页岩气回流和产水的毒性驱动因素的时间演变:将组合动力学与风险预测联系起来
Yingqi Du1, Zengwen Liu1, Shuru Chen1
1College of Environment and Climate, Guangdong Provincial Key Laboratory of Environmental Pollution and Health, Jinan University, Guangzhou, 511443, China.
Environmental science & technology
|February 4, 2026
概括
页岩气开采的回流和产水 (FPW) 随着时间的推移表现出变化的毒性,由化学变化驱动. 使用TDS,TOC和pH的新模型准确地对FPW风险进行了可持续管理.
科学领域:
- 环境科学 环境科学
- 生态毒理学 生态毒理学
- 化学工程是化学工程的重要组成部分.
背景情况:
- 页岩气开采的回流和产水 (FPW) 含有复杂的化学混合物.
- 没有充分了解FPW组成和毒性的时间动态,这可能会给环境带来风险.
研究的目的:
- 在一年内调查FPW化学成分和毒性的时间变化.
- 确定页岩气开采过程中毒性变化的关键驱动因素.
- 为FPW管理开发一个快速的风险分类系统.
主要方法:
- 在一个活跃的页岩气场地一年间断地采集FPW的样本.
- 使用斑马鱼胚胎进行全废水毒性测试和毒性识别评估.
- 构成分析包括有机污染物,金属和氧化剂.
- 统计分析包括主要组件分析和LightGBM建模与SHAP可解释性.
主要成果:
- FPW的毒性表现出特定时间的转变,有机污染物主导早期阶段,金属/氧化物影响后期阶段.
- 化学分析显示有机污染物减少,随着时间的推移,无机物质累积增加.
- 使用TDS,TOC和pH的风险分类模型在分层FPW风险水平方面实现了81.3%的准确性.
结论:
- 了解FPW毒性的时间变化对于有效的环境管理至关重要.
- 开发的风险分类系统为现场部署的风险管理提供了一个实用的工具.
- 这项研究通过将动态毒性机制与监测参数联系起来,促进了可持续的页岩气运营.
相关概念视频
The Evidence for Evolution
48.3K
Genetic variations accumulating within populations over generations give rise to biological evolution. Evolutionary changes can result in the formation of novel varieties and entire new species. These changes are responsible for the diverse forms of life inhabiting the planet. The evidence for evolution suggests that all living organisms descended from common ancestors.
48.3K
Convergent Evolution
33.0K
Evolution shapes the features of organisms over time, ensuring that they are suited for the environments in which they live. Sometimes, selection pressure leads to the rise of similar but unrelated adaptations in organisms with no recent common ancestors, a process known as convergent evolution.
33.0K
Design Example: Strain Gauge Bridge or Wheatstone Bridge
1.0K
The utilization of strain gauges as transducers for converting mechanical strain into electrical signals is a common practice in various engineering applications. These strain gauges are frequently integrated into Wheatstone bridge circuits to accurately measure parameters such as force or pressure. Within this context, each element within the circuit exhibits a resistance that undergoes subtle variations when subjected to mechanical strain. The primary objective is to convert minuscule...
1.0K
Wheatstone Bridge
1.2K
An ohmmeter is a resistance-measuring device. It works by applying a voltage to a resistor of unknown resistance and measuring the current across the resistor. The resistance value is deduced using Ohm's law. Usually, the standard configuration of an ohmmeter comprises a voltmeter or an ammeter. However, such configurations are limited in accuracy because the meters alter the voltage applied to the resistor and the current that flows through it.
Thus, for accurate resistance measurements, a...
Thus, for accurate resistance measurements, a...
1.2K
Bridge rectifier
1.6K
The bridge rectifier is essential in electronics for efficiently converting alternating current (AC) to direct current (DC). Comprised of four diodes configured in a bridge layout, this rectifier effectively processes both the positive and negative halves of the AC waveform, making it superior to half-wave and full-wave center-tapped rectifiers in terms of voltage regulation and output stability.
Operationally, the bridge rectifier allows current flow through two of its diodes during each...
Operationally, the bridge rectifier allows current flow through two of its diodes during each...
1.6K
Classifying Matter by Composition
90.6K
Matter: Pure Substances and Mixtures
According to its composition, the matter can be classified into two broad categories — pure substances and mixtures.
A pure substance is a form of matter that has a constant composition throughout with uniform properties. For example, any sample of sucrose has the same composition and same physical properties, such as melting point, color, and sweetness, regardless of the source from which it is isolated.
A mixture is composed of two or...
According to its composition, the matter can be classified into two broad categories — pure substances and mixtures.
A pure substance is a form of matter that has a constant composition throughout with uniform properties. For example, any sample of sucrose has the same composition and same physical properties, such as melting point, color, and sweetness, regardless of the source from which it is isolated.
A mixture is composed of two or...
90.6K


