This document discusses how the oil and gas industry will be transformed by the COVID-19 pandemic and ongoing decarbonization efforts. It outlines four potential post-pandemic scenarios for the industry: 1) "Back to Normal" with a quick economic recovery and no climate progress; 2) "Stagnation" with weak demand and continued renewable adoption; 3) "Severe Injury" with slow recovery, demand destruction, and oversupply; and 4) "New Normal" with moderate recovery and climate policies slowing demand. It analyzes how different industry players like international oil companies, national oil companies, refiners, and oilfield services will be impacted under these scenarios.
A study released by the analysts at consulting firm Deloitte that looks at the top issues facing the oil and gas sector. The study finds that within the next 5-6 years surging shale oil and natural gas production in the U.S. will "cut deeply" into OPEC's influence on setting world oil prices.
Surge in restructuring and bankruptcy predicted for energy sectorSuzzanne Uhland
In response to declining oil prices, energy market analysts have suggested that the energy sector will see an influx of mergers, divestitures, and even bankruptcy among exploration and production (E&P) companies. In September 2015, banks will conduct one of their regular analyses of companies’ reserves to assess whether their current assets outweigh their outstanding debts. For oil and gas operators with debt that exceeds their asset bases, restructuring or bankruptcy could become necessary to bridge the financial gap.
EY Price Point: global oil and gas market outlook, Q2, April 2020EY
The first quarter of this year has seen some extraordinary events. As if chronic oversupply, prices stuck below sustainable levels, the looming energy transition, and investor pressure to decarbonize weren’t enough, our industry now faces a dramatic, but hopefully temporary, downturn in demand as a result of the ongoing COVID-19 outbreak.
EY Price Point: global oil and gas market outlook (Q4, October 2020)EY
Oil and gas prices have recovered steadily from their lows and are relatively stable, but that stability is supported by the combination of purposeful withholding of production by oil-producing countries and economic stress on upstream independents. Oil prices closed the quarter roughly where they started it, while refining spreads were down slightly. LNG spreads were substantially higher at the end of Q3 than they were at the beginning of the quarter but are still roughly half of what is generally thought of as sustainable.
Going forward, the market will be looking closely at how the economy and demand respond to new developments with respect to a potential COVID-19 vaccine and the US election.
Recently commodity prices have fallen to multi-year lows. Read our December Market Perspective to learn how these dramatic price movements may impact consumers, industries and companies.
A study released by the analysts at consulting firm Deloitte that looks at the top issues facing the oil and gas sector. The study finds that within the next 5-6 years surging shale oil and natural gas production in the U.S. will "cut deeply" into OPEC's influence on setting world oil prices.
Surge in restructuring and bankruptcy predicted for energy sectorSuzzanne Uhland
In response to declining oil prices, energy market analysts have suggested that the energy sector will see an influx of mergers, divestitures, and even bankruptcy among exploration and production (E&P) companies. In September 2015, banks will conduct one of their regular analyses of companies’ reserves to assess whether their current assets outweigh their outstanding debts. For oil and gas operators with debt that exceeds their asset bases, restructuring or bankruptcy could become necessary to bridge the financial gap.
EY Price Point: global oil and gas market outlook, Q2, April 2020EY
The first quarter of this year has seen some extraordinary events. As if chronic oversupply, prices stuck below sustainable levels, the looming energy transition, and investor pressure to decarbonize weren’t enough, our industry now faces a dramatic, but hopefully temporary, downturn in demand as a result of the ongoing COVID-19 outbreak.
EY Price Point: global oil and gas market outlook (Q4, October 2020)EY
Oil and gas prices have recovered steadily from their lows and are relatively stable, but that stability is supported by the combination of purposeful withholding of production by oil-producing countries and economic stress on upstream independents. Oil prices closed the quarter roughly where they started it, while refining spreads were down slightly. LNG spreads were substantially higher at the end of Q3 than they were at the beginning of the quarter but are still roughly half of what is generally thought of as sustainable.
Going forward, the market will be looking closely at how the economy and demand respond to new developments with respect to a potential COVID-19 vaccine and the US election.
Recently commodity prices have fallen to multi-year lows. Read our December Market Perspective to learn how these dramatic price movements may impact consumers, industries and companies.
Gas bulls should pray cause da' bears may own the dayBloomberg LP
U.S. natural gas prices will likely average well below $3 per MMBtu this winter and pressure on Appalachian-basis price differentials will persist as well, hurting Marcellus and Utica shale operators.
EY Price Point: global oil and gas market outlook, Q319EY
The theme for this quarter is consistency: in the significant trends impacting prices, at least. The forces that impacted oil prices in the second quarter were the same as those that have impacted prices quarter after quarter for the past several years. Surging North American production counterbalanced by OPEC+ production cuts has kept prices in a fairly narrow range. The market has become remarkably resilient. For some time now, long-dated oil futures have traded at a price very close to the market’s view of the break-even price of unconventional oil in North America.
EY Price Point: global oil and gas market outlookEY
As we close the second quarter of 2020, in most of Europe and Asia, the first (and hopefully last) wave of the COVID-19 crisis appears to be abating. In the parts of the US where the virus hit early, the profile has largely matched Europe’s, while in other parts, the urge to reopen businesses has trumped the desire to contain the virus and uncertainty looms. In the developing world, the crisis has just begun, but without the economic headroom and resources necessary to contain it. As the crisis unfolded, the effect on oil and gas demand has been predictable but difficult to gauge precisely and therefore difficult to manage.
Oil prices have crept up steadily as production has been curtailed through coordinated action (OPEC+) and because of economic reality (unconventional oil in North America). That trend has been subject to momentary spasms when bad news hit the market. It would be understandable if traders were nervous, and it seems that they are. Although nowhere near where it was at the peak of the crisis, option implied volatility is still at historically high levels. Gas markets, without the benefit of coordination on the supply side, continue to deal with the market implications of storage at or near capacity. Interfuel competition in power generation has always provided something of a floor, but those lows have been, and will continue to be, tested.
EY Price Point: global oil and gas market outlookEY
We enter 2021 on a note of cautious optimism for global health, the world economy, and the oil and gas markets. The first weeks of December brought approval in the US and the UK of the first of several COVID-19 vaccines. The speed with which vaccine development occurred is unprecedented, but certainly welcome. In the weeks following the early November announcement of 90+% effectiveness by the manufacturer of the first approved vaccine, the price of WTI crude oil increased by US$10/bbl to US$48/bbl, the highest level since early March. Sustainability hasn’t returned yet, and whatever time it takes to get the world to normal, it will take even longer for normalization within the oil and gas markets. Inventories remain at historically high levels and, optimistically, it will take until April before inventory returns to levels observed in the preceding five years. That’s an estimate, and there has obviously been some difficulty properly calibrating the expectations of how balance will return and how long it will take. In late November, OPEC met to adjust its output plans because of the anemic rebound in demand. In mid-December, the IEA lowered its demand forecast for 2021 due mostly to continued sluggishness in aviation fuel demand.
A mild winter has interrupted a recovery in North American natural gas prices after a run-up motivated by curtailed capital expenditures, upstream activity and production. After an initial meltdown, with cargo cancellations and dramatic price reversal, LNG markets have made a remarkable comeback, and the spread between Asia and Henry Hub has reached a level we haven’t seen in almost three years. It may be the case that interruption in FIDs has brought us to the cusp of a balance that can support reliable returns.
EY Price Point: global oil and gas market outlook, Q2 April 2021EY
The theme for this quarter is governed. Apparent market balance at prices that could be sustainable is the product of calculated choices by market leaders and the cooperation of those who follow them. Economics played their customary role as well, with capital scarcity in North America taking about 2 million barrels per day out of the market, about half of the remaining gap in demand. While inventories are close to their pre-COVID-19 levels, there is still uncertainty. The resolution of the pandemic is in sight, but timing is unclear. Vaccine distribution in the US is having an impact but Europe is struggling to contain a third wave of infections. The taps have opened on economic stimulus, but it remains to be seen if policymakers have done enough or if they have overshot the mark.
The shape of the crude oil forward curve has fundamentally changed since the end of the last quarter. In late December of last year, the Brent forward curve was gradually increasing while today, the curve is backwardated. This is a clear sign that the market sees a short-term dynamic that is disconnected from the medium-to-long-term fundamentals. The lasting impact of the COVID-19 pandemic remains to be seen. While many have opined that COVID-19 marks a turning point in energy transition, the IEA recently released a five-year forecast of oil demand that shows steady growth, albeit at rates that are below historical expectations.
Gas markets are a paradox. At the Henry Hub and at LNG destinations, demand grows, investment lags and prices will occasionally attract attention. Traders, so far though, are unconvinced and futures prices don’t indicate imminent scarcity at any link in the value chain.
EY Price Point: global oil and gas market outlookEY
The theme for this quarter is resilience. A 6% supply outage in September was unable to push Brent prices above US$70/bbl. Demand concerns, driven by slowing world economic growth and the need to decarbonize, quickly retook the stage despite output from Venezuela and Iran being hindered by political turmoil and international sanctions.
Technology enhancements are a significant contributor to the market’s sanguine attitude towards supply disruption. Operators are able to produce greater volumes, quicker, and at a lower cost. That trend can only continue.
LNG markets continue to mature as traders play an increasing role in directing cargoes and setting prices. The pipeline for LNG projects remains healthy as market participants aim to establish a position in a market that is seen as the best opportunity for growth in oil and gas.
OPEC oil output will likely remain elevated in 2016 as U.S. volumes decline modestly, even with large cuts in capital spending and rigs. Refined product demand may increase 1% in 2016, after growth of about 3% in 2015 as low oil prices continue to stimulate demand and outrun efficiencies.
The theme for this quarter is inorganic. Although prices climbed in the fourth quarter as the balance of supply and demand tilted in favour of demand, OPEC + restraint was fundamental.
The market is conscious of downside pressures that loom. OPEC + has announced production cuts through to the end of the first quarter. Beyond the first quarter, there is a risk that OPEC + grows weary of supporting the market and reverts to a strategy of growing production, protecting market share and placing pressure on the economics of unconventional producers. Production growth in Brazil and Norway has the potential to consume a significant portion of demand growth expected in 2020. Whether, or the extent to which, US shale output growth continues despite escalating financial strain across the E&P sector will be key in determining whether OPEC + cuts will be sufficient to balance the market in 2020.
In the longer-term, focus remains on the energy mix of the future and its impact on the demand for petroleum products. A number of significant uncertainties remain, including electric vehicle (EV) penetration. EY’s ‘Fueling the Future’ analyzes the outlook under four distinct scenarios. The analysis shows that an inflection point in EV penetration is required by 2022 if the terms of the Paris Accord are to be met.
EY Price Point: global oil and gas market outlookEY
As the last quarter of the second pandemic year draws to a close, we continue to see heightened contrast
between the medical and economic points of view. While COVID-19 cases are close to their all-time highs, so
are equity prices, and a leading investment bank declared (on 2 December, 2021 after the Omicron outbreak in South Africa) that it was “optimistic about the possibility of a vibrant 2022.” When news of the variant hit in
late November, the markets were rocked by the prospect of yet another round of local mobility restrictions and
an interrupted return to normal international travel patterns, on top of the Biden Administration’s announced
release of 50 million barrels of crude from the US Strategic Petroleum Reserve. So far though, with OPEC
standing by its planned gradual return to normal production, oil prices have stabilized, albeit below where they
were in mid-November. Henry Hub prices, always at the mercy of the weather, responded predictably to a
warmer-than-normal early winter in the US, falling from US$6.60/MMBtu in early October to below
US$4.00/MMBtu by mid-December. In Europe and Asia, following a short reprieve at the start of the quarter,
piped natural gas prices have spiked again on concerns triggered by Russian troop buildups on the Ukraine
border and uncertainties surrounding the Nordstream 2 pipeline. Looking forward, OPEC and the U.S. Energy
Information Administration (EIA) in their last forecasts of the year both projected that 2022 oil demand would
be above what we saw in 2019. Although time will tell if those forecasts are realized and other events could
intervene, the response to new virus outbreaks is well-practiced and the trade-off between public health and
economic reality has tipped toward a cautiously optimistic view.
Winning and losing stocks if covid returnsAlpesh Patel
Winning and Losing Stocks If Covid Returns:
The COVID-19 pandemic never entirely went away. However, many countries loosened travel bans and work from home orders across the globe and set off on a path toward recovery. The new Omicron variant threatens this return to normal, with experts suggesting it could plunge world economies back into chaos.
If COVID-19 returns, which stocks will win and which stocks will lose? Read this article to find out.
See the presentation
Learn more about my mission www.campaignforamillion.com
The price of crude plunged more than 50 percent in late 2014, an event whose ripple effects are still being felt in the global petroleum industry and on Wall Street. Before the crash, most forecasters had assumed that oil would stay above $100 per barrel for the indefinite future. In fact, a combination of technological disruption and political pressures left the price of the world's most important commodity vulnerable to sudden collapse. Are the current low prices just a blip, or have we entered a new weaker price regime for oil? And how might a better understanding of the deeply complex underpinnings of energy markets have helped experts make better predictions?
Gas bulls should pray cause da' bears may own the dayBloomberg LP
U.S. natural gas prices will likely average well below $3 per MMBtu this winter and pressure on Appalachian-basis price differentials will persist as well, hurting Marcellus and Utica shale operators.
EY Price Point: global oil and gas market outlook, Q319EY
The theme for this quarter is consistency: in the significant trends impacting prices, at least. The forces that impacted oil prices in the second quarter were the same as those that have impacted prices quarter after quarter for the past several years. Surging North American production counterbalanced by OPEC+ production cuts has kept prices in a fairly narrow range. The market has become remarkably resilient. For some time now, long-dated oil futures have traded at a price very close to the market’s view of the break-even price of unconventional oil in North America.
EY Price Point: global oil and gas market outlookEY
As we close the second quarter of 2020, in most of Europe and Asia, the first (and hopefully last) wave of the COVID-19 crisis appears to be abating. In the parts of the US where the virus hit early, the profile has largely matched Europe’s, while in other parts, the urge to reopen businesses has trumped the desire to contain the virus and uncertainty looms. In the developing world, the crisis has just begun, but without the economic headroom and resources necessary to contain it. As the crisis unfolded, the effect on oil and gas demand has been predictable but difficult to gauge precisely and therefore difficult to manage.
Oil prices have crept up steadily as production has been curtailed through coordinated action (OPEC+) and because of economic reality (unconventional oil in North America). That trend has been subject to momentary spasms when bad news hit the market. It would be understandable if traders were nervous, and it seems that they are. Although nowhere near where it was at the peak of the crisis, option implied volatility is still at historically high levels. Gas markets, without the benefit of coordination on the supply side, continue to deal with the market implications of storage at or near capacity. Interfuel competition in power generation has always provided something of a floor, but those lows have been, and will continue to be, tested.
EY Price Point: global oil and gas market outlookEY
We enter 2021 on a note of cautious optimism for global health, the world economy, and the oil and gas markets. The first weeks of December brought approval in the US and the UK of the first of several COVID-19 vaccines. The speed with which vaccine development occurred is unprecedented, but certainly welcome. In the weeks following the early November announcement of 90+% effectiveness by the manufacturer of the first approved vaccine, the price of WTI crude oil increased by US$10/bbl to US$48/bbl, the highest level since early March. Sustainability hasn’t returned yet, and whatever time it takes to get the world to normal, it will take even longer for normalization within the oil and gas markets. Inventories remain at historically high levels and, optimistically, it will take until April before inventory returns to levels observed in the preceding five years. That’s an estimate, and there has obviously been some difficulty properly calibrating the expectations of how balance will return and how long it will take. In late November, OPEC met to adjust its output plans because of the anemic rebound in demand. In mid-December, the IEA lowered its demand forecast for 2021 due mostly to continued sluggishness in aviation fuel demand.
A mild winter has interrupted a recovery in North American natural gas prices after a run-up motivated by curtailed capital expenditures, upstream activity and production. After an initial meltdown, with cargo cancellations and dramatic price reversal, LNG markets have made a remarkable comeback, and the spread between Asia and Henry Hub has reached a level we haven’t seen in almost three years. It may be the case that interruption in FIDs has brought us to the cusp of a balance that can support reliable returns.
EY Price Point: global oil and gas market outlook, Q2 April 2021EY
The theme for this quarter is governed. Apparent market balance at prices that could be sustainable is the product of calculated choices by market leaders and the cooperation of those who follow them. Economics played their customary role as well, with capital scarcity in North America taking about 2 million barrels per day out of the market, about half of the remaining gap in demand. While inventories are close to their pre-COVID-19 levels, there is still uncertainty. The resolution of the pandemic is in sight, but timing is unclear. Vaccine distribution in the US is having an impact but Europe is struggling to contain a third wave of infections. The taps have opened on economic stimulus, but it remains to be seen if policymakers have done enough or if they have overshot the mark.
The shape of the crude oil forward curve has fundamentally changed since the end of the last quarter. In late December of last year, the Brent forward curve was gradually increasing while today, the curve is backwardated. This is a clear sign that the market sees a short-term dynamic that is disconnected from the medium-to-long-term fundamentals. The lasting impact of the COVID-19 pandemic remains to be seen. While many have opined that COVID-19 marks a turning point in energy transition, the IEA recently released a five-year forecast of oil demand that shows steady growth, albeit at rates that are below historical expectations.
Gas markets are a paradox. At the Henry Hub and at LNG destinations, demand grows, investment lags and prices will occasionally attract attention. Traders, so far though, are unconvinced and futures prices don’t indicate imminent scarcity at any link in the value chain.
EY Price Point: global oil and gas market outlookEY
The theme for this quarter is resilience. A 6% supply outage in September was unable to push Brent prices above US$70/bbl. Demand concerns, driven by slowing world economic growth and the need to decarbonize, quickly retook the stage despite output from Venezuela and Iran being hindered by political turmoil and international sanctions.
Technology enhancements are a significant contributor to the market’s sanguine attitude towards supply disruption. Operators are able to produce greater volumes, quicker, and at a lower cost. That trend can only continue.
LNG markets continue to mature as traders play an increasing role in directing cargoes and setting prices. The pipeline for LNG projects remains healthy as market participants aim to establish a position in a market that is seen as the best opportunity for growth in oil and gas.
OPEC oil output will likely remain elevated in 2016 as U.S. volumes decline modestly, even with large cuts in capital spending and rigs. Refined product demand may increase 1% in 2016, after growth of about 3% in 2015 as low oil prices continue to stimulate demand and outrun efficiencies.
The theme for this quarter is inorganic. Although prices climbed in the fourth quarter as the balance of supply and demand tilted in favour of demand, OPEC + restraint was fundamental.
The market is conscious of downside pressures that loom. OPEC + has announced production cuts through to the end of the first quarter. Beyond the first quarter, there is a risk that OPEC + grows weary of supporting the market and reverts to a strategy of growing production, protecting market share and placing pressure on the economics of unconventional producers. Production growth in Brazil and Norway has the potential to consume a significant portion of demand growth expected in 2020. Whether, or the extent to which, US shale output growth continues despite escalating financial strain across the E&P sector will be key in determining whether OPEC + cuts will be sufficient to balance the market in 2020.
In the longer-term, focus remains on the energy mix of the future and its impact on the demand for petroleum products. A number of significant uncertainties remain, including electric vehicle (EV) penetration. EY’s ‘Fueling the Future’ analyzes the outlook under four distinct scenarios. The analysis shows that an inflection point in EV penetration is required by 2022 if the terms of the Paris Accord are to be met.
EY Price Point: global oil and gas market outlookEY
As the last quarter of the second pandemic year draws to a close, we continue to see heightened contrast
between the medical and economic points of view. While COVID-19 cases are close to their all-time highs, so
are equity prices, and a leading investment bank declared (on 2 December, 2021 after the Omicron outbreak in South Africa) that it was “optimistic about the possibility of a vibrant 2022.” When news of the variant hit in
late November, the markets were rocked by the prospect of yet another round of local mobility restrictions and
an interrupted return to normal international travel patterns, on top of the Biden Administration’s announced
release of 50 million barrels of crude from the US Strategic Petroleum Reserve. So far though, with OPEC
standing by its planned gradual return to normal production, oil prices have stabilized, albeit below where they
were in mid-November. Henry Hub prices, always at the mercy of the weather, responded predictably to a
warmer-than-normal early winter in the US, falling from US$6.60/MMBtu in early October to below
US$4.00/MMBtu by mid-December. In Europe and Asia, following a short reprieve at the start of the quarter,
piped natural gas prices have spiked again on concerns triggered by Russian troop buildups on the Ukraine
border and uncertainties surrounding the Nordstream 2 pipeline. Looking forward, OPEC and the U.S. Energy
Information Administration (EIA) in their last forecasts of the year both projected that 2022 oil demand would
be above what we saw in 2019. Although time will tell if those forecasts are realized and other events could
intervene, the response to new virus outbreaks is well-practiced and the trade-off between public health and
economic reality has tipped toward a cautiously optimistic view.
Winning and losing stocks if covid returnsAlpesh Patel
Winning and Losing Stocks If Covid Returns:
The COVID-19 pandemic never entirely went away. However, many countries loosened travel bans and work from home orders across the globe and set off on a path toward recovery. The new Omicron variant threatens this return to normal, with experts suggesting it could plunge world economies back into chaos.
If COVID-19 returns, which stocks will win and which stocks will lose? Read this article to find out.
See the presentation
Learn more about my mission www.campaignforamillion.com
The price of crude plunged more than 50 percent in late 2014, an event whose ripple effects are still being felt in the global petroleum industry and on Wall Street. Before the crash, most forecasters had assumed that oil would stay above $100 per barrel for the indefinite future. In fact, a combination of technological disruption and political pressures left the price of the world's most important commodity vulnerable to sudden collapse. Are the current low prices just a blip, or have we entered a new weaker price regime for oil? And how might a better understanding of the deeply complex underpinnings of energy markets have helped experts make better predictions?
The business cycle, the global financial crisis and the future of oil markets are currently the three most popular topics of discussion. Since the start of the recession, the international media has been quick to bring many new theories and revelations, brilliant in their simplicity, to light. Hope is the mother of invention, and amidst the crisis they cannot be disproved. However, in two or three years time, 99% of this verbal chaff will have been blown away and only serious analytical work will remain.
Authored by: Leonid Grigoriev
Published in 2010
Petroleum Executive of the Year Keynote, by H.E. Khalid Al-FalihEnergy Intelligence
37th Oil & Money Conference
www.oilandmoney.com
For more information news@oilandmoney.net
Keynote by H.E. Khalid Al-Falih, Minister for Energy, Industry and Mineral Resources, Kingdom of Saudi Arabia and Chairman of the Board of Directors - Saudi Aramco
A history of the solar century so far: a tale of disruption, denial, and exis...Jeremy Leggett
An account of the oil industry's response to climate risk and the emergence of low-cost solar since that late 1990s as seen by a bit-part player in the drama. As presented in the closing keynote at the UBS Renewables and Energy Transition Virtual Conference, 17th September.
Mercer Capital's Value Focus: Energy Industry | Q1 2020 | Region Focus: Eagle...Mercer Capital
Mercer Capital's Energy Industry newsletter provides perspective on valuation issues. Each newsletter also typically includes macroeconomic trends, industry trends, and guideline public company metrics.
EY Price Point: global oil and gas market outlook, Q2 | April 2022EY
The theme for this quarter is rearrangement. The loss, or potential loss, of Russian oil and gas supplies is forcing producers, refiners and traders to rethink the flow of crude oil and refined products from the wellhead to the gas pump in light of sanctions, potential sanctions and the risk of reputational damage. Countries, companies and consumers will all be searching for ways to adapt, and the outcome of the race to bring alternatives to market could alter the global energy landscape for years to come.
It is likely crude oil and LNG prices will remain elevated for some time. The process of diverting Russian oil through countries unwilling to sanction it will take time and there is little indication OPEC members are willing (or able) to increase production to make up for the loss of Russian crude. Spare capacity sat at 3.7 mbpd at the end of 2021, just above where it was in January 2020. Currently, sanctioned Venezuelan and Iranian production (about 3 mbpd below their peak) could fill the gap, but political and commercial obstacles remain. At today’s prices, US shale production is attractive, but the fastest the industry has been able to grow is between 1mbpd and 2mbpd per year. The LNG infrastructure was already stretched before the war in Ukraine and there is little prosect of finding new supplies soon.
As the largest buyer of Russian energy, Europe will be the epicenter. There is a deeply embedded bias there in favor for renewable energy, and the current crisis is certain to result in an all-out effort to accelerate the build-out of wind and solar power. The capacity to add new green energy is limited though by the project pipeline and supply chains for solar panels and wind turbines, and it is likely that much of the shortfall will be made up with the new LNG infrastructure.
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.
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
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
1. Petrolium surviving the post Covid-
19 era by Arthur D Lite
Traditional oil & gas companies can only succeed in the decarbonizing energy
ecosystem of the future through substantial portfolio realignment
The pandemic has created a perfect storm for the global petroleum industry, combining
oversupply with a dramatic fall in demand – all at a time when ongoing requirements to
decarbonize economies are gathering pace. We look at potential scenarios for the future,
analyzing the impact on different market players over both the short and long term.
A perfect storm for the petroleum industry
The global lockdown triggered by the COVID-19 pandemic has pushed a
transforming industry into a state of major crisis. Progressive weakening of global
oil demand during early 2020 was exacerbated by growing structural oversupply
caused by a struggle for market share between Russia and OPEC. These two
factors together sent oil prices to a 20-year low. Although OPEC, Russia and other
producers later agreed on some production cuts, these price-support efforts have
had a relatively modest impact at the time of writing.
This article visualizes different future scenarios for the industry, given the effect of
COVID-19 on demand and the likely persistence of structural oversupply. We
analyze each scenario and its expected impact on each type of industry player,
given expected medium-term oil prices. Looking into the future, we outline how the
crisis will impact the current carbon transition and provide insights on the strategies
oil & gas executives will require to survive and win in the future industry
ecosystem.
The COVID-19 crisis will transform the structure of the industry
With the oil & gas industry currently locked into a cycle of oversupply, low prices
and volatility, the economic downturn created by the COVID-19 crisis is likely to
deal a major blow to many companies. Investors have found the sector
increasingly unattractive over the past 10 years. Any further, prolonged period of
low oil prices is likely to see them divert their capital elsewhere as the traditional oil
& gas business model becomes even riskier and less commercially attractive.
Although the global economy will eventually recover, it is unlikely that it will return
soon (if at all) to its pre-COVID-19 “business as usual” state. Instead, the oil & gas
2. industry is likely to be faced with prolonged substantially reduced demand, thanks
to lower economic activity and growing pressures to use greener energy sources.
Similarly, the industry must also grapple with oversupply issues, whether due to
burgeoning oil volumes from US shale, or the struggle for market share between
OPEC and Russia. Figure 1 outlines four potential scenarios based on these
factors.
A “Back to Normal” scenario depends on an early, “V-shaped” bounce-back of the
global economy, combined with failure to progress the climate-change/renewables
agenda. At the same time, it requires major oil producers to agree production cuts
that are sufficiently rapid and deep that current oversupply is reduced. Achieving
these conditions seems unlikely.
The “Stagnation” scenario, in which the global economic rebound and oil-demand
impact is “L-shaped”, seems much more probable. In this case weak demand
recovery is held back by continued adoption of renewables and low-carbon energy
forms. Nevertheless, in this scenario producers are gradually able to reduce
oversupply to support modest prices that ensure the viability of many new projects.
The worst potential scenario is undoubtedly “Severe Injury”. In this case, a slow, “L-
shaped” economic recovery, perhaps blended with accelerating demand
destruction driven by the renewables transition, combines with persistent
oversupply, due to major producers’ repeated failures to agree to sufficiently deep
production cuts. On the positive side, any lasting demand drop would provide
OPEC and other major producers with strong political and financial motivation to
3. adjust supply to an adequate price level. This makes this scenario less likely than
Stagnation.
Accordingly, the level of injury inflicted on both individual players and the wider
industry will largely depend on whether OPEC (and/or Russia) can commit to
supporting prices in this way, perhaps at the expense of market share.
Given these factors, another likely outcome is the “New Normal” scenario. In this
case, if the economy bounces back after a few months (with a “U-shaped”
recovery), coupled with relatively slow demand erosion due to tightening of climate-
change policies, oil prices should strengthen. This will be the case even if OPEC
and other producers fail to curb supply as much as in the past.
Impact will vary across industry segments
A closer examination of sub-sectors within the industry reveals the degree to which
each will be affected:
International oil companies (IOCs) will find it increasingly difficult to grow
organically, with certain high-cost and stranded assets being written off.
However, there will be more M&A opportunities as smaller players struggle to
compete.
National oil companies (NOCs) with large, low-cost reserve positions will push
to accelerate production, but those with higher cost structures will struggle.
Due to reduced oil & gas revenue, lower national budgets will intensify debate
about prioritization between oil reinvestment and social needs. Some
governments may use the crisis to spur support for energy transition
programs.
Refiners will face low margins and returns for many years due to structural
overcapacity, heterogenous demand evolution and stricter product-quality
standards. Accordingly, some small-scale plants will not even be able to
recover their operating and maintenance cash costs.
Oilfield services players face very low asset utilization because of project
cancellations or deferrals and production shutdowns. Severe capacity
cutbacks and massive employee layoffs are likely to continue in this segment.