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Journal ArticleDOI

Agricultural monitoring system based on ant colony algorithm with centre data aggregation

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TLDR
An energy efficient center data aggregation algorithm, where an ant colony algorithm is applied to the construction of a level gradient field, is presented as an effective way to extend the life cycles of sensor nodes.
Abstract
This paper proposed environmental parameters are collected by use of outdoor ZigBee based weather stations as a prerequisite for the optimisation of plant growth. In most cases, all the sensors required are integrated into a weather station, due to which merely a single monitoring node is employed following data aggregation. An energy efficient center data aggregation algorithm, where an ant colony algorithm is applied to the construction of a level gradient field, is presented as an effective way to extend the life cycles of sensor nodes. A weather station and a ZigBee module both are portable and easy to install battery operated devices. Furthermore, a remote web-based human machine interface (HMI) is developed by InduSof on a server, and has an access to a database. This proposed algorithm is confirmed by computer simulations as an effective approach to remarkably extend the life cycles of sensor nodes. This work can be applied not merely to traditional outdoor large scale farming, but also to small scale indoor plantation, e.g. in a green house, a plant factory, etc., and applied to the field of conservation ecology.

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Citations
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Journal Article

A Survey on Data Mining Techniques in Agriculture

TL;DR: In this paper, different data mining techniques are used in agriculture for detecting crop diseases, soil moisture and crop growth monitoring such as Support Vector Machine (SVM), Artificial Neural Network (ANN) and Regression model.
Proceedings ArticleDOI

Wireless Sensors in Farmland Environmental Monitoring

TL;DR: A farmland environmental monitoring platform was designed and built, which can simultaneously monitor eight environmental parameters, such as atmospheric temperature, atmospheric humidity, soil temperature, soil moisture, temperature, illumination intensity, CO2 concentration, PH value, etc.
Proceedings ArticleDOI

Agricultural Monitoring System with Zigbee Network and PLC based on Modbus RTU Protocol

TL;DR: In this paper, an indoor server has been constructed to monitor and record the transmitted data from two weather stations, which placed in different area in agricultural field, using Modbus RTU protocol to collect the data on the Zigbee wireless network.
Patent

Heuristic-ant-colony-algorithm-based household base station channel distribution method

Zhu Qi, +1 more
TL;DR: In this paper, a heuristic-ant colony-algorithm-based household BS channel distribution method was proposed to guarantee QoS requirements of the macro users and the household users, and an optimized channel distribution problem was solved by using an heuristic ant colony algorithm and an available channel set and the interference pattern are used as an available color list and an adjacent matrix of the algorithm.
References
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Journal ArticleDOI

Context-Adaptive Multimodal Wireless Sensor Network for Energy-Efficient Gas Monitoring

TL;DR: A wireless sensor network for monitoring indoor air quality, which is crucial for people's comfort, health, and safety because they spend a large percentage of time in indoor environments, is presented and a significant lifetime extension is demonstrated.
Journal ArticleDOI

Ant-Colony-Based Scheduling Algorithm for Energy-Efficient Coverage of WSN

TL;DR: This paper proposes an ant-colony-based acheduling algorithm (ACB-SA), a simplified version of the conventional ant colony optimization algorithm, optimized for solving the efficient-energy coverage (EEC) problem.
Journal ArticleDOI

A Delay-Aware Network Structure for Wireless Sensor Networks With In-Network Data Fusion

TL;DR: Simulation results show that the proposed network structure can reduce delays in data aggregation processes and keep the total energy consumption at low levels provided that data are only partially fusible.
Journal ArticleDOI

SamACO: Variable Sampling Ant Colony Optimization Algorithm for Continuous Optimization

TL;DR: A new way of extending ACO to solving continuous optimization problems by focusing on continuous variable sampling as a key to transforming ACO from discrete optimization to continuous optimization is presented.
Journal ArticleDOI

A Low-Power 2-D Wind Sensor Based on Integrated Flow Meters

TL;DR: In this paper, a 2D wind sensor based on microelectromechanical systems (MEMS) flow sensors is presented, which consists of a cylinder with a channel network connecting the internal flow sensors with the lateral surface, and the pressure distribution developed by the wind on the cylinder's surface is converted into two air flows from which, due to the special channel configuration, wind speed and direction can be unequivocally determined.
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