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Operation Maths: A Unique Approach to Problem-Solving

  • February 27, 2017

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Tags : About Operation Maths Problem Solving

Category : About Operation Maths

In this post, we will look specifically at the Operation Maths approach to problem-solving in the senior end books (3rd to 6th classes). In a subsequent post, we will look at how this approach develops in the junior end books (infants to second classes).

Presenting children with an abundance of mathematical problems does not automatically transform them into competent and confident problem-solvers. Rather, the children must be explicitly taught a range of problem-solving strategies and they must be facilitated in applying and practising the strategies repeatedly in a range of different contexts. Operation Maths has an integral multilayered approach to problem-solving throughout the 3rd to 6th class books:

  • A variety of key problem-solving strategies is introduced, explored and applied to various real-life contexts in a developmental and spiral way through the classes (i.e. bar model drawing, empty number lines, T-charts , branching etc)
  • Regular Work It Out! sections throughout the chapters in the pupils books provide the children with opportunities to apply and hone their problem-solving skills.
  • Let’s Investigate! sections at the end of the Pupils’ Books where the focus is on open-ended problems
  • Thematic revision spreads with a strong problem-solving focus.
  • Extra problem-solving in Early Finisher photocopiables.

All of this happens as part of a larger problem-solving approach based on the acronym RUCSAC. This approach, which can be used as a whole school problem-solving approach, is also reinforced and explained for both children and parents on a convenient French flap/bookmark on the Discovery Book (see images from flaps below), which encourages the children to use RUCSAC as an aid when problem-solving.

Problem-solving skills

The ability to reason mathematically is fundamental to being able to solve mathematical problems. However, reasoning mathematically requires not just one, but a number of mathematical skills e.g. being able to • Work through a problem in a systematic way • Predict an answer • Identify the relevant information and understand what type of answer is being sought • Visualise the problem mentally or being able to represent the components of the problem in either a pictorial or abstract (using only numbers and symbols) way. • Plan or decide what approach to take • Work to get an answer • Check that the answer is suitable and accurate.

What is fundamentally different about the Operation Maths approach to problem solving is that the children are being taught specific strategies to develop the aforementioned skills, in a spiral and progressive way, in order to equip the children with the necessary skills for them to become capable and confident problem-solvers.

Central to the Operation Math approach to problem solving is RUCSAC. This clear, sequential approach enables the children to work through problems in a systematic way, while simultaneously utilising the mathematical skills that are being developed with and throughout the chapters.

RUCSAC and the Specific Strategies taught in Operation Maths

RUCSAC is an acronym, where each letter represents one of the six distinct phases of this problem-solving approach (see below). However, this more than just a clever mnemonic, as each of these phases is supported by the development of specific strategies throughout the programme, which support this approach.  These specific strategies are as follows:

problem solving using rucsac

  • Reasonable answer: Would you predict a bigger or smaller answer? How many digits would you expect in the answer
  • Front-end estimation: Look at the digits at the front of the numbers
  • Rounding: Round each number to the place of the highest value digit e.g. tens, hundreds, thousands.
  • Rounding to fives: (only in OM6): Usually we round to the nearest tenth, unit, ten, etc. But if the number(s) involved are approximately in the middle, it is more efficient to round them to the nearest five tenths, 5, 50 etc. to get a more accurate estimate. (OM6, Pupils Book p 30)

Underline – Colour coding operational vocabulary:

  • Identifying specific phrases, colour coding them, and recording them on in the Discovery Book. This forces the child to engage with the language of problems and to decode them. However, this only suits word problems which contain obvious operational vocabulary or that which can be easily inferred.

Create – Creating visual representation to show the information in the problem, as part of a CPA approach :

  • Using concrete materials (e.g. counters, cubes, children etc.)
  • Using bar model drawings
  • Using empty number lines
  • Using T-charts (OM4 to OM6)
  • Making/completing a table, grid, list etc.
  • Creating number sentences (and/or equations with variables in OM6)

Select – Selecting a suitable and efficient approach:

  • Using a mental method, e.g. petitioning, sequencing, compensating etc.
  • Using a written method e.g. a formal algorithm, jottings, branching
  • Using guess and test

Answer – Answering the question:

  • The teaching panels demonstrate how to layout and position work clearly and sequentially
  • Children are encouraged to “show your thinking”

Check – Checking answer(s):

  • Comparing the answer to the estimate, e.g. does it look reasonable?
  • Using the inverse to check.

Furthermore, as part of this approach, specific visual strategies are introduced and repeatedly used where appropriate:

  • Empty Number lines

Empty Number Line (ENL)

Simply, a horizontal line, initially with no numbers or markings that helps develop a child’s number sense, their ability to visualise numbers and to compute mentally. Also known as a blank or open number line, empty number lines can be used to show elapsed time, operations, skip counting, fractions, decimals, measures, money (making change) and much more (see image below).

While, strictly speaking the number line should initially start empty (i.e. no numbers or markings), in Operation Maths, some of the required numbers and/or markings have been provided, to act as scaffolding for the child. Ultimately, it in envisaged, that as the child grows more confident of this structure, he/she should be able to construct an empty number line from scratch in order to help solve other problems. I is also hope that through using this structure the child would be able to develop this ability to visualise numbers in such a way and, in doing so, enhance their ability to compute mentally.

These are simply drawing(s) that resemble bars, (like that seen in bar graphs), that are used to illustrate number relationships. There are two main types, part-whole bar models and comparison bar models.

Part-whole model: which can represent a whole amount that is subdivided into smaller parts. In Operation Maths these are used to represent:

  • Addition/subtraction: where a whole amount has been subdivided into two or three amounts/parts and either the value of one of the parts or the whole/total is required
  • Multiplication/division: where a whole amount has been subdivided into equal amounts/parts and either the value of one/some of the parts or the whole amount is required
  • Fractions, ratios, decimals and percentages: Where a whole amount has been subdivided into equal amounts/parts and either the value of one/some of the parts or the whole amount is unknown.

Comparison models :  which are used when comparing two or more quantities. In Operation Maths these can be used to represent:

  • Addition/subtraction and Multiplication/division: where two amounts are being compared and the value of one of the amounts or the difference between the amounts or the total value of the amounts is being sought.
  • Fractions, ratios, decimals and percentages: Where two or three amounts are being compared and the value of some of the amounts, the difference between the amounts or the total is unknown. This can also be a very effective way to calculate selling price and cost price when given percentage profit/loss

A T-chart is simply a table, usually divided into two columns, giving it a T-shape. They can be used as a means to aid calculations and/or to identify patterns and connections within problems .

Other strategies

Other strategies used in Operation Maths which promote the visualising and decoding of problems include: • Using number bonds and branching • Making lists • Using “guess and test” (also known as Trial & Error) • Using the process of elimination (e.g. logic problems)

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‘Acronyms like RUCSAC prevent children from thinking mathematically - we need a different approach’

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I’ve got a thing about success criteria. Very often, the line between what we want children to learn to do and the task that we ask them to carry out is blurred. The gap is perhaps most stark when it comes to problem-solving in maths .

In many classrooms the “read, underline, calculate, solve, answer, check” (RUCSAC) acronym, or something similar, will be plastered on the wall and used as success criteria for problem-solving.

However, I’d argue that RUCSAC does not present a valid set of criteria for such an important part of maths; rather it prevents children from learning to think mathematically . Here’s why:

What an unnecessary criterion. Of course, the teacher will model reading the problem and, of course, the child will read it too. It has been shoe-horned in to make a memorable acronym.

Underline  

This can refer to underlining numbers or words. While it is important to pick out numbers, there are often superfluous quantities or amounts to distract the problem solver, so the important thing isn’t underlining them, but understanding the problem in its entirety. Similarly, although words unlock the meaning of the problem, it’s not as simple as a word equating an operation. For instance, if we teach children that the phrase “more than” always means that one must perform addition, we set them up for failure.

There is a huge conceptual jump from underlining to calculating. It assumes that a child has already understood, whereas the crux of problem-solving is understanding what to do once you have figured out the meaning of the problem.

Another unnecessary criterion. Once children have calculated what’s necessary, it should be an unsaid next step to solve the problem.

Consider the child who does the working but never actually answers the question. I’d suggest that this is down to the child not fully understanding the problem, rather than belligerently leaving the problem unfinished.

A child can only check that an answer makes sense if they have understood the problem in the first place. It’s something that is desirable, but simply telling children to check their answer won’t necessarily result in success.

Picking apart a strategy like RUCSAC makes it clear that if we encourage surface-level thinking, we will only get surface-level learning. When it comes to solving problems, success comes not from applying a skill, but from using our memory. Most likely, we will figure out the underlying structure of the problem by recalling previously solved problems from memory.

Here’s my alternative. Instead of teaching that problem-solving is a skill, we should teach children the inherent ambiguity of vocabulary in different contexts, the underlying mathematical structures and common problem scenarios. When it comes to vocabulary, we must show children how a word or phrase can mean different unknowns.

For example:

Maths

When teaching additive reasoning, any problem is either one where the whole is unknown or where one of the parts is unknown. For multiplicative reasoning, there are three underlying patterns, yielding five basic structures:

Problem solving

Most one-step maths problems will fit one of these five basic problem types and most multi-step problems are a combination of these. 

It is well within our reach to teach the vast majority of children what these underlying patterns are and how to identify them from an early age.

Identifying them is one thing; knowing what to do with the information is quite another. However, some basic rules can be applied for each unknown. For problems involving additive reasoning, here are my success criteria:

  • Is the whole unknown or a part unknown?
  • If the whole is unknown, add the parts.
  • If a part is unknown, subtract the known part(s) from the whole.

These criteria will support teachers to model problem-solving based on sound mathematical thinking, as well as supporting children to look deeper than the contextual surface of problems. In time, the goal is that these criteria will become encoded in children’s long-term memories and that they can use this information to decide what to do when dealing with new problems.

The RUCSAC model is mathematically empty - a bag for the sake of having a bag. If we want to develop children’s mathematical thinking, it’s time to throw away that old RUCSAC.

Nick Hart is headteacher of Chalfont Valley E-ACT Primary Academy in Buckinghamshire

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Purdue Mitchell E. Daniels, Jr. School of Business logo

Effective Problem-Solving Techniques in Business

Problem solving is an increasingly important soft skill for those in business. The Future of Jobs Survey by the World Economic Forum drives this point home. According to this report, complex problem solving is identified as one of the top 15 skills that will be sought by employers in 2025, along with other soft skills such as analytical thinking, creativity and leadership.

Dr. Amy David , clinical associate professor of management for supply chain and operations management, spoke about business problem-solving methods and how the Purdue University Online MBA program prepares students to be business decision-makers.

Why Are Problem-Solving Skills Essential in Leadership Roles?

Every business will face challenges at some point. Those that are successful will have people in place who can identify and solve problems before the damage is done.

“The business world is constantly changing, and companies need to be able to adapt well in order to produce good results and meet the needs of their customers,” David says. “They also need to keep in mind the triple bottom line of ‘people, profit and planet.’ And these priorities are constantly evolving.”

To that end, David says people in management or leadership need to be able to handle new situations, something that may be outside the scope of their everyday work.

“The name of the game these days is change—and the speed of change—and that means solving new problems on a daily basis,” she says.

The pace of information and technology has also empowered the customer in a new way that provides challenges—or opportunities—for businesses to respond.

“Our customers have a lot more information and a lot more power,” she says. “If you think about somebody having an unhappy experience and tweeting about it, that’s very different from maybe 15 years ago. Back then, if you had a bad experience with a product, you might grumble about it to one or two people.”

David says that this reality changes how quickly organizations need to react and respond to their customers. And taking prompt and decisive action requires solid problem-solving skills.

What Are Some of the Most Effective Problem-Solving Methods?

David says there are a few things to consider when encountering a challenge in business.

“When faced with a problem, are we talking about something that is broad and affects a lot of people? Or is it something that affects a select few? Depending on the issue and situation, you’ll need to use different types of problem-solving strategies,” she says.

Using Techniques

There are a number of techniques that businesses use to problem solve. These can include:

  • Five Whys : This approach is helpful when the problem at hand is clear but the underlying causes are less so. By asking “Why?” five times, the final answer should get at the potential root of the problem and perhaps yield a solution.
  • Gap Analysis : Companies use gap analyses to compare current performance with expected or desired performance, which will help a company determine how to use its resources differently or adjust expectations.
  • Gemba Walk : The name, which is derived from a Japanese word meaning “the real place,” refers to a commonly used technique that allows managers to see what works (and what doesn’t) from the ground up. This is an opportunity for managers to focus on the fundamental elements of the process, identify where the value stream is and determine areas that could use improvement.
  • Porter’s Five Forces : Developed by Harvard Business School professor Michael E. Porter, applying the Five Forces is a way for companies to identify competitors for their business or services, and determine how the organization can adjust to stay ahead of the game.
  • Six Thinking Hats : In his book of the same name, Dr. Edward de Bono details this method that encourages parallel thinking and attempting to solve a problem by trying on different “thinking hats.” Each color hat signifies a different approach that can be utilized in the problem-solving process, ranging from logic to feelings to creativity and beyond. This method allows organizations to view problems from different angles and perspectives.
  • SWOT Analysis : This common strategic planning and management tool helps businesses identify strengths, weaknesses, opportunities and threats (SWOT).

“We have a lot of these different tools,” David says. “Which one to use when is going to be dependent on the problem itself, the level of the stakeholders, the number of different stakeholder groups and so on.”

Each of the techniques outlined above uses the same core steps of problem solving:

  • Identify and define the problem
  • Consider possible solutions
  • Evaluate options
  • Choose the best solution
  • Implement the solution
  • Evaluate the outcome

Data drives a lot of daily decisions in business and beyond. Analytics have also been deployed to problem solve.

“We have specific classes around storytelling with data and how you convince your audience to understand what the data is,” David says. “Your audience has to trust the data, and only then can you use it for real decision-making.”

Data can be a powerful tool for identifying larger trends and making informed decisions when it’s clearly understood and communicated. It’s also vital for performance monitoring and optimization.

How Is Problem Solving Prioritized in Purdue’s Online MBA?

The courses in the Purdue Online MBA program teach problem-solving methods to students, keeping them up to date with the latest techniques and allowing them to apply their knowledge to business-related scenarios.

“I can give you a model or a tool, but most of the time, a real-world situation is going to be a lot messier and more valuable than what we’ve seen in a textbook,” David says. “Asking students to take what they know and apply it to a case where there’s not one single correct answer is a big part of the learning experience.”

Make Your Own Decision to Further Your Career

An online MBA from Purdue University can help advance your career by teaching you problem-solving skills, decision-making strategies and more. Reach out today to learn more about earning an online MBA with Purdue University .

If you would like to receive more information about pursuing a business master’s at the Mitchell E. Daniels, Jr. School of Business, please fill out the form and a program specialist will be in touch!

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Respect the worth of other people's insights

Problems continuously arise in organizational life, making problem-solving an essential skill for leaders. Leaders who are good at tackling conundrums are likely to be more effective at overcoming obstacles and guiding their teams to achieve their goals. So, what’s the secret to better problem-solving skills?

1. Understand the root cause of the problem

“Too often, people fail because they haven’t correctly defined what the problem is,” says David Ross, an international strategist, founder of consultancy Phoenix Strategic Management and author of Confronting the Storm: Regenerating Leadership and Hope in the Age of Uncertainty .

Ross explains that as teams grapple with “wicked” problems – those where there can be several root causes for why a problem exists – there can often be disagreement on the initial assumptions made. As a result, their chances of successfully solving the problem are low.

“Before commencing the process of solving the problem, it is worthwhile identifying who your key stakeholders are and talking to them about the issue,” Ross recommends. “Who could be affected by the issue? What is the problem – and why? How are people affected?”

He argues that if leaders treat people with dignity, respecting the worth of their insights, they are more likely to successfully solve problems.

Best High-Yield Savings Accounts Of 2024

Best 5% interest savings accounts of 2024, 2. unfocus the mind.

“To solve problems, we need to commit to making time to face a problem in its full complexity, which also requires that we take back control of our thinking,” says Chris Griffiths, an expert on creativity and innovative thinking skills, founder and CEO of software provider OpenGenius, and co-author of The Focus Fix: Finding Clarity, Creativity and Resilience in an Overwhelming World .

To do this, it’s necessary to harness the power of the unfocused mind, according to Griffiths. “It might sound oxymoronic, but just like our devices, our brain needs time to recharge,” he says. “ A plethora of research has shown that daydreaming allows us to make creative connections and see abstract solutions that are not obvious when we’re engaged in direct work.”

To make use of the unfocused mind in problem solving, you must begin by getting to know the problem from all angles. “At this stage, don’t worry about actually solving the problem,” says Griffiths. “You’re simply giving your subconscious mind the information it needs to get creative with when you zone out. From here, pick a monotonous or rhythmic activity that will help you to activate the daydreaming state – that might be a walk, some doodling, or even some chores.”

Do this regularly, argues Griffiths, and you’ll soon find that flashes of inspiration and novel solutions naturally present themselves while you’re ostensibly thinking of other things. He says: “By allowing you to access the fullest creative potential of your own brain, daydreaming acts as a skeleton key for a wide range of problems.”

3. Be comfortable making judgment calls

“Admitting to not knowing the future takes courage,” says Professor Stephen Wyatt, founder and lead consultant at consultancy Corporate Rebirth and author of Antidote to the Crisis of Leadership: Opportunity in Complexity . “Leaders are worried our teams won’t respect us and our boards will lose faith in us, but what doesn’t work is drawing up plans and forecasts and holding yourself or others rigidly to them.”

Wyatt advises leaders to heighten their situational awareness – to look broadly, integrate more perspectives and be able to connect the dots. “We need to be comfortable in making judgment calls as the future is unknown,” he says. “There is no data on it. But equally, very few initiatives cannot be adjusted, refined or reviewed while in motion.”

Leaders need to stay vigilant, according to Wyatt, create the capacity of the enterprise to adapt and maintain the support of stakeholders. “The concept of the infallible leader needs to be updated,” he concludes.

4. Be prepared to fail and learn

“Organisations, and arguably society more widely, are obsessed with problems and the notion of problems,” says Steve Hearsum, founder of organizational change consultancy Edge + Stretch and author of No Silver Bullet: Bursting the Bubble of the Organisational Quick Fix .

Hearsum argues that this tendency is complicated by the myth of fixability, namely the idea that all problems, however complex, have a solution. “Our need for certainty, to minimize and dampen the anxiety of ‘not knowing,’ leads us to oversimplify and ignore or filter out anything that challenges the idea that there is a solution,” he says.

Leaders need to shift their mindset to cultivate their comfort with not knowing and couple that with being OK with being wrong, sometimes, notes Hearsum. He adds: “That means developing reflexivity to understand your own beliefs and judgments, and what influences these, asking questions and experimenting.”

5. Unleash the power of empathy

Leaders must be able to communicate problems in order to find solutions to them. But they should avoid bombarding their teams with complex, technical details since these can overwhelm their people’s cognitive load, says Dr Jessica Barker MBE , author of Hacked: The Secrets Behind Cyber Attacks .

Instead, she recommends that leaders frame their messages in ways that cut through jargon and ensure that their advice is relevant, accessible and actionable. “An essential leadership skill for this is empathy,” Barker explains. “When you’re trying to build a positive culture, it is crucial to understand why people are not practicing the behaviors you want rather than trying to force that behavioral change with fear, uncertainty and doubt.”

Sally Percy

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A method of heuristically solving large and extremely large traveling salesman problems is suggested. The solver is a specific genetic algorithm producing approximately shortest routes the fastest of known heuristics without losing much in ...

A Development of Travel Itinerary Planning Application using Traveling Salesman Problem and K-Means Clustering Approach

In this paper, an algorithm for making travel itinerary using traveling salesman problem (TSP) and k-means clustering technique is proposed. We employ the algorithm to develop a web based application that can help travelers to plan their travel ...

A Memetic Algorithm with a large neighborhood crossover operator for the Generalized Traveling Salesman Problem

The Generalized Traveling Salesman Problem (GTSP) is a generalization of the well-known Traveling Salesman Problem (TSP), in which the set of cities is divided into mutually exclusive clusters. The objective of the GTSP consists in visiting each cluster ...

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    RUCSAC stands for 'Read', 'Understand', 'Choose', 'Solve', 'Answer' and 'Check', and relates to what you should do when solving math problems. Twinkl Kenya Early Years Lower Primary Mathematical Activities Word Problems. These display posters feature a series of lovely hand drawn backpack images to illustrate your teaching of the RUCSAC acronym.

  13. Solving money maths problems

    Using a pen and piece of paper and remembering the RUCSAC method, try to work out the following: For her birthday, Amelia receives ÂŁ5.00 from her grandfather and ÂŁ10.00 from her aunt.

  14. RUCSAC

    RUCSAC stands for 'Read', 'Understand', 'Choose', 'Solve', 'Answer' and 'Check', and relates to what you should do when solving math problems. Twinkl India English Speaking Schools Primary Stage Age 6 - 8 Maths Word Problems. What do members download after viewing this?

  15. Word Problems Using RUCSAC

    Mrs Smith explains how to solve word problems using the RUCSAC strategy.ReadUnderstandChooseSolveAnswerCheckHere Mrs Smith uses examples using percentages an...

  16. RUCSAC problem solving

    RUCSAC problem solving. Subject: Mathematics. Age range: 5-7. Resource type: Worksheet/Activity. File previews. doc, 26 KB. doc, 78.5 KB. A checklist for RUCSAC method to problem solving, display, stick in books or laminate for tables. The second one is a more detailed version and can be used as a checklist when working with partners.

  17. RUCSAC Maths Problem-Solving Strategies Posters PDF

    This RUCSAC Maths Problem-Solving Strategies Posters PDF pack includes 12 beautifully illustrated, printable posters that can be used as classroom displays or discussion prompts in class.There are six posters that spell the anagram 'RUCSAC' and six posters that explain the six steps of the RUCSAC method. You can pair these together for a great RUCSAC maths display, or just print the pages you ...

  18. Problem Solving (RUCSAC)

    Problem Solving (RUCSAC) These resources are problem solving questions through the meaning of word problems. Pupils must complete the questions using the very popular RUCSAC method. There are four different ability levels that range from support - MAT groups.

  19. 'Acronyms like RUCSAC prevent children from thinking ...

    Using acronyms to teach mathematical skills like problem-solving can hinder rather than help children, says one primary maths specialist ... In many classrooms the "read, underline, calculate, solve, answer, check" (RUCSAC) acronym, or something similar, will be plastered on the wall and used as success criteria for problem-solving.

  20. RUCSAC problem-solving process in mathematics

    RUCSAC is a problem-solving process in maths. It is steps for how to work out problem-solving questions in maths, including one-step and two-step word problems.

  21. Effective Problem-Solving Techniques in Business

    Problem solving is an increasingly important soft skill for those in business. The Future of Jobs Survey by the World Economic Forum drives this point home. According to this report, complex problem solving is identified as one of the top 15 skills that will be sought by employers in 2025, along with other soft skills such as analytical thinking, creativity and leadership.

  22. Using RUCSAC To Solve Problems

    A helpful guide to using RUCSAC in Problem Solving.

  23. Stumped? Five Ways To Hone Your Problem-Solving Skills

    Problems often arise in organizational life. From understanding the root cause of a problem to using the power of empathy, here are five strategies for solving problems.

  24. On the max-min influence spread problem: : A multi-objective

    This problem can be studied from an optimization approach. The aim is to find an initi... Highlights •We define the max-min influence spread problem as multi-objective optimization.•We solve it using swarm intelligence-based methods on real social networks.•The PSO algorithm allows effi...

  25. Solving the tourist trip design problem with time windows and variable

    The Team Orienteering Problem with Time Windows and Variable Profits (TOPTWVP) is a variant of the Orienteering Problem where each node has a predefined time window in which the service must start (in case this node is visited), and the vehicle may spend an amount of time given by a predefined interval so that the profit collected at this node depends on the time spent.

  26. Solving line balancing and AGV scheduling problems for intelligent

    An existing intelligent platform of the real-life PCB industry is considered to solve this integrated problem with intelligent decisions. The platform includes three layers modules: physical layer, data management layer and application service layer. A novel genetic artificial bee colony (GABC) algorithm is proposed and embedded with an ...

  27. The RUCSAC Method of Solving Word Problems in Maths

    Year 4 recite a handy rhyme to help them remember the RUCSAC method of solving word problems in maths.R U CR Stands for ReadU stands for understandC stands f...

  28. RUCSAC PowerPoint (teacher made)

    Perfect for a lesson on solving word problems using the RUCSAC method. The above video may be from a third-party source. We accept no responsibility for any videos from third-party sources. Please let us know if the video is no longer working. Twinkl Key Stage 2 - Year 3, 4, 5, ...

  29. Reducing the feasible solution space of resource-constrained project

    This paper present an instance transformation procedure to modify known instances of the resource-constrained project scheduling problem to make them easier to solve by heuristic and/or exact solution algorithms.

  30. Deep clustering of the traveling salesman problem to parallelize its

    A method of heuristically solving large traveling salesman problems is suggested, where a dramatic computational speedup is guaranteed. A specific genetic algorithm is the solver. The initial problem is broken into a set of open-loop subproblems by clustering the nodes. First, the nodes are broken into just two clusters.