Intelligent Algorithms for Anticipating Actions and Avoiding Failures – Learn How to Implement

Discover how using intelligent algorithms can predict and even prevent production failures and learn how to implement them. That’s what you’ll find out in this article!

Discover how using intelligent algorithms can predict and even prevent production failures and learn how to implement them. That’s what you’ll find out in this article!

Did you know that it’s possible to predict and preempt possible failures that could affect your production and revenue? That’s exactly what intelligent algorithms do for you. They are part of the data science field and allow you to analyze the behavior of your assets, identifying patterns that indicate risks or improvement opportunities.

In this post, you’ll learn how intelligent algorithms function, how they integrate with the Internet of Things (IoT), and how they can help you optimize your production. Intrigued? Then keep reading!

What are Intelligent Algorithms?

Algorithms are sequences of instructions that solve a problem or execute a task. They are used in various fields of science, technology, and mathematics. Some examples of algorithms are formulas that calculate the area of a circle, rules that sort a list of numbers, or routines that encrypt a message.

These algorithms use Machine Learning techniques to adapt and improve based on the data they receive. In this way, they can recognize patterns, make predictions, make decisions, and generate insights.

Some examples of intelligent algorithms are those that recommend products on a shopping website, those that recognize faces in photos, or those that play chess against humans.

How do Intelligent Algorithms Relate to the Internet of Things?

The Internet of Things (IoT) is a concept that refers to the connection between physical objects and the internet. These objects can range from sensors, cameras, and wearable devices to industrial machinery, vehicles, and buildings. IoT enables the collection, transmission, and real-time processing of data about the state, performance, and environment of these objects.

The more data intelligent algorithms have, the more efficient and astonishing they become. That’s why IoT is so strategic in this context. These devices can gather data from equipment and systems, and create predictive and prescriptive models.

These models can predict future scenarios and suggest actions to avoid failures, improve efficiency, or increase productivity. For example, an intelligent algorithm can use sensor data from a machine to detect anomalies, diagnose issues, and recommend solutions before the machine stops functioning.

What are the Benefits of Intelligent Algorithms for Production?

Intelligent algorithms can bring various benefits to production, including:

  • Cost reduction by decreasing expenditures on maintenance, repairs, and parts replacement—besides optimizing energy consumption, raw materials, and labor.
  • Enhanced quality as they ensure desired quality standards in products. They can also swiftly identify defects, errors, or deviations and correct them.
  • Increased productivity by adjusting and coordinating machine operations, achieving higher speed, accuracy, and production capacity.

How to Implement Intelligent Algorithms in Your Maintenance Management?

Implementing intelligent algorithms in your maintenance management can be easier than you think. You don’t need to be an expert in data science or programming to leverage the benefits of Artificial Intelligence (AI) and Machine Learning in your production. You just need to follow a few simple steps:

  • Define the objectives and performance indicators you aim to achieve with intelligent maintenance.
  • Select suitable technologies to collect, transmit, store, and analyze data from your assets. You can use sensors, meters, cameras, or other Internet of Things (IoT) connected devices to monitor real-time conditions and behavior of your machines. These devices also remain connected to the machines.
  • Choose software that already has these integrated functionalities, such as artificial intelligence and machine learning, and is capable of adapting to your needs.

An example of software that incorporates AI and machine learning is Manusis4, an asset management platform that revolutionizes how companies manage their operations, offering efficiency, control, and resource maximization. The system uses intelligent algorithms to generate comprehensive reports on the status, behavior, and performance of your machines, using data collected through the Internet of Things (IoT) and digital twin technology.

If you want to learn how to implement intelligent algorithms in your maintenance management with Manusis4, request a demonstration. You’ll be amazed by the possibilities this platform offers for your business!

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Gestão de mão de obra

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Gestão de projetos

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GANTT

Gerencie seus projetos no formato Gantt com a geração de atividades para sua equipe acompanhar no celular.

Reposições

Gerencie armazéns digitais para peças de reposição, ferramentas, EPIs e consumíveis para simplificar transferências, inventário e armazenamento.

Inventário

Gerencie peças de reposição e ferramentas para reduzir o tempo de inatividade, garantindo operações sem falhas nas tarefas de manutenção.

Materiais

Planeje, organize e controle materiais para manter o fluxo, reduzir custos e garantir uso de qualidade em todas 
as operações.

Tracksis

Aproveite IoT, wearables e rastreadores para monitorar ativos, funcionários e processos para decisões mais inteligentes em tempo real.

Veículos

Otimize as operações de veículos, acompanhe pneus, gerencie reparos, inventário e reduza os custos de manutenção da frota.

Frotas

Otimize a gestão de veículos, acompanhe a manutenção, segurança e rotas enquanto reduz os custos operacionais de frotas de transporte.

Checklists

Digitalize e execute checklists para inspeções, controle e análise de dados, reduzindo a dependência de planilhas.

OEE

Meça a Efetividade Geral dos Equipamentos usando os índices de Disponibilidade, Desempenho e Qualidade para otimizar a produtividade.

Operações

Gerencie processos industriais para transformar matérias-primas em produtos de forma eficiente em vários setores.

Machine Ledger

Mantenha dados históricos de ativos críticos para análise, visando melhorar a confiabilidade, desempenho e disponibilidade.

EWO

Use Ordens de Trabalho de Emergência para analisar falhas inesperadas, criar planos de ação e prevenir paradas caras.

Confiabilidade (WCM)

Garanta que sistemas ou equipamentos funcionem de maneira confiável ao longo do tempo, sem falhas, melhorando a durabilidade operacional.

Agendamento

O Índice de Desempenho do Cronograma (SPI) mede a eficiência do tempo em projetos, dividindo o valor conquistado (EV) pelo valor planejado (PV).

Cronograma

Crie planos de manutenção preventiva, cronogramas de inspeção e rotas de lubrificação de ativos para planos mensais ou semanais.

Manutenção

Evite falhas de equipamentos com manutenção de rotina, garantindo economia de custos, longevidade dos ativos, segurança e confiabilidade operacional.

Integração ERPS MES

Integre o Hive4 com sistemas ERP/MES através do Manusis Connect, permitindo fluxo de dados em tempo real, maior eficiência e melhores decisões.

Manutenção de Propriedade

Garanta que sistemas como elétricos, hidráulicos e de segurança contra incêndio funcionem, estendendo a vida útil do edifício e evitando falhas.

3rd Party

Registre prestadores de serviços para manutenção de ativos, inspeção e gestão de serviços rotineiros.

Facilities

Gerencie espaços físicos, utilidades e infraestrutura para otimizar as operações da empresa de maneira eficiente e confiável.

QRCode

Use códigos QR para escanear detalhes dos ativos instantaneamente via smartphones, permitindo o acesso rápido a informações críticas dos ativos.

GPS

Acompanhe equipes e processos em tempo real com GPS para uma melhor gestão de campo de equipes e ativos, garantindo uma resposta rápida ao cliente.

Análise de Riscos

Use Permissões de Trabalho para garantir operações seguras, reduzindo riscos e validando a conclusão de tarefas para ambientes de trabalho mais seguros.

Segurança

Digitalize procedimentos de segurança para garantir conformidade e um ambiente de trabalho seguro durante a manutenção de ativos.

Digital Twin

Integre IoT e IA para construir Digital Twin, unificando dados para otimizar a gestão do ciclo de vida dos ativos com custos reduzidos.

IOT

Conecte sensores IoT para monitorar ativos críticos, permitindo a gestão preditiva, insights em tempo real e decisões proativas.

IA

Use IA generativa com dados de ativos e sensores para criar Centros de Comando de IA para uma gestão de ativos mais inteligente e orientada por dados.

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PPE

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Monitor field teams, assets, and IoT data for agility, reducing response times, creating alerts, and improving operational decisions.

Spare Parts

Manage digital warehouses for spare parts, tools, PPE, and consumables to simplify transfers, inventory, and storage.

Inventory

Manage spare parts and tools to reduce downtime, ensuring seamless operations without delays in maintenance tasks.

Materials

Plan, organize, and control materials to maintain flow, reduce costs, and ensure quality usage throughout operations.

Tracksis

Leverage IoT, wearables, and trackers to monitor assets, employees, and processes for smarter decisions in real time.

Vehicles

Optimize vehicle operations, track tires, manage repairs, inventory, and reduce fleet maintenance costs.

Fleet

Optimize vehicle management, track maintenance, safety, and routes while reducing operational costs for transport fleets.

Checklists:

Digitize and execute checklists for inspections, control, and data analysis, reducing reliance on spreadsheets.

OEE

Measure Overall Equipment Effectiveness using Availability, Performance, and Quality indexes to optimize productivity.

Operations

Manage industrial processes to transform raw materials into products efficiently across various sectors.

Machine Ledger

Maintain historical data of critical assets for analysis to improve reliability, performance, and availability.

EWO

Use Emergency Work Orders to analyze unexpected failures, create action plans, and prevent costly downtime.

Reliability (WCM)

Ensure systems or equipment function reliably over time without failure, improving operational durability.

Scheduling

Schedule Performance Index (SPI) measures time efficiency in projects by dividing earned value (EV) by planned value (PV).

Planning

Create preventive maintenance plans, inspection schedules, and asset lubrication routes for monthly or weekly plans.

Maintenance

Evite falhas de equipamentos com manutenção de rotina, garantindo economia de custos, longevidade dos ativos, segurança e confiabilidade operacional.

Integration ERPS MES

Integrate Hive4 with ERP/MES systems via Manusis Connect, enabling real-time data flow, improved efficiency, and better decisions.

Building Maintenance

Ensure systems like electrical, plumbing, and fire safety function, extending building life and avoiding failures.

3rd Party

Register service providers for asset maintenance, inspection, and routine service management.

Facilities

Manage physical spaces, utilities, and infrastructure to optimize company operations efficiently and reliably.

QRCode

Use QR codes to scan asset details instantly via smartphones for quick access to critical asset information.

GPS

Track teams and processes in real-time with GPS for better team and asset field management, ensuring fast customer response.

Risk Analysis

Use Permissões de Trabalho para garantir operações seguras, reduzindo riscos e validando a conclusão de tarefas para locais de trabalho mais seguros.

Safety

Digitalize safety procedures to ensure compliance and a safe work environment during asset maintenance.

Digital Twin

Integrate IoT and AI to build Digital Twins, unifying data to optimize asset lifecycle management at reduced costs.

IOT

Connect IoT sensors to monitor critical assets, enabling predictive management, real-time insights, and proactive decisions.

IA

Use generative AI with asset data and sensors to create AI Command Centers for smarter, data-driven asset management.