Data Center Engineer · Machine Learning

Ruben Ruiz
Madrigal

Telecommunications Engineer & Data Center Specialist

I reduce energy consumption in critical infrastructures by up to 24% through Machine Learning models and advanced operations analysis.

Ruben Ruiz Madrigal
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Maximum Energy Reduction
0%
Minimum Guaranteed Reduction
0
Telecommunications Engineer
0%
Focus on Critical Infrastructure

Expert in
Critical Operations

I am an engineer specialized in the analysis of operations in critical facilities — primarily data centers — with a focus on energy efficiency measured as PUE (Power Usage Effectiveness).

I combine telecommunications engineering, data analysis and Machine Learning models to identify operational inefficiencies and reduce both energy consumption and operating expenses in a sustainable and measurable way.

Data Centers PUE Optimization Machine Learning Energy Efficiency Critical Infrastructure Operations Analysis Telecommunications OPEX Reduction

Expertise Level

Data Center Analysis (PUE) 95%
Applied Machine Learning 90%
Energy Efficiency 92%
OPEX Reduction 88%
Critical Infrastructure 94%

What can I do
for your infrastructure?

PUE Reduction

Deep analysis of your data center's energy efficiency using PUE metrics. Data-driven strategies implemented to reduce consumption by up to 24%.

🤖

Machine Learning Models

Development of predictive and optimization models tailored to data center operations. Anomaly detection, load forecasting and automatic resource optimization.

📊

Operations Analysis

Comprehensive evaluation of operational processes in critical facilities. Identification of hidden inefficiencies and an action plan with measurable ROI from the first month.

💰

OPEX Reduction

Proven strategies to reduce operating expenses without compromising the availability or reliability of critical infrastructure.

🌡️

Thermal Management

Optimization of cooling systems and heat distribution. Models that predict hot spots and dynamically adjust HVAC systems for maximum efficiency.

🔒

Critical Infrastructure

Specialized consulting for data centers and mission-critical facilities. 24/7 availability guaranteed while optimizing energy consumption.

Proven
Achievements

🎯

Energy Reduction up to 24%

ML models applied in data centers with measurable results ranging from 12% to 24% reduction in total energy consumption.

📉

PUE Optimization

Continuous analysis and improvement of Power Usage Effectiveness in critical infrastructures, bringing PUE closer to the ideal value of 1.0.

🧠

Proprietary Predictive Models

Creation of Machine Learning algorithms specifically designed for data center operations, with real-time learning capabilities.

💼

OPEX Reduction

Implemented strategies that significantly reduce operating expenses without compromising infrastructure availability.

Energy Consumption Reduction

Project A — Enterprise Data Center -24%
Project B — Colocation Center -19%
Project C — Edge Data Center -15%
Project D — Regional Data Center -12%

Target PUE Achieved

vs. industry average of 1.58
(24% savings in total energy)

Machine Learning
for Data Centers

Predictive Load Models

Algorithms that anticipate energy demand peaks hours in advance, allowing cooling and power distribution systems to be adjusted before they occur, eliminating unnecessary over-provisioning.

-18% in cooling consumption

Anomaly Detection

Models trained to detect anomalous behavior in real time: heat leaks, inefficient equipment, suboptimal configurations. Automatic alerts before they become critical incidents.

-35% in unplanned incidents

Real-Time PUE Optimization

Continuous adjustment system that monitors PUE minute by minute and proposes — or automatically applies — changes to operational parameters to maintain efficiency at its optimal point.

1.2 Target PUE (vs. 1.58 industry avg)

Intelligent OPEX Reduction

Analysis of all operational cost vectors: energy, maintenance, personnel, contracts. The model identifies the highest ROI and prioritizes actions with the greatest immediate economic impact.

-24% in total operating expenses

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Ready to Reduce
Your Energy Consumption?

Let's talk about your infrastructure. I analyze your current situation and give you a diagnosis with your energy and cost savings potential.