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5,001 Results Found

  • Article
  • Open Access
14 Citations
3,289 Views
13 Pages

30 June 2021

In order to achieve the accuracy of gas emission prediction for different workplaces in coal mines, three coal mining workings and four intake and return air roadway of working face in Nantun coal mine were selected for the study. A prediction model...

  • Article
  • Open Access
11 Citations
4,812 Views
19 Pages

23 August 2023

At present, the carbon emissions in China’s metal mining industry can be calculated based on the amount of energy consumed in the mining process. However, it is still difficult to predict the carbon emissions before implementation of mining eng...

  • Article
  • Open Access
10 Citations
2,130 Views
12 Pages

30 October 2023

In order to improve the prediction accuracy of gas emission in the mining face, a method combining least absolute value convergence and selection operator (LASSO), whale optimization algorithm (WOA), and extreme gradient boosting (XGBoost) was propos...

  • Article
  • Open Access
36 Citations
4,864 Views
23 Pages

13 December 2021

This study aimed to respond to the national “carbon peak” mid-and long-term policy plan, comprehensively promote energy conservation and emission reduction, and accurately manage and predict carbon emissions. Firstly, the proposed method...

  • Article
  • Open Access
3 Citations
1,001 Views
16 Pages

Research on Gas Emission Prediction Based on KPCA-ICSA-SVR

  • Li Liu,
  • Linchao Dai,
  • Xinyi Mao,
  • Yutao Chen and
  • Yongheng Jing

25 November 2024

In the context of deep mining, the uncertainty of gas emission levels presents significant safety challenges for mines. This study proposes a gas emission prediction model based on Kernel Principal Component Analysis (KPCA), an Improved Crow Search A...

  • Review
  • Open Access
11 Citations
3,664 Views
15 Pages

Application of Neural Networks on Carbon Emission Prediction: A Systematic Review and Comparison

  • Wentao Feng,
  • Tailong Chen,
  • Longsheng Li,
  • Le Zhang,
  • Bingyan Deng,
  • Wei Liu,
  • Jian Li and
  • Dongsheng Cai

28 March 2024

The greenhouse effect formed by the massive emission of carbon dioxide has caused serious harm to the Earth’s environment, in which the power sector constitutes one of the primary contributors to global greenhouse gas emissions. Reducing carbon...

  • Review
  • Open Access
55 Citations
7,044 Views
28 Pages

A Review of Macroscopic Carbon Emission Prediction Model Based on Machine Learning

  • Yuhong Zhao,
  • Ruirui Liu,
  • Zhansheng Liu,
  • Liang Liu,
  • Jingjing Wang and
  • Wenxiang Liu

19 April 2023

Under the background of global warming and the energy crisis, the Chinese government has set the goal of carbon peaking and carbon neutralization. With the rapid development of machine learning, some advanced machine learning algorithms have also bee...

  • Article
  • Open Access
10 Citations
2,109 Views
20 Pages

1 October 2024

With the increasing energy use and carbon emissions in the transportation industry, its impact on the greenhouse effect is gradually being recognized. Therefore, this study aims to explore the achievement of carbon emission peak and carbon neutrality...

  • Article
  • Open Access
18 Citations
4,929 Views
15 Pages

Based on the consumption of fossil energy, the CO2 emissions of Chongqing are calculated and analyzed from 1997 to 2015 in this paper. Based on the calculation results, the consumption of fossil fuels and the corresponding CO2 emissions of Chongqing...

  • Article
  • Open Access
15 Citations
3,079 Views
12 Pages

18 September 2023

Excessive nitrogen oxide (NOx) emissions result in growing environmental problems and increasingly stringent emission standards. This requires a precise control for NOx emissions. A prerequisite for precise control is accurate NOx emission detection....

  • Article
  • Open Access
3 Citations
1,737 Views
10 Pages

Research on Prediction of Coal Sample Deformation Based on Acoustic-Emission Sensitive Index

  • Man Wang,
  • Jianguo Zhang,
  • Bing Jia,
  • Weihang Du,
  • Zhaofan Chen and
  • Shuaitao Liu

10 November 2022

Establishing the relationship between the deformation of coal samples and acoustic emission response is the basis for the deformation prediction of coal samples. Using a combination of laboratory tests and theoretical analysis, acoustic emission test...

  • Article
  • Open Access
39 Citations
3,128 Views
15 Pages

16 February 2023

To meet the twin carbon goals of “carbon peak” and “carbon neutrality”, it is crucial to make scientific predictions about carbon emissions in the transportation sector. The following eight factors were chosen as effect indica...

  • Article
  • Open Access
225 Views
26 Pages

Exploring Regional Carbon Emission Factors and Peak Prediction: A Case Study of Hubei Province

  • Haifeng Xu,
  • Dajun Ren,
  • Yawen Tian,
  • Xiaoqing Zhang,
  • Shuqin Zhang,
  • Yongliang Chen and
  • Xiangyi Gong

29 December 2025

Thorough analysis of regional carbon emissions is essential, given their substantial contribution to overall carbon emissions, as it underpins the formulation of targeted low-carbon development strategies. This study investigates whether Hubei Provin...

  • Article
  • Open Access
15 Citations
3,300 Views
17 Pages

15 October 2023

The transportation sector is a major contributor to carbon emissions, and managing its carbon peak is essential for China to reach the 2030 carbon peak target. This paper uses the autoregressive integrated moving average model (ARIMA) to design basel...

  • Article
  • Open Access
4 Citations
2,597 Views
12 Pages

Prediction of Almond Nut Yield and Its Greenhouse Gases Emission Using Different Methodologies

  • Mohsen Beigi,
  • Mehdi Torki,
  • Hossein Safarinia,
  • Mohammad Kaveh,
  • Mariusz Szymanek,
  • Esmail Khalife and
  • Agata Dziwulska-Hunek

16 February 2022

The evaluation of a production system to analyze greenhouse gases is one of the most interesting challenges for researchers. The aim of the present study is to model almond nut production based on inputs by employing artificial neural networks (ANNs)...

  • Article
  • Open Access
4 Citations
1,195 Views
21 Pages

23 April 2025

The rapid expansion of international maritime transportation has led to rising greenhouse gas emissions, exacerbating climate change and environmental sustainability concerns. According to the International Maritime Organization, carbon dioxide (CO2)...

  • Article
  • Open Access
1 Citations
766 Views
28 Pages

Nodal Carbon Emission Factor Prediction for Power Systems Based on MDBO-CNN-LSTM

  • Lihua Zhong,
  • Feng Pan,
  • Yuyao Yang,
  • Lei Feng,
  • Haiming Shao and
  • Jiafu Wang

2 July 2025

Carbon emission estimation for power systems is essential for identifying emission responsibilities and formulating effective mitigation measures. Current carbon emission prediction methods for power systems exhibit limited computational efficiency a...

  • Article
  • Open Access
37 Citations
5,076 Views
26 Pages

20 September 2023

Global warming is a major environmental issue facing humanity, and the resulting climate change has severely affected the environment and daily lives of people. China attaches great importance to and actively responds to climate change issues. In ord...

  • Article
  • Open Access
14 Citations
2,361 Views
12 Pages

Prediction of Real Driving Emission of Light Vehicles in China VI Based on GA-BP Algorithm

  • Hao Yu,
  • Hong Chang,
  • Zengjia Wen,
  • Yunshan Ge,
  • Lijun Hao,
  • Xin Wang and
  • Jianwei Tan

30 October 2022

In the China VI regulations for light-duty vehicles, the (RDE) test is introduced as a supplementary test procedure. In the actual test process, the RDE results are more significantly influenced by driving behavior and vehicle type. To reduce the tes...

  • Article
  • Open Access
2 Citations
804 Views
19 Pages

31 March 2025

As a large-scale transportation infrastructure project, the construction of a freeway will consume a large amount of high-energy and high-density raw material products and emit a large amount of carbon dioxide. Selecting route options with lower carb...

  • Article
  • Open Access
3 Citations
1,858 Views
17 Pages

20 November 2024

The carbon emissions of urban residential buildings are substantial. However, the standard operating conditions specified in current energy-saving standards significantly differ from the actual energy consumption under real operating conditions. Ther...

  • Article
  • Open Access
4 Citations
1,932 Views
24 Pages

27 May 2024

The greenhouse effect has a negative impact on social and economic development. Analyzing the factors influencing industrial carbon emissions and accurately predicting the peak of industrial carbon emissions to achieve carbon peak and carbon neutrali...

  • Article
  • Open Access
1 Citations
986 Views
15 Pages

17 April 2025

The trend of global warming remains severe. As one of the major sources of carbon emissions, the construction industry still requires large-scale and effective transformations. This study, grounded in Life Cycle Assessment (LCA) theory, carbon emissi...

  • Article
  • Open Access
6 Citations
1,705 Views
16 Pages

Time Series Prediction of Gas Emission in Coal Mining Face Based on Optimized Variational Mode Decomposition and SSA-LSTM

  • Jingzhao Zhang,
  • Yuxin Cui,
  • Zhenguo Yan,
  • Yuxin Huang,
  • Chenyu Zhang,
  • Jinlong Zhang,
  • Jiantao Guo and
  • Fei Zhao

6 October 2024

The accurate prediction of gas emissions has important guiding significance for the prevention and control of gas disasters in order to further improve the prediction accuracy of gas emissions in the mining face. According to the absolute gas emissio...

  • Article
  • Open Access
7 Citations
3,603 Views
29 Pages

Prediction of Emission Characteristics of Generator Engine with Selective Catalytic Reduction Using Artificial Intelligence

  • Min-Ho Park,
  • Chang-Min Lee,
  • Antony John Nyongesa,
  • Hee-Joo Jang,
  • Jae-Hyuk Choi,
  • Jae-Jung Hur and
  • Won-Ju Lee

Eco-friendliness is an important global issue, and the maritime field is no exception. Predicting the composition of exhaust gases emitted by ship engines will be of consequence in this respect. Therefore, in this study, exhaust gas data were collect...

  • Article
  • Open Access
6 Citations
1,919 Views
17 Pages

Reinforced-concrete shear walls stand as the primary construction method for urban residential structures in northern China. In alignment with national carbon neutrality goals for residential construction, this study developed a set of prediction mod...

  • Article
  • Open Access
839 Views
17 Pages

25 April 2025

To enhance the management of NOx emissions from hybrid electric buses, this paper develops an instantaneous NOx emission prediction model for hybrid electric buses based on a two-layer stacking ensemble learning method. Seventeen parameters, includin...

  • Article
  • Open Access
26 Citations
3,949 Views
22 Pages

13 March 2024

Zero-carbon shipping is the prime goal of the seaborne trade industry at this moment. The utilization of ammonia and liquid hydrogen propulsion in a carbon-free propulsion system is a promising option to achieve net-zero emission in the maritime supp...

  • Article
  • Open Access
11 Citations
2,245 Views
22 Pages

13 December 2022

Under the requirements for high-quality development, the coordinated promotion of agricultural carbon emission reduction and agricultural product supply guarantee in China is crucial to hold the bottom line of national food security as well as promot...

  • Article
  • Open Access
2 Citations
1,897 Views
27 Pages

This study creates and tests a machine learning model that can predict fuel use and emissions (NOx, CO2, CO, HC, PN) from a marine internal combustion engine when it is running normally. The model learned from data collected from conventional diesel...

  • Article
  • Open Access
7 Citations
2,928 Views
16 Pages

Prediction of NOx Emission Based on Data of LHD On-Board Monitoring System in a Deep Underground Mine

  • Aleksandra Banasiewicz,
  • Paweł Śliwiński,
  • Pavlo Krot,
  • Jacek Wodecki and
  • Radosław Zimroz

23 February 2023

The underground mining industry is at the forefront when it comes to unsafe conditions at workplaces. As mining depths continue to increase and the mining fronts move away from the ventilation shafts, gas hazards are increasing. In this article, the...

  • Article
  • Open Access
23 Citations
2,605 Views
15 Pages

21 November 2020

Effectively avoiding methane accidents is vital to the security of manufacturing minerals. Coal mine methane accidents are often caused by a methane concentration overrun, and accurately predicting methane emission quantity in a coal mine is key to s...

  • Article
  • Open Access
662 Views
25 Pages

20 June 2025

Carbon monoxide (CO) is a toxic pollutant emitted by municipal solid waste incineration (MSWI), which has a strong correlation with dioxins. In terms of the sustainable development of an ecological environment, CO emission concentration is strictly c...

  • Article
  • Open Access
41 Citations
8,513 Views
13 Pages

25 April 2018

Fatigue failure is the main type of failure that occurs in gas turbine engine blades and an online monitoring method for detecting fatigue cracks in blades is urgently needed. Therefore, in this present study, we propose the use of acoustic emission...

  • Article
  • Open Access
2 Citations
2,155 Views
17 Pages

Experimental Setup and Machine Learning-Based Prediction Model for Electro-Cyclone Filter Efficiency: Filtering of Ship Particulate Matter Emission

  • Aleksandr Šabanovič,
  • Jonas Matijošius,
  • Dragan Marinković,
  • Aleksandras Chlebnikovas,
  • Donatas Gurauskis,
  • Johannes H. Gutheil and
  • Artūras Kilikevičius

18 January 2025

Ship emissions significantly impact air quality, particularly in coastal and port regions, contributing to elevated concentrations of PM2.5, and PM10, with varying effects observed across different locations. This study investigates the effectiveness...

  • Article
  • Open Access
1,102 Views
27 Pages

High-Resolution Traffic Flow Prediction and Vehicle Emission Inventory Estimation for Chinese Cities Using Geo-Spatial Data of Jinan City, China

  • Xuejun Yan,
  • Qi Yang,
  • Jingyang Fan,
  • Ziyuan Cai,
  • Pan Wang,
  • Xiuli Zhang,
  • Hengzhi Wang,
  • Chenxi Zhu,
  • Dongquan He and
  • Chunxiao Hao

20 October 2025

Motor vehicle emissions are a major air quality concern in Chinese cities. However, traditional population-based emission inventory methods fail to capture the spatial and temporal variations in emissions for effective policy design. This study propo...

  • Article
  • Open Access
4 Citations
1,188 Views
28 Pages

25 July 2025

The escalating threat of climate change has intensified the global urgency to accurately predict carbon dioxide (CO2) emissions for sustainable development, particularly in developing economies experiencing rapid industrialization and globalization....

  • Article
  • Open Access
65 Citations
7,974 Views
16 Pages

A Novel Machine Learning-Based Methodology for Tool Wear Prediction Using Acoustic Emission Signals

  • Juan Luis Ferrando Chacón,
  • Telmo Fernández de Barrena,
  • Ander García,
  • Mikel Sáez de Buruaga,
  • Xabier Badiola and
  • Javier Vicente

6 September 2021

There is an increasing trend in the industry of knowing in real-time the condition of their assets. In particular, tool wear is a critical aspect, which requires real-time monitoring to reduce costs and scrap in machining processes. Traditionally, fo...

  • Article
  • Open Access
4 Citations
1,605 Views
17 Pages

12 November 2024

In lightweight design, the usage of different optimised materials is widespread. The interfaces between two different materials are prone to damage and, therefore, the Structural Health Monitoring (SHM) of these areas is of interest. A new method for...

  • Article
  • Open Access
587 Views
20 Pages

14 July 2025

To support the national goals of carbon peaking and carbon neutrality, this study proposes a household carbon emission prediction model based on Gene Expression Programming (GEP) for low-carbon retrofitting of aging residential areas in arid-cold reg...

  • Article
  • Open Access
1 Citations
1,330 Views
19 Pages

13 February 2025

Early warning for rock blasting is crucial for ensuring the safety of deep underground engineering. Existing methods primarily focus on classifying rock blasting levels, which makes it difficult to provide timely warnings. This paper proposes a novel...

  • Article
  • Open Access
18 Citations
5,005 Views
16 Pages

13 December 2021

Predictive emission monitoring systems (PEMS) are software solutions for the validation and supplementation of costly continuous emission monitoring systems for natural gas electrical generation turbines. The basis of PEMS is that of predictive model...

  • Article
  • Open Access
7 Citations
1,971 Views
14 Pages

9 September 2022

The aim of the study in this paper is to establish a prediction model of gas emission in the working face. The gas desorption variation characteristics of coal with different particle sizes were assessed using physical tests and based on the coal bod...

  • Article
  • Open Access
2 Citations
1,490 Views
17 Pages

Development and Validation of Prediction Model for Exhaust Emissions During Tractor Plow Tillage

  • Ryu-Gap Lim,
  • Tae-Bum Kim,
  • Wan-Soo Kim,
  • Seung-Yun Baek,
  • Hyeon-Ho Jeon,
  • Jee-Young Ham,
  • Chul Yoo and
  • Yong-Joo Kim

19 December 2024

In this study, to compensate for the constraints of high unit cost of portable emission measurement system (PEMS) and measurement environment, we developed a tractor operation-based emission prediction model. We also evaluated the developed predictio...

  • Article
  • Open Access
1 Citations
3,134 Views
14 Pages

14 December 2021

In recent years, particulate matter (PM) has emerged as a major social issue in various industries, particularly in East Asia. PM not only causes various environmental, social, and economic problems but also has a large impact on public health. Thus,...

  • Article
  • Open Access
40 Citations
5,170 Views
14 Pages

Investigation and Prediction of Heavy-Duty Diesel Passenger Bus Emissions in Hainan Using a COPERT Model

  • Feng Li,
  • Jihui Zhuang,
  • Xiaoming Cheng,
  • Mengliang Li,
  • Jiaxing Wang and
  • Zhenzheng Yan

27 February 2019

To investigate the emission status and predict the future trends of heavy-duty diesel passenger buses in Hainan Province, the technical level distribution, activity characteristics, and operating conditions of heavy-duty diesel passenger buses were s...

  • Article
  • Open Access
6 Citations
3,853 Views
14 Pages

Methodology for Virtual Prediction of Vehicle-Related Particle Emissions and Their Influence on Ambient PM10 in an Urban Environment

  • Toni Feißel,
  • Florian Büchner,
  • Miles Kunze,
  • Jonas Rost,
  • Valentin Ivanov,
  • Klaus Augsburg,
  • David Hesse and
  • Sebastian Gramstat

18 November 2022

As a result of rising environmental awareness, vehicle-related emissions such as particulate matter are subject to increasing criticism. The air pollution in urban areas is especially linked to health risks. The connection between vehicle-related par...

  • Article
  • Open Access
2 Citations
3,321 Views
20 Pages

4 July 2022

Research related to the carbon-emission credit-price prediction model has only considered the effects of specific indicators, such as coal and oil prices, and only long-term prediction studies have been conducted. Recently, carbon emission credits ha...

  • Article
  • Open Access
12 Citations
1,777 Views
19 Pages

12 April 2024

Urban carbon emissions are an important area for addressing climate change, and it is necessary to establish scientific and effective carbon emission prediction models to formulate reasonable emission reduction policies and measures. In this paper, a...

  • Article
  • Open Access
1 Citations
701 Views
28 Pages

10 June 2025

Prefabricated buildings are widely utilized due to their effectiveness in reducing carbon emissions. The construction stage has a significantly higher carbon emission rate than the other stages of their life cycle, but this is difficult to accurately...

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