Shabir Ahmed, Industry Advisor: Energy & Resources at 51风流Africa, Author at 51风流Africa News Center News & Information About SAP Wed, 25 Sep 2024 06:59:21 +0000 en-ZA hourly 1 https://wordpress.org/?v=6.9.4 Artificial Intelligence: Unearthing Greater Efficiency in the African Mining Sector /africa/2024/09/artificial-intelligence-unearthing-greater-efficiency-in-the-african-mining-sector/ Wed, 25 Sep 2024 06:59:21 +0000 /africa/?p=147824 The global mining industry is in flux as unprecedented demand for resources clashes with ongoing global economic volatility and geopolitical tensions, creating immense challenges and...

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The global mining industry is in flux as unprecedented demand for resources clashes with ongoing global economic volatility and geopolitical tensions, creating immense challenges and opportunities.

From record-high gold prices to the stunning growth in renewables driving demand for minerals and the global transition to NetZero, the mining industry is in an era of intense reinvention and disruption.

Africa鈥檚 mining sector isn鈥檛 spared this volatility. The continent has more than half of the world鈥檚 reserves of platinum group metals and diamonds and nearly half of manganese and cobalt reserves, both critical elements in the batteries powering the global transition to cleaner energy.

Searching for greater productivity

In the current business environment, mining companies are under intense pressure to increase efficiencies, reduce costs and boost productivity.

Autonomous technologies have ushered in a broad range of economic benefits for the mining industry over the past decade. By leveraging automation to perform more hazardous tasks, mining companies have minimised worker exposure to dangerous conditions and bolstered overall safety standards within their operations.

The emergence of digital technologies such as machine learning and artificial intelligence (AI) has introduced new gains in efficiency and productivity. One market estimate predicts that investment into AI by the mining sector will reach $7.264 billion by 2033, driven by a compound annual growth rate of 22.7%.

The ethics of AI in mining

While it鈥檚 undeniable that AI holds immense promise for the mining industry, the introduction of any new technology is typically accompanied by several ethical dilemmas.

In the mining context, fears around AI range from the displacement of human labour by automation to the increased surveillance compromising data privacy and encroachments on autonomous decision-making.

One of the biggest fears of AI鈥檚 impact in the mining sector relates to the potential of the technology to displace workers by automating their job roles and essentially making them redundant.

In the African context, job fears will remain, specifically considering the important historical role the sector plays in employment creation, especially in markets such as South Africa.

There are also concerns over explainability, that is, how AI decisions can be explained in a way that makes sense to human workers. For example, if AI is used in surveillance at mining sites to improve safety and security, questions may arise over how the algorithm determines which actions can be considered to be safety or security incidents.

While AI has the potential to improve efficiency and safety in mining, its deployment introduces new risks that must be carefully managed. Mining companies, technology developers, and regulatory authorities must collaborate to establish robust safety protocols, provide comprehensive training, and establish clear lines of accountability to mitigate the risks associated with AI use in mining operations.

Practical use cases

Despite the concerns, AI will unquestionably play a leading role in the mining sector鈥檚 success in the coming years. AI lends itself to a myriad of applications across the mining value chain, including:

1 Exploration

AI-driven prospecting mapping models are emerging that analyse geological, geochemical and geophysical data sets to pinpoint promising areas for mineral exploration. By amalgamating diverse data sources, these AI models can enhance the successful discovery of promising resource deposits.

2 Geotechnical monitoring

Geotechnical monitoring and analysis are crucial to ensure ground and infrastructure stability at mining operations. Here, AI can be integrated with sensor networks to detect early signs of instability or failure, while predictive models can forecast ground behaviour and assess potential hazards. AI can also be applied to create detailed simulations of rock masses that can help guide the design of tunnels, underground layouts, and slope stability.

3 Mine planning and optimisation

AI technologies enable dynamic, datadriven decision-making to optimise mine plans and production schedules. Mining operations can leverage AI to predict performance under various conditions, helping decision-makers identify optimal productivity strategies while minimising costs. Predictive maintenance systems can also optimise the performance of mining equipment, reducing downtime and improving overall operational efficiency.

4 Supply chain management

AI鈥檚 benefits extend beyond mining sites to improve supply chain management. Predictive inventory management leverages AI for a variety of tasks, including reducing inventory planning time, minimising costs, optimising repair schedules, and determining the optimal times for reorders. By using techniques such as time-series analysis and probabilistic modelling, mines can gain real-time visibility over their supply chain. This can help mining operations optimise their logistics operations, including transportation routes and distribution networks.

AI is a transformative force in the mining industry, introducing a broad range of innovative applications to solving complex challenges across various facets of modern mining operations. By embracing AI-driven innovation and collaboration, mining companies can pave the way for a more efficient, sustainable and responsible mining future.

 

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Practical Approach, Clear Business Case Needed for Sustainability Success /africa/2023/02/practical-approach-clear-business-case-needed-for-sustainability-success/ Tue, 28 Feb 2023 06:40:39 +0000 /africa/?p=144295 A growing wealth of evidence shows that sustainability has become a mainstream business and societal issue. Leading companies are embracing sustainability not only to reduce...

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A growing wealth of evidence shows that sustainability has become a mainstream business and societal issue. Leading companies are embracing sustainability not only to reduce harmful practices but also to accelerate business transformation while protecting and creating value.

Bloomberg reports that , accounting for a third of total assets under management globally. This is nearly double the $22.8-trillion in ESG assets under management in 2016.

Effective sustainability-led business transformation creates long-term value for organisations as well as the communities and environment in which they operate. And when sustainability is embraced, it drives innovation across the business, leading to benefits for employees, customers, communities and investors.

However, there isn’t really a template for sustainability that can be repeated across businesses and industries. Each business needs to find tailored approaches to sustainability that take into account its industry, customers, business model and geographical market.

And nowhere is this more apparent than in the energy sector.

Energy market shows complexity of sustainability

The latest data from the International Energy Agency shows the .

Amid growing demand for reliable energy from a global population that has swelled past the eight billion mark and severe energy constraints resulting from the conflict in Ukraine, many countries have had to rethink their energy mix.

At or near the top of priority lists is the transition to cleaner, more sustainable and less environmentally-damaging forms of power generation, mostly from renewable energy sources such as wind and solar.

Calls for a ‘just transition’ have grown over the past few years as devastating storms, widespread flooding and extreme temperatures bring home the distinct dangers of a warming climate.

The World Economic Forum reports that global energy investment reached $2.4-trillion in 2022, of which . However, most of that investment stemmed from more developed Western economies.

In emerging markets, investments into clean energy are more complex, partly due to the availability of natural resources, where fossil fuels such as coal are easy to mine and readily available.

To achieve sustainability goals in emerging markets while still driving growth and economic progress, organisations need to develop smart, tailored strategies. But it can be challenging to understand where to start.

Sustainability requires tailored strategies in emerging markets

Developed countries have already leveraged carbon-intensive forms of energy to build their industries and boost their economic growth.

A transition to cleaner energy is arguably much easier in developed economies than their emerging market peers, where many of the developmental gains enjoyed by Western economies are still to be realised.

Much of Africa is still in a process of industrialisation and urbanisation, a transition that developed economies have long since completed. To build industries, support economic development and accommodate a rapidly growing population, African countries need access to affordable, readily available forms of energy.

This means that fossil fuels will likely remain a core part of the energy mix across much of Africa, especially in industries such as manufacturing and mining, where wind and solar power simply can’t provide the baseload energy needed for production.

Take mining as an example. The mining industry has traditionally been among the leading consumers of energy. As energy capacity becomes increasingly constrained, especially in countries like South Africa, mining operations have had to reduce their reliance on the national grid and build their own stable power supply.

This has led to huge investment into solar energy as a means of keeping the lights on. The power generated through solar helps power mining fleets and support the running of the entire operation. Some mining companies have even invested in hydrogen-powered vehicles as a means of reducing reliance on the grid.

However, solar power cannot provide the power needed for energy intensive processes such as smelting. For these processes, mines and manufacturers still need to rely on less sustainable forms of power.

Plotting a viable course for sustainability

Understanding the need to balance sustainability with business viability, how can African organisations start their journey toward sustainability in a way that still drives successful business outcomes?

Firstly, sustainability does not mean sacrificing profits. In fact, companies that successfully integrate sustainability into their strategies can potentially unlock a broad range of benefits, including increased revenue, reduced material expenses, reduced utility and fuel expenses, greater employee productivity and talent retention, and reduced hiring expenses.

Secondly, companies that can effectively manage their ESG (Environmental, Societal and Governance) risks can see a boost to their reputation, improved management of tax costs, and greater scope for investment to unlock long-term value. Incorporating sustainability into the core business strategy therefore holds the potential to deliver immense benefits, and should be a top priority for business leaders.

Third, when developing a business case for sustainability, organisations need to take a three- to five-year approach, which provides enough time to allow for new initiatives to gain the traction needed to yield results. The business case should be developed in alignment with core elements of the company income statement to ensure each sustainability benefit is directly tied to a measurable business outcome.

Funding for sustainability initiatives should come from existing line items in operational budgets, similar to how aspects such as marketing, education, and communication are budgeted for. Savings achieved through reduced material and utility expenses or reduced hiring expenses can be allocated to fund further sustainability efforts, unlocking additional cost savings.

Finally, organisations should understand that remaining trapped in the inertia created by unsustainable business models will make it difficult to succeed as they lose loyalty, talent, customers and market share to their more sustainable peers. By proactively making sustainability a core part of their business strategy, African organisations can discover new sources of competitive advantage for all stakeholders.

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