# Energy-Consumption-Analysis-and-Predictive-Modelling-for-Grid-Optimization-in-Tetouan-Morocco.
## Executive Report: Analysis of Tétouan City Energy Consumption
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### **1. Overview of the Study**
This report presents key findings from an in-depth analysis of energy consumption in Tétouan, Morocco. The dataset used for this analysis contains 52,416 observations recorded at 10-minute intervals, covering electricity consumption across three zones (Quads, Smir, and Boussafou) managed by Amendis. The study aims to uncover trends in electricity demand and identify factors influencing consumption.
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### **2. Key Findings**
#### **A. Electricity Consumption Trends**
- **Average Power Consumption:**
- Zone 1: 32,344 kW
- Zone 2: 21,042 kW
- Zone 3: 17,835 kW
- **Peak Demand:**
- Zone 1 reached a maximum of 52,204 kW.
- Zone 2 peaked at 37,408 kW.
- Zone 3 recorded a maximum of 47,598 kW.
- **Seasonal Variations:** Electricity demand exhibited significant fluctuations influenced by temperature and humidity levels.
#### **B. Environmental Factors Impacting Consumption**
- **Temperature:** Average temperature was $$18.81^\circ C$$, with a range from $$3.25^\circ C$$ to $$40.01^\circ C$$. Higher temperatures correlated with increased electricity usage due to cooling demands.
- **Humidity:** Average humidity was $$68.26\%$$, with higher humidity levels showing a moderate impact on energy consumption patterns.
- **Diffuse Energy Flows:** General diffuse flows (average: $$182.7$$) and diffuse flows (average: $$75.0$$) were analyzed to understand their role in solar energy distribution and its indirect effects on power demand.
#### **C. Temporal Patterns**
- Electricity consumption was higher during working hours and weekdays compared to weekends.
- Seasonal peaks were observed during summer months due to increased cooling needs.
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### **3. Operational Insights**
#### **A. Energy Distribution by Zones**
- Zone 1 consistently had the highest energy demand, followed …