Model: Lauther/measuring-embeddings-v5.1
Author: Lauther
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3630, loss:CoSENTLoss, dataset:Lauther/measuring-embeddings-v5, arxiv:1908.10084, base_model:intfloat/multilingual-e5-large-instruct, base_model:finetune:intfloat/multilingual-e5-large-instruct, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: intfloat/multilingual-e5-large-instruct
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3630, loss:CoSENTLoss
base_model: intfloat/multilingual-e5-large-instruct
widget: source_sentence: equipment database
sentences: What is uncertainty?
Uncertainty is a measure of confidence in the precision and reliability of results obtained from equipment or measurement systems. It quantifies the potential error or margin of error in measurements.

Types of uncertainty:
There are two main types of uncertainty:
1. Uncertainty of magnitudes (variables):
    - Refers to the uncertainty of specific variables, such as temperature or pressure.
    - It is calculated after calibrating a device or obtained from the **equipment** manufacturer's manual.
    - This uncertainty serves as a starting point for further calculations related to the equipment.

2. Uncertainty of the measurement system:
    - Refers to the uncertainty calculated for the overall flow measurement.
    - It depends on the uncertainties of the individual variables (magnitudes) and represents the combined margin of error for the entire system.

Key points:
- The uncertainties of magnitudes (variables) are the foundation for calculating the uncertainty of the measurement system. Think of them as the "building blocks."
- Do not confuse the two types of uncertainty:
    - **Uncertainty of magnitudes/variables**: Specific to individual variables (e.g., temperature, pressure).
    - **Uncertainty of the measurement system**: Specific to the overall flow measurement., What is a flow computer?
A flow computer is a device used in measurement engineering. It collects analog and digital data from flow meters and other sensors.

Key features of a flow computer:
- It has a unique name, firmware version, and manufacturer information.
- It is designed to record and process data such as temperature, pressure, and fluid volume (for gases or oils)., What is an Equipment Type?
An Equipment Type defines a category of measurement or monitoring devices used in a system. Each type of equipment is classified based on its function, the physical magnitude it measures, and its associated measurement unit.

Key Aspects of Equipment Types:
- Categorization: Equipment types include devices like transmitters, thermometers, and other measurement instruments.
- Classification: Equipment can be primary (directly involved in measurement) or secondary (supporting measurement processes).
- Measurement Unit: Each equipment type is linked to a unit of measure (e.g., °C for temperature, psi for pressure).
- Measured Magnitude: Defines what the equipment measures (e.g., temperature, pressure, volume).
Understanding equipment types ensures correct data interpretation, proper calibration, and accurate measurement within a system., source_sentence: transmitter calibration record
sentences: What is a Measurement Type?
Measurement types define the classification of measurements used within a system based on their purpose and regulatory requirements. These types include **fiscal**, **appropriation**, **operational**, and **custody** measurements.  

- **Fiscal measurements** are used for tax and regulatory reporting, ensuring accurate financial transactions based on measured quantities.  
- **Appropriation measurements** track resource allocation and ownership distribution among stakeholders.  
- **Operational measurements** support real-time monitoring and process optimization within industrial operations.  
- **Custody measurements** are essential for legal and contractual transactions, ensuring precise handover of fluids between parties.  

These classifications play a crucial role in compliance, financial accuracy, and operational efficiency across industries such as oil and gas, water management, and energy distribution.  , What is a Fluid?
A Fluid is the substance measured within a measurement system. It can be a gas or liquid, such as hydrocarbons, water, or other industrial fluids. Proper classification of fluids is essential for ensuring measurement accuracy, regulatory compliance, and operational efficiency. By identifying fluids correctly, the system applies the appropriate measurement techniques, processing methods, and reporting standards., What is a measurement system?
**Measurement systems** are essential components in industrial measurement and processing. They are identified by a unique **Tag** and are associated with a specific **installation** and **fluid type**. These systems utilize different **measurement technologies**, including **differential (DIF)** and **linear (LIN)**, depending on the application. Measurement systems can be classified based on their **application type**, such as **fiscal** or **custody transfer**.  , source_sentence: most recent calibration
sentences: What is a Fluid?
A Fluid is the substance measured within a measurement system. It can be a gas or liquid, such as hydrocarbons, water, or other industrial fluids. Proper classification of fluids is essential for ensuring measurement accuracy, regulatory compliance, and operational efficiency. By identifying fluids correctly, the system applies the appropriate measurement techniques, processing methods, and reporting standards., What is a Calibration Record?
A Calibration Record documents the calibration process of a specific equipment tag, ensuring that its measurements remain accurate and reliable. Calibration is a critical process in maintaining measurement precision and compliance with standards.

Key Aspects of a Calibration Record:
- Calibration Date: The exact date when the calibration was performed, crucial for tracking maintenance schedules.
- Certification Number: A unique identifier for the calibration certificate, providing traceability and verification of compliance.
- Range Values: The minimum and maximum measurement values covered during the calibration process.
- Calibration Status: Indicates whether the calibration was approved or saved for further review.
- Associated Units: Specifies the measurement units used in calibration (e.g., °C, psi).
- Associated Equipment Tag ID: Links the calibration record to a specific equipment tag, ensuring traceability of measurement instruments.
Calibration records play a fundamental role in quality assurance, helping maintain measurement integrity and regulatory compliance., What is a report index or historic index?
Indexes represent the recorded reports generated by flow computers, classified into two types: 
- **Hourly reports Index**: Store data for hourly events.
- **Daily reports Index**: Strore data for daily events.

These reports, also referred to as historical data or flow computer historical records, contain raw, first-hand measurements directly collected from the flow computer. The data has not been processed or used in any calculations, preserving its original state for analysis or validation.

The index is essential for locating specific values within the report., source_sentence: measurement system tag EMED-3102-02-010
sentences: What is a report index or historic index?
Indexes represent the recorded reports generated by flow computers, classified into two types: 
- **Hourly reports Index**: Store data for hourly events.
- **Daily reports Index**: Strore data for daily events.

These reports, also referred to as historical data or flow computer historical records, contain raw, first-hand measurements directly collected from the flow computer. The data has not been processed or used in any calculations, preserving its original state for analysis or validation.

The index is essential for locating specific values within the report., What is uncertainty?
Uncertainty is a measure of confidence in the precision and reliability of results obtained from equipment or measurement systems. It quantifies the potential error or margin of error in measurements.

Types of uncertainty:
There are two main types of uncertainty:
1. Uncertainty of magnitudes (variables):
    - Refers to the uncertainty of specific variables, such as temperature or pressure.
    - It is calculated after calibrating a device or obtained from the **equipment** manufacturer's manual.
    - This uncertainty serves as a starting point for further calculations related to the equipment.

2. Uncertainty of the measurement system:
    - Refers to the uncertainty calculated for the overall flow measurement.
    - It depends on the uncertainties of the individual variables (magnitudes) and represents the combined margin of error for the entire system.

Key points:
- The uncertainties of magnitudes (variables) are the foundation for calculating the uncertainty of the measurement system. Think of them as the "building blocks."
- Do not confuse the two types of uncertainty:
    - **Uncertainty of magnitudes/variables**: Specific to individual variables (e.g., temperature, pressure).
    - **Uncertainty of the measurement system**: Specific to the overall flow measurement., What is a Magnitude?
A magnitude/variable represents a physical magnitude measured by the system, such as temperature, pressure, or volume. It plays a crucial role in monitoring and analyzing system performance. Each variable has a status that indicates whether it is active (ACT) or inactive (INA), ensuring proper identification and usage within measurement processes., source_sentence: list of measurement systems
sentences: What is a Calibration Record?
A Calibration Record documents the calibration process of a specific equipment tag, ensuring that its measurements remain accurate and reliable. Calibration is a critical process in maintaining measurement precision and compliance with standards.

Key Aspects of a Calibration Record:
- Calibration Date: The exact date when the calibration was performed, crucial for tracking maintenance schedules.
- Certification Number: A unique identifier for the calibration certificate, providing traceability and verification of compliance.
- Range Values: The minimum and maximum measurement values covered during the calibration process.
- Calibration Status: Indicates whether the calibration was approved or saved for further review.
- Associated Units: Specifies the measurement units used in calibration (e.g., °C, psi).
- Associated Equipment Tag ID: Links the calibration record to a specific equipment tag, ensuring traceability of measurement instruments.
Calibration records play a fundamental role in quality assurance, helping maintain measurement integrity and regulatory compliance., What is a measurement system?
**Measurement systems** are essential components in industrial measurement and processing. They are identified by a unique **Tag** and are associated with a specific **installation** and **fluid type**. These systems utilize different **measurement technologies**, including **differential (DIF)** and **linear (LIN)**, depending on the application. Measurement systems can be classified based on their **application type**, such as **fiscal** or **custody transfer**.  , What is a Calibration Point?
A Calibration Point represents a specific data entry in a calibration process, comparing an expected reference value to an actual measured value. These points are fundamental in ensuring measurement accuracy and identifying deviations.

Key Aspects of Calibration Points:
- Calibration Report Association: Each calibration point belongs to a specific calibration report, linking it to a broader calibration procedure.
- Reference Values: Theoretical or expected values used as a benchmark for measurement validation.
- Measured Values: The actual recorded values during calibration, reflecting the instrument’s response.
- Errors: The difference between reference and measured values, indicating possible measurement inaccuracies.
Calibration points are essential for evaluating instrument performance, ensuring compliance with standards, and maintaining measurement reliability.
datasets: Lauther/measuring-embeddings-v5
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-03-28 01:27:48