用计算智能优化畜牧场的能源系统,以实现能源自主
Anatoliy Tryhuba1,2, Taras Hutsol3, Jonas Čėsna4
1Department of Information Technologies, Lviv National Environmental University, Dublyany, 80-381, Ukraine.
Scientific reports
|March 29, 2025
概括
这项研究引入了一个计算智能模型,以优化牲畜农场的能源系统,以获得更大的自主权. 该模型通过整合可再生能源和适应实时条件来减少碳排放和能源成本.
科学领域:
- 农业工程 农业工程
- 计算智能是一种计算智能.
- 可再生能源系统可再生能源系统
背景情况:
- 畜牧场的能源需求很高,并且越来越依赖可再生能源.
- 优化能源系统对于降低运营成本和环境影响至关重要.
- 实现能源自主是现代畜牧业运营的一个关键目标.
研究的目的:
- 开发一种计算智能模型,以优化畜牧场能源系统.
- 加强畜牧业的能源自主性和可持续性.
- 为了实现能源消耗的高效管理,并尽量减少碳排放.
主要方法:
- 使用遗传算法开发动态能源系统优化模型.
- 考虑能源需求,可再生能源和外部因素的多标准优化方法.
- 实现一个Python 3.10程序用于复杂的计算.
主要成果:
- 优化的能源系统显著减少了二氧化碳排放量,从每天1263公斤降至每天92.3公斤.
- 在农场的能源系统中增加可再生能源的使用.
- 能源供应结构向实际生产条件的动态适应.
结论:
- 拟议的计算智能模型有效地优化了畜牧场能源系统的自主性.
- 基因算法方法为复杂的能源管理提供了灵活而强大的解决方案.
- 进一步的研究可以将该模型扩展到各种农场类型和多重可再生能源整合.
相关概念视频
Optimal Foraging
11.8K
How animals obtain and eat their food is called foraging behavior. Foraging can include searching for plants and hunting for prey and depends on the species and environment.
11.8K
Production Efficiency
15.7K
Net production efficiency (NPE) is the efficiency at which organisms assimilate energy into biomass for the next trophic level. Due to low metabolic rates and less energy spent on thermoregulatory processes, the NPE of ectotherms (cold-blooded animals) is 10 times higher than endotherms (warm-blooded animals).
15.7K
Conservation of Energy: Application
5.7K
When solving problems using the energy conservation law, the object (system) to be studied should first be identified. Often, in applications of energy conservation, we study more than one body at the same time. Second, identify all forces acting on the object and determine whether each force doing work is conservative. If a non-conservative force (e.g., friction) is doing work, then mechanical energy is not conserved. The system must then be analyzed with non-conservative work. Third, for...
5.7K
Power and Energy
2.2K
The power and energy delivered to an element are subjects of great significance in the field of electrical engineering. It is a well-known fact that a 100-watt light bulb emits more light than a 60-watt one. Therefore, power and energy calculations play a crucial role in the analysis of electrical circuits.
Power, defined as the time rate of expending or absorbing energy, is quantified in units called watts (W). The relation between power and energy is mathematically given as
Power, defined as the time rate of expending or absorbing energy, is quantified in units called watts (W). The relation between power and energy is mathematically given as
2.2K
Power System Distribution
1.3K
Power system distribution involves delivering electrical energy from power plants to consumers through a network of transmission and distribution systems. The process begins at power plants, where energy from coal, gas, nuclear, water, and wind is converted into electrical energy. These plants use three-phase generators, typically rated between 50 to 1300 MVA, with terminal voltages ranging from a few kV to 20 kV, depending on the size and age of the units.
The transmission system is designed...
The transmission system is designed...
1.3K
Bioreactor Design and Operational System
200
Bioreactors are engineered vessels designed to cultivate microorganisms under controlled conditions for industrial bioprocessing. They maintain sterility and allow precise regulation of pH, temperature, oxygen, and nutrient levels to optimize microbial growth and metabolite production. Bioreactors range from small laboratory units of 1 liter to industrial systems holding up to 500,000 liters, though only about 75% of their volume is actively used for fermentation. The remaining headspace...
200

