This document discusses using the ARIMA model to forecast carbon emissions. It begins with an introduction to the problem of global warming caused by carbon emissions. The authors then discuss analyzing datasets on factors that influence carbon emissions like various energy sectors to build a prediction model. They describe exploring the data, checking for stationarity, and converting the time series to stationary. Then the document outlines building a SARIMA model to make forecasts, including retrieving and preprocessing the data, analyzing it for trends and seasonality, testing for stationarity, converting it if needed, and validating the predictions. The goal is to provide insights into carbon emission trends over time to help address this important issue.
An Overview of Power Plant CCS and CO2-EOR ProjectsHusen E . Bader
CO2 has been used for many decades in the industrial processes and food manufacturing, including soft drinks.
Likewise, it is an essential component of other everyday items such as fire extinguishers. In very high
concentrations, CO2 like any dense gas, can act as an asphyxiate material, which can be dangerous to humans with
its adverse impact on respiration. Thus, CO2 is captured to minimize risks to humans’ health and the environment. A
general overview of the current carbon capture and storage (CCS) and CO2 based enhanced oil recovery (CO2-EOR)
projects is presented in this paper. This work provides a summary of the current worldwide CCS and CO2-EOR
projects along with their potential benefits. CCS is a process used to capture CO2 that is produced by industrial
facilities. The CCS technology involves CO2 capture, transport and storage. On the other hand, EOR is a generic
term for various techniques to increase recovery from oil fields. The injection of CO2 into underground rock
formation of oil reservoirs in order to improve their recovery is called CO2-EOR.
Sustainable Computing and Telecom Can Contribute to Limiting Global Climatic ...Larry Smarr
10.07.28
Invited Seminar
AT&T Shannon Labs
Title: Sustainable Computing and Telecom Can Contribute to Limiting Global Climatic Disruption
Florham Park, NJ
An Overview of Power Plant CCS and CO2-EOR ProjectsHusen E . Bader
CO2 has been used for many decades in the industrial processes and food manufacturing, including soft drinks.
Likewise, it is an essential component of other everyday items such as fire extinguishers. In very high
concentrations, CO2 like any dense gas, can act as an asphyxiate material, which can be dangerous to humans with
its adverse impact on respiration. Thus, CO2 is captured to minimize risks to humans’ health and the environment. A
general overview of the current carbon capture and storage (CCS) and CO2 based enhanced oil recovery (CO2-EOR)
projects is presented in this paper. This work provides a summary of the current worldwide CCS and CO2-EOR
projects along with their potential benefits. CCS is a process used to capture CO2 that is produced by industrial
facilities. The CCS technology involves CO2 capture, transport and storage. On the other hand, EOR is a generic
term for various techniques to increase recovery from oil fields. The injection of CO2 into underground rock
formation of oil reservoirs in order to improve their recovery is called CO2-EOR.
Sustainable Computing and Telecom Can Contribute to Limiting Global Climatic ...Larry Smarr
10.07.28
Invited Seminar
AT&T Shannon Labs
Title: Sustainable Computing and Telecom Can Contribute to Limiting Global Climatic Disruption
Florham Park, NJ
Green Industry Policy in support of Net-Zero Emission achievements: Astika An...OECD Environment
"Challenges and best practices in financing to accelerate industry decarbonisation", OECD Series of Webinars on low carbon hydrogen and industry decarbonisation, 14 June 2023
In a joint effort, CDP, the UN Global Compact, WRI and WWF launched the Science Based Targets initiative to engage companies in setting ambitious GHG reduction targets as a response to the urgent call of the IPCC to decarbonize the economy. Ecofys was commissioned as consultancy partner to support the development of a new methodology to guide companies in setting science-based targets.
In this webinar Giel Linthorst will present the developed methodology, called the Sectoral Decarbonization Approach (SDA). Next to this, he will also present the results of applying this SDA-methodology to various multinational companies and highlight some specific cases.
Green-ict is proud to take the opportunity of the next "Get Together" event to share its vision on how governance approach may complement technical approach in helping ITers to positively impact the environment.
Tanguy has described to the audience why there would be a need for croporate environmental governance of IT. A lot a questions and thoughts have been exchanged during this 1h30 workshop. Although the workshop was didn't intend to bring final answer on "to go green or not to go green", the bunch of IT decision makers present that night went back to work with a better awareness of the two facets of Green-IT and where it may head to. Ahead of the main benefits they may get from such initiatives, attendees also understood the numerous side-effects sustainable projects may have in a IT department ... and beyond ...
Waste heat recovery dynamics an analogy of electricity generation & emiss...Arya Jena
This blog concentrates on discussing the untapped energy potential in waste heat recovery in Industries in India. And it's potential benefits in achieving energy efficiency, negawatt (Negative Watt) capacity addition and positive impact on the environment.
Green Industry Policy in support of Net-Zero Emission achievements: Astika An...OECD Environment
"Challenges and best practices in financing to accelerate industry decarbonisation", OECD Series of Webinars on low carbon hydrogen and industry decarbonisation, 14 June 2023
In a joint effort, CDP, the UN Global Compact, WRI and WWF launched the Science Based Targets initiative to engage companies in setting ambitious GHG reduction targets as a response to the urgent call of the IPCC to decarbonize the economy. Ecofys was commissioned as consultancy partner to support the development of a new methodology to guide companies in setting science-based targets.
In this webinar Giel Linthorst will present the developed methodology, called the Sectoral Decarbonization Approach (SDA). Next to this, he will also present the results of applying this SDA-methodology to various multinational companies and highlight some specific cases.
Green-ict is proud to take the opportunity of the next "Get Together" event to share its vision on how governance approach may complement technical approach in helping ITers to positively impact the environment.
Tanguy has described to the audience why there would be a need for croporate environmental governance of IT. A lot a questions and thoughts have been exchanged during this 1h30 workshop. Although the workshop was didn't intend to bring final answer on "to go green or not to go green", the bunch of IT decision makers present that night went back to work with a better awareness of the two facets of Green-IT and where it may head to. Ahead of the main benefits they may get from such initiatives, attendees also understood the numerous side-effects sustainable projects may have in a IT department ... and beyond ...
Waste heat recovery dynamics an analogy of electricity generation & emiss...Arya Jena
This blog concentrates on discussing the untapped energy potential in waste heat recovery in Industries in India. And it's potential benefits in achieving energy efficiency, negawatt (Negative Watt) capacity addition and positive impact on the environment.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Overview of the fundamental roles in Hydropower generation and the components involved in wider Electrical Engineering.
This paper presents the design and construction of hydroelectric dams from the hydrologist’s survey of the valley before construction, all aspects and involved disciplines, fluid dynamics, structural engineering, generation and mains frequency regulation to the very transmission of power through the network in the United Kingdom.
Author: Robbie Edward Sayers
Collaborators and co editors: Charlie Sims and Connor Healey.
(C) 2024 Robbie E. Sayers