higher. In this same field, the correlation coefficients between soil moisture and clay content were above 90%. In the second field, the low soil moisture and clay content range explain the absence of a relationship between soil electrical conductivity and soil moisture

Viabilidade econômica do sistema de adubação diferenciado comparado ao sistema de adubação convencional em lavoura cafeeira: um estudo de caso Economic viability of the variable rate technology compared to the traditional system of fertilization in a coffee field: a case study

A agricultura de precisão surge como uma importante ferramenta para maximizar o gerenciamento da atividade cafeeira, principalmente para esta cultura, que possui elevado custo de produção. O presente trabalho teve por objetivo fazer um estudo comparativo da viabilidade econômica de dois sistemas de adubação na lavoura cafeeira: o sistema utilizando as técnicas da agricultura de precisão e o sistema de aplicação convencional. Os dados utilizados foram extraídos dos custos de produção da fazenda Brejão, no sul de Minas Gerais, em três áreas (22 ha, 10,52 ha e 6,23 ha), onde foram realizadas aplicações de adubos de forma diferenciada nas safras de 2007/2008 e 2008/2009. O sistema de adubação em agricultura de precisão caracterizou-se por coleta de amostras de solo, georreferenciadas, e aplicação diferenciada de fósforo e potássio. Os custos da adubação convencional foram obtidos por meio de simulações, considerando a amostragem convencional do solo realizada nas glebas. Para efeito comparativo entre os sistemas de adubação, foram consideradas as operações e as quantidades de adubos necessárias em cada sistema. Entre os dois sistemas, observou-se diferenças de aplicação dos elementos fósforo e potássio, e também nas quantidades aplicadas. A adubação diferenciada foi vantajosa para as áreas de 22 ha e 10,52 ha, nas duas safras em estudo, e para a área de 6,23 ha só foi vantajosa (menor prejuízo) na safra de 2008/09.<br>The precision agriculture appears as an important tool to improve coffee field management, mainly to this culture that has high production costs. The present work intended to accomplish a comparative study of the economic feasibility of two fertilizer systems: one using the precision agriculture and other using conventional fertilization. The data base used were extracted from the production costs of the Brejão farm, in south of Minas Gerais, in three areas (22 ha, 10.52 ha and 6.23 ha), where were applied fertilizer in variable rates in the 2007/2008 and 2008/2009 harvests. The precision agriculture was characterized by the georeferenced soil sampling and the application of phosphorus and potassium in variable rates. The conventional fertilization costs were obtained by simulations considering the traditional soil sampling performed at these areas. In order to compare the two fertilization systems, it was considered the operations and the amount of fertilizer necessary in each of the fertilization system. It was realized differences in the elements and in the amount that should be applied between the two systems. The variable rate fertilization was more profitable to the area of 22 ha and 10.52 ha in the two harvests studied and to the area of 6.23 ha was profitable (less prejudice) only to the last crop

Artificial Immune System-based algorithm for vehicle routing problem with time window constraint for the delivery of agri-fresh produce

This paper addresses the problem of delivering continuously deteriorating agri-fresh produce from a wholesaler to a number of retailers, within specific time windows. The prime objective is to decide the routes in such a way that the overall cost incurred in transportation, deterioration and penalty is minimised. To model these conflicting objectives a mathematical modelling approach is proposed. The Vehicle Routing Problem with Time Windows (VRPTW) is a Non-deterministic Polynomial-time hard (NP-hard) problem, without considering the business constraints, and becomes computationally prohibitive with the increase in number of retailers. To solve the VRPTW within feasible time limits, Artificial Immune System (AIS)-based solution methodology is proposed. The algorithm is tested on real-life instances generated from Azadpur wholesale market, New Delhi (India). An experiment is performed on the same problems with other algorithms, such as Genetic Algorithm (GA) and Simulated Annealing (SA), to compare the effectiveness and efficiency of the proposed approach. It is found from the quality of solution and rate of convergence that AIS performed better compared to the other applied approaches