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TOGAFģ 9 Part 2 Exam
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Exam Name: TOGAFģ 9 Part 2 Exam
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OG0-092 - English
OG0-095 - Brazilian Portuguese
OG0-097 - Simplified Chinese
OG0-F92 - French
OG0-S92 - Latin American Spanish
Qualification upon passing: TOGAF 9 Certified
Delivered at: Authorized Examination Provider Test Centers
Prerequisites: TOGAF 9 Foundation or a pass of the TOGAF 9 Part 1 exam on the same day at the same test center
Supervised: Yes
Open Book: Yes, an electronic copy of the TOGAF 9 Standard is built into the exam. No hardcopy books may be used at test centers. (*)
Exam type: Scenario Based, Complex Multiple Choice
Number of questions: 8
Pass score: 60% (24 out of 40 points)
Time limit: 90 minutes (**)
Retake policy: If you fail the test you must wait one month before another attempt
Examination Fee: See Fees

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Mining and IT-OT convergence | OG0-092 Questions and Answers and Cheatsheet

  • by Bas Mutsaers
  • cowl Story
  • summary

    quick ahead

  • The mining trade can advantage from a stronger adoption of ISA necessities to help accelerate the productiveness event.
  • The want for first rate reporting and intelligence is more desirable than ever to guide an efficient operation for max construction and effectivity at variable throughput stages.
  • Adopting ISA-ninety five models, business structure teams will have a fantastic starting point for a connected organization-¬†and are likely to have satisfactory manage over their universal manner.
  • Mining and IT-OT convergenceRelevance of the a considerable number of ISA requirements to productivity, analytics, protection, and digital expertise adoption in mining

    through Bas Mutsaers

    It looks like a long time ago that they started speaking about tips technology (IT) - operational technology (OT) convergence, instant applied sciences, and a mature strategy to industrial safety. For those within the mining business, despite the fact, they might nonetheless advantage from a stronger adoption of ISA standards to assist accelerate the productivity event.

    Is it the appropriate time to adopt new approaches?

    ISA has these days shaped a Mining and Metals Division. It will be pleasing to peer what this will imply for the verbal exchange, requirements, and viewpoints which are generated around mining. In fresh months, some elements of the industry have begun to turn the nook. Many useful resource shares are up, and most commodity costs are up strongly as a result of persevered demand. here is evidenced in metallurgical coal share costs. it's also significant that iron ore and valuable metals expenditures have recovered from their accurate lows.

    throughout the downturn, capital reduction and the low availability of extra cash has pressured the productiveness agenda at a stage now not considered before in mining. there has been a huge center of attention on the productiveness of latest assets. because of this, the can charge per ton for many of the extent out there has been strongly decreased.

    figure 1. quantity increases by means of the majors have pushed out of the market.(wmt CFR = wet metric ton charge and freight)


    Commodity costs have now again to their lengthy-term style because better agencies have concentrated on increasing the quantity of their present property. this is depicted by using the yellow areas in figure 1. This comes on the charge of the smaller, less profitable belongings which are naturally pushed to the appropriate. because of this, given their place on the curve, these assets aren't appealing in a saturated market, even on the right cost factor. The corporations in the upper side of the can charge curve (in crimson) customarily should not have the equal leverage to undertake a productivity agenda. they are usually smaller (or older) property that are not as bendy or as efficient as gigantic tier 1 ore their bodies. These companies often have less entry to energy, water, or transport, or are of a higher complexity (ore body or processing wants). several of these property may additionally also be nearing the conclusion of their existence, and it effectively doesn't make feel to sink to any extent further funds into them devoid of an expanded market demand or a reduce charge base.

    Capital discount

    we've viewed a lot of examples of entities that are now priced out of the market and in transient "care and upkeep" or up for sale. device inventories are extremely low as a result of enormous capital discount classes pressured through the contemporary commodity prices. Many sites are operating both their mobile fleet and their comminution plant with older equipment and have renewal charges below their depreciation cost. That can't final, and investment will should return when demand increases.

    transient underinvesting in protection-connected drivers like defense and downtime needs to be much extra intently monitored and managed to stay away from surprises. These factors are ever greater critical to lean and efficient creation and the license to operate. also, self sufficient operation and maintenance-even from in the pit-is on the street map or already in execution with most predominant businesses, a style that cannot be stopped. traders have turning out to be expectations for a excessive stage of automation to maintain people far from the most dangerous tasks, which helps cut back the risks of belongings in their portfolio.

    The need for respectable reporting and intelligence is enhanced than ever to assist an efficient operation, now not simplest centered for "maximum creation," however additionally for "maximum effectivity at variable throughput ranges." This puts corporations in position to serve extra annoying valued clientele on the appropriate fee factor and pleasant devoid of gifting away product.

    it is these excessive-performing operators which are adjusting their company fashions to be linked to up- and downstream creation. it's a reason that ISA already has notable supporters from the mining group. This neighborhood can see the advantages of leveraging the a variety of necessities purchasable via ISA. Take, for instance, the integrated coal vigour plant life that autonomously devour coal based on the "operations time table," and for this reason their website energy nominations (figure 2). For gold groups, it is all about monitoring the gold creation at each and every stage of the system.

    anything the commodity, the predictability goes up through linking the construction schedule to key enter variables of the mine in addition to to the favored output variables that inform the commodity buying and selling and possibility administration characteristic. With buyers increasingly worrying to understand how issues are produced, the relevance of the ISA specifications is ever growing to be to support meet the promise of the cyber web of issues (IoT)\, sensible grids, or the expanding calls for for value chain flexibility. fixing such constraints via ISA-95 regular adoption is likely to accelerate your effects.


    figure 2. ISA-95 operations agenda per B2MML 6.0

      adopt ISA95 modeling

    How should still agencies go about it? Having an skilled team can assist beat nameplate levels. Mature groups which have considered more "sudden" cases and eventualities are most reliable at returning their flowers to a preferred state. As mining naturally has a lot of variability throughout many materials of the value chain\, the adoption of application, know-how, business intelligence (BI), and analytics is essential for the success of many mining companies. For these corporations to be in place to control their complete method, their IT/OT teams want a language to talk their a number of records and guidance needs. here's where the ISA-95 general has made lots of change.

    historically, IT has owned the business planning capabilities (the enterprise aid planning [ERP]/office area) at degree 4 per the typical (determine three). The operational expertise group has historically owned at least degrees 0 through 2 and sometimes degree three, reckoning on it's degree of hobby in helping the production manner. The adoption of the typical has helped create interfacing and has led to sound but natural reporting solutions.


    determine 3. The ISA-ninety five regular addresses horizontal and vertical integration of actions within the value chain throughout the adoption of a stage for each endeavor.


    Some companies have now began automating the statistics management facet of these studies by using robotic manner automation (RPA), which helps conclude weekly, monthly, or each year reporting within a subset of the time when automating 60-eighty % of the manual work.

    The level 2 utility solutions within the commonplace tackle process and gadget manage performance, but minimal product manage performance. degree three solutions frequently handle the extra advanced actions and strategies like scheduling, however solutions in this space have traditionally no longer been as obtainable and professional when in comparison to process control equipment/supervisory handle and information acquisition options at stage 2. degree four company planning and logistics software options traditionally include some reporting functionality, however need relevant integration with L0-3 per the regular for these reports to be accurate and timely.

    Over time, clients at every level create a considerable number of reports for every role, undertaking, or unit operation. also, there is likely a edition for every time horizon (hour, day, week, and month). When adopting the ISA-95 common, your commercial enterprise structure teams have a superb beginning point for attaining a related corporation and are prone to have sufficient manage over their usual process.

    ISA-ninety five via enterprise to advertising and marketing Manufacturing Language (B2MML) addresses the optimum (minimal) interactions between average operations and enterprise tactics, which it calls "activities." The different main advantage of the ISA-ninety five regular is that the mixing of the preferred "production request" and skill of the pit, plant, rail, or loading arm "segments" will also be steered and adjusted in time. In ISA-95 here is described as "the construction schedule," the place the "work time table" shows the supply and growth on the production ground.

    The intent of the usual is that it hyperlinks product and equipment availability in addition to product constraints and nice constraints (like hardness and grade) simultaneously via applying one or diverse native or world models, counting on the level of implementation and maturity. high-performing operators agenda and predict product parameters from drilling, hauling, and sampling in the pit as accurately as possible, so that the product hitting the comminution plant is already smartly understood. This helps the shift operators and metallurgists of the plant maximize the asset.

    by having the top-quality facts possible "at hand" at each and every stage of the system, the (maximum) productiveness of the asset is ultimately executed.

    further, to retain the plant up and running, people and asset availability may also be considered, along with monitoring or even requiring the competencies or capacities to function specific activities. for example, drilling most effective continues when an entire crew is underground to perform the activity safely. If a person in that example leaves a certain area underground, the time table is recommended via the dispatching feature (e.g., VIMS), and resulting actions keep away from blasting or drilling functions from being performed.

    in the case of far flung and even absolutely autonomous operations, there needs to be lots of information obtainable to make sure all activities are below manage. it's the motive that analytics is at the moment excessive on the agenda of many operators.


    The mannequin and situations outline the typical favored mining cost chain relationships, as neatly as the quite a lot of domains by way of a layered and modular mannequin. For IT commercial enterprise architects, it's how the Open neighborhood structure Framework (TOGAF) from the Open neighborhood describes architecture building (ADM), useful business structure, programs architecture, and know-how structure.

    both TOGAF and the ISA-99 ordinary aim to create separate domains for selected functions or "activities," because the ISA-95 typical calls them. From a safety viewpoint, the change between both is that the ISA-99 standard is notably created across the OT domain, as a result of industrial automation has specific security necessities and challenges. in response to this, many ordinary operators would say that standards like these have been enough to design, build, run, and maintain an exceptional mining business. however not anymore!

    further and further records is now accessible. through superior analytics, clients can pinpoint where to seek further productiveness positive factors throughout the cost chain. Analytics solutions enable them to consider many further variables that historically couldn't have been considered or afforded in the control, manufacturing execution system, or even ERP domains. The power and flexible structure of this technology also allows for beginning small or scaling up with the aid of combining records from many domains and even throughout assorted sites. Third parties, like common machine manufacturers, benchmark their machine advice at a big degree of constancy, and, in any other areas, reside buying and selling tips is at hand to be used. during the past, the shortcoming of within your means computing energy without problems did not allow cost chain modeling at this granularity. The aggregate of big facts with artificial intelligence (AI) opens an entire new range of probabilities. As this expertise is maturing, there'll still be enormous investment during this space, which can be required to gain the next level of productivity and safeguard throughout the cost chain-holistically.

    The industry nowadays continues to be modeling product and method variables in the community for what one would name unit or pass-unit optimization, comparable to ball mill optimization, grinding, or flotation.

    occasionally these features are performed in multivariable controllers in the technique manage layer. In different times, the fashions take a seat in Layer three or four per the ISA-ninety five commonplace for different functional or ancient causes. in the past couple of years, there has been an accelerated investment and uptake of this variety of model after corporations execute an initial analytics proof of idea (PoC), which is regularly aimed toward proving its competencies to ordinary leadership. still, it's value asking the question given the analytics hype: what number of groups crossed the chasm and have performed world rollouts of fashions in each and every of their core functions?

    From this viewpoint, mining is in the "early adopters" phase, where power, banking, telecommunications, and retail industries may be a step forward, since the majority have adopted analytics. For mining processing, the energy business (upstream and refining) is likely to be where advanced and mature models already exist and the place the simple unit operation features are greater repeatable and predictable. directly applying these fashions in the mining business is not all the time possible, as a result of in mining variability seems across the cost chain in different areas. here's often overlooked when automation or software carriers want to bring in options from different industries. The attributes and variabilities of distinct commodities additionally influence in the deserve to tackle a quite distinct method flowsheet, for this reason posing the largest challenge for brand new tier 1 mining businesses that historically have aimed for a various portfolio to in the reduction of financial exposure and risk.

    the way to delivery getting the appropriate statistics?

    concentrated on the core actions that all the belongings have in common is a very good starting element when attempting to find additional productiveness-and is part of the intent behind the ISA-95 normal. yet another advantage of the common is that the definitions aid with conversation by way of a standard language. complex, mining-particular naming conventions don't permit engineers to collaborate with analysts or collaborate with programmers or mining, machine, and know-how specialists (METS). These experts are all standard in operating ultra-modern mines, but traditionally don't all have a powerful IT historical past.

    Already the ISA integration definitions for the main integration features between core actions is well defined by way of B2MML interfaces that typically use XML. These interfaces help accelerate how mining systems should still be communicating, both vertically and horizontally throughout the IT/OT answer structure.

    apart from the benefits of the usual, there are major expertise advances in analytics and method manage, the place OPC-UA is now applied successfully for secure records communique across domains. past protocols had integration and security challenges, as a result of they have been not natively designed to remedy that difficulty.

    Is the reply to productiveness without delay creating one giant, international, linked mannequin of your entire price chain?

    The answer is "no." Analytics initiatives in early adopter mining groups have typically been greater a hit when approached locally before attempting a extra global approach. After performing a few concentrated PoCs, it turns into clearer a way to scale and undertake models into the quite a few services for a more mature automatic and international approach that considers parameters applicable to the complete cost chain. groups deserve to learn how to collaborate and verify what the information skill earlier than adjusting their methods.

    When group self assurance goes up, it is still smart to start with a low-constancy strategy to look the go cost-chain outcomes of particular native technique set factor adjustments on the typical target services earlier than any heavy lifting is considered. a lightweight "global" mannequin with variables like cost and grade and maybe dwelling time of creation is a great beginning element earlier than since the various different feasible variables. With at least these parameters as a baseline, it will develop into more obtrusive where mannequin alterations or oversimplification might possibly be inflicting suboptimization.

    easy handle model

    The easy manage mannequin, therefore, is a good baseline for comparing the development of the usual purpose features before investing greater analytics dollars in bigger and greater complicated multivariable (laptop-researching) fashions. Having the sort of baseline is an excellent e book to see if you can achieve nonetheless greater value when increasing the constancy of your sub- or global models. If after some early wins, the "value per analytics dollar invested" decreases, there continues to be the optimum challenge of beginning to hook up with even bigger enterprise fashions that go beyond selected assets.

    a great example of such an business model is blending from assorted iron ore sites (e.g., Pilbara, Hunter Valley, and Minas Gerais) to optimize product giveaway at first with stockpile stock, however progressively cutting back inventories and charges because the fashions run sooner and enhanced. This makes it possible for corporations to trade from traditional produce-to-stock fashions to just-in-time models. Such fashions best run neatly if they don't dilute the web current price and long-time period approach of your operation.

    one more instance of an commercial enterprise model is modeling shared rail capacity with construction effectivity in intellect. Allocating rail capacity dynamically for numerous end clients in line with current popularity and adaptability of the value chain towards contract variables and service stages is a superb area to explore with this new know-how.

    in the future, these styles of "tremendous models" could have a fair higher universal influence on revenue instead of optimizing product quantity, first-rate, or grade for anyone specific website. even more cost will also be captured for each producers and conclusion clients if precise-time slot reserving (together with penalties for any over or under beginning) can be utilized over time, as is the case in different industries (e.g., oil terminals and refineries).


    shooting such advanced challenges is potentially now not far away now that combined technology and software options are starting to scale and are extra open in nature, and now that preliminary decent proof of ideas have already captured significant value. There have been some potent knowledge merits for the extra contemporary greenfield belongings to adopt new expertise that has more and enhanced sensor statistics. these greenfield sites have usually adopted distinct and more dynamic reporting techniques and architectures.

    you can expect these sites to be placed for more desirable analytics effects. youngsters, from a standard mining point of view, these more accurate websites regularly battle to ramp as much as nameplate degrees. They regularly would not have a mature team or do have a predictable canonical and purposeful/role-based reporting solution to fall again on, because it budgets have long gone to the latest and premier analytics architectures and minimal cash is spent on average reporting.

    Two-level method

    there's a powerful case, for this reason, for starting a light-weight hybrid reporting model and a most desirable-follow analytics structure. Mining analytics initiatives additionally require mining consultants to be more than a bit computing device savvy when working with large data servers and a lot of nontraditional customer tools to function regression, clustering, choice bushes, and nearest neighbor computing device-studying algorithms (to mention just a pair).

    The mature groups which have been "taking part in within the sandpit" for a long time start seeing how every thing is hanging collectively for key bottlenecks in the pit or plant. For mining specialists to be efficient in such an ambiance and obtain productivity outcomes requires some "hands on the equipment" and training to use numerous desktop-researching models.

    It takes time for these teams to have in mind the fundamental necessities of first having superb information and using one ordinary language to aid factor (with appreciate) "artistic analytics propeller heads" in the correct path. in the event that they focal point only on analytics equipment, it will possibly take a while before the manner is understood from the data.


    When IT and analytics teams are far flung, it's difficult for them to place statistics in the appropriate context. Optimization projects performed remotely from the website take lots more time or very gigantic (and therefore high priced) event to make colossal findings. "no longer understanding" the genuine technique of the plant and its variability considerations continues to be the top reason why many analytics and improvement projects fail.

    When respectable piping and instrumentation diagrams, procedure manage charts, and alarming limits are at hand and the genuine design of the asset is purchasable in two- and third-dimensional drawings or models, being far off is usually a lot much less of an issue. nonetheless, there is a powerful advantage of being local. event indicates that engineering artifacts of brownfield sites don't seem to be always stored up thus far, and plants continually keep changing to obtain or enhance nameplate ranges. Engineering design databases and drawings are a very good source for analysts, who often should name upon site consultants to consider issues or physical plant boundaries.

    it's a pity that traditionally engineering, procurement and construction (EPC) and engineering, procurement, and construction administration (EPCM) should not have an awful lot possibility to collectively put effort in a longer start-up phase with operations. teams ought to count on method control vendors or gadget integrators who typically aren't as intimate with the metallurgy and geology of the reserve and are more focused on hardware, utility, and conventional unit manage than on product handle. here's an opportunity for the business as an entire.

    Collaboration with the METS

    There should be the consciousness that having METS skills in improvement teams (for each seller and operator) will have a big impact. it's the experienced METS who can factor out why issues arise through the (in)consistency of the metallurgy, geology, geo-technology, and geo-chemical capabilities and the way statistics and initial fashions can relate to features like planning, scheduling, operations, renovation, and competencies downtime.

    An built-in crew that talks to technology vendors, but is also intimate with the method, IT/OT know-how, and even the softer facet of individuals and alter procedures will aid the highest quality corporations undertake exchange impulsively and definitely obtain excessive efficiency. compelled through the productiveness agenda, the majors are making inroads in creating some of those pass-purposeful groups. To them, it will quickly be clear how production variables relate to energy and water use, in addition to how inputs relate to safer and greater productive operations. they are going to quickly greater remember how these parameters cause downtime at once or in some way.

    The teams which are persistent in their journey will subsequently locate the genuine or natural limits of gadget and its relationships to ore attributes like hardness. As in other industries, the innovators and early adopters will soon be adopted through the early and late majority so that you can consist of most of the tier 2 avid gamers that are also starting to make investments during this capability. by then, utility options and the tactics that result in fact discovering, interpretation, and modeling for this business will have matured.

    Embedding ultimate apply

    big challenges are still forward earlier than this can also be accomplished. contemporary research indicates that most effective 50 percent of analytics initiatives supply a major and anticipated upside.

    although some have finished genuine mark downs, many initiatives only have accomplished under-regular outcomes. any other tasks had been put on dangle halfway via until more system and ownership within the organization is defined.

    starting with terrible facts has also been a big reason behind this. moreover, projects like these are firstly seen basically as technology projects "for carriers to show" and the trade to benefit. After a supplier-led approach, the groups commonly go lower back to old habits when the task is finished devoid of embedding the new procedures and discovering aspects into their business. for this reason, like with best and protection, analytics capability will soon be a accountability for many-now not only for the team that gets to play with it throughout the first initiatives and PoCs. corporations will should involve vendors that provide the technology, software, and methodology, however will ought to put their own governance into place to make analytics a part of their core working model and company strategies and programs. now not many aid companies are already at that degree of maturity when it comes to analytics.

    Theoretical method

    yet another ingredient that slows down adoption and development is that analytics is approached very in another way from average reporting and BI, so should now not be treated the identical. in contrast to reporting it is often predefined and devoid of too many surprises, analytics projects deliver up many theoretical concepts and assistance. often tips that theoretically make experience do not make first rate enterprise experience. basically imposing findings in the present investment climate and brownfield environment to trap the competencies outcomes is not always feasible.

    Some findings are more likely to be greater structural in nature. via natural reporting and BI, the "effortless stuff" has already been found in this trade that has existed for many centuries.

    To make funds in the mining industry, there has always been the need to definitely keep in mind the mining manner. This has in the past ended in effective mining operations, and this will even be the case in the future. It is probably going, notwithstanding, that a far better degree of automation and computer-getting to know models will overtake advanced capabilities that geologists, lab analysts, maintenance personnel, and operations groups deal with nowadays. they can see relevant fashions and decentralized submodels just as a result of vendors will wish to differentiate their technology products and capabilities.

    therefore, investing in analytics and IoT expertise (i.e., presenting the sensors, the facts, and infrequently the control) is investing in knowing the system before identifying a way to finally mannequin and automate it for more advantageous productiveness, downtime, and value discount. simplest businesses that go all in on the analytics adventure will locate all these dimensions and will be able to run their operations on the lessen charge percentile that this expertise opportunity opens up.

    by means of defining practical advantage aims and suitable chance tiers, corporations will make the anticipated development. Some will improvement significantly from their adjustments and may define a affordable and flexible operation that may respond to live commodity buying and selling and risk management market statistics.

    at the moment it is only analytics technology that has the competencies capacity to take those elements into consideration, so high-fidelity fashions will also be put in area to react to any leading and lagging indications of the enterprise for any time horizon-reside.

    Does that put other latest application vendors out of enterprise? completely not. The IT and OT tactics nonetheless have to be run and controlled, nonetheless it will be the providers which have the flexible street maps, open software, and technology that valued clientele might be trying to find. These companies can accommodate this new intelligence and aid end users embed repeatable fashions into their utility libraries. This places these providers first in rank to be the productivity companions of the future.

    conserving it comfy

    finally, mining will best be sustainable if present and new enterprise intellectual property is included. in spite of everything, mining comprises huge money. With creation highly affecting the day by day share expense, americans will are trying to have an aspect, and hence mining methods have more and more develop into a target for hackers.

    Miners can not sit down returned and look ahead to this to circulate, as their becoming range of self sufficient device and complex expensive know-how will need to be stored within the right hands. Intrusions need to have minimal have an impact on, if only to hold public believe and the license to operate.

    It will be exciting to see how the adoption price of ISA requisites like ISA-99 is combined with different cybersecurity and commercial enterprise structure specifications and the way IT and OT environments might merge into one seamless working environment without any visible vertical layers or visible horizontal siloes.

    The focus of the benefits is there, and these standards have now reached the boardrooms of many of the important corporations, where in the past only a handful of subject-be counted experts would have. The cloud via now has some distance matured, and more OT techniques are cloud-enabled, where IT programs have already long past this way in fresh years. during this area, utility providers are main the way, and customers are nevertheless taking part in catch up.

    It are not a long time earlier than they see the first operations that leverage only 1 secure seamless and linked modular environment without all of the layers that they want nowadays to achieve actual-time efficiency and safety. perhaps ISA should create an initiative that aims for the subsequent degree in collaboration with application providers, technology providers, and conclusion users.

    until that point, I can not wait to look the advantages of a very connected and optimized commercial enterprise.

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