Intelligent maritime emission reporting and compliance system

A method for calculating CO2 emissions in maritime vessels, the method comprising:

• collecting maritime emission reporting and compliance system related data using a maritime emission reporting and compliance system, the maritime emission reporting and compliance system comprising:
• an Intrusion Detection System (IDS) for ship security monitoring, connected to Operational Technology (OT) systems via secure protocols, incorporating Test Access Point (TAP) and Switched Port Analyzer (SPAN) functionalities for real-time data exchange, wherein the IDS is configured to provide:
• video feeds configured to visually monitor ship compartments, audio recordings configured for auditory surveillance of ship activities, and network activity logs facilitating digital security analysis and anomaly detection;
• an Automatic Identification System (AIS);
• on-board sensors;
• navigation systems;
• remote sensing devices, including:
• Light Detection and Ranging (LIDAR) sensors configured to measure particulate matter, ozone, and nitrogen dioxide levels in the atmosphere, and
• Sound Navigation and Ranging (SONAR) sensors configured to assess water temperature, salinity, and depth in the sea;
• and
• Long Short-Term Memory (LSTM) neural networks configured to process diverse data variables from the IDS, the on-board sensors, the navigation systems, the AIS, and the remote sensing devices;
• the AIS being configured to generate data tracking ship location, speed, and course, utilizing radio and satellite communication technologies, the data being indicative of ship location coordinates for real-time position tracking, ship speed data for velocity analysis, and course information for directional monitoring;
• the navigation systems being configured to utilize ship route, speed, and environmental parameters, the navigation systems integrating Global Positioning System (GPS) sensors for precise location tracking in all weather conditions, and gyroscopic sensors for generating accurate ship orientation data during movements;
• the on-board sensors being configured to deliver real-time data on engine performance, fuel consumption, and emissions, the on-board sensors including:
• temperature sensors configured to measure engine heat levels with precision,
• pressure sensors configured to detect changes in engine pressure accurately,
• gas analyzers configured to record levels of CO2, NOx, and SOx emissions reliable, and
• particulate matter sensors configured to analyze fine pollutants in emissions comprehensively;
• and
• at least one of the LTSM neural networks being configured to utilize the following emission calculation formula for precise CO2 emission calculations:
• CO
• 2
• ⁢
• Emissions
• =
• ∑
• i
• =
• 1
• n
• ⁢
• Fuel
• ⁢
• Consumption
• i
• ×
• Emission
• ⁢
• Factor
• i
• Where
• Fuel Consumption represents engine fuel consumption, and
• Emission Factor represents the engine CO2 emission factor;
• and
• optimizing emission calculations based on ship type, load, and environmental conditions.

A non-transitory computer-readable storage medium containing instructions that, when executed, cause a computer to perform operations comprising:

• receiving maritime emission reporting and compliance system related data from a maritime emission reporting and compliance system comprising:
• an Intrusion Detection System (IDS) for ship security monitoring, connected to Operational Technology (OT) systems via secure protocols, incorporating Test Access Point (TAP) and Switched Port Analyzer (SPAN) functionalities for real-time data exchange, wherein the IDS is configured to provide:
• video feeds configured to visually monitor ship compartments, audio recordings configured for auditory surveillance of ship activities, and network activity logs facilitating digital security analysis and anomaly detection;
• an Automatic Identification System (AIS);
• on-board sensors;
• navigation systems;
• remote sensing devices, including:
• Light Detection and Ranging (LIDAR) sensors configured to measure particulate matter, ozone, and nitrogen dioxide levels in the atmosphere, and
• Sound Navigation and Ranging (SONAR) sensors configured to assess water temperature, salinity, and depth in the sea;
• and
• Long Short-Term Memory (LSTM) neural networks configured to process diverse data variables from the IDS, the on-board sensors, the navigation systems, the AIS, and the remote sensing devices;
• the AIS being configured to generate data tracking ship location, speed, and course, utilizing radio and satellite communication technologies, the data being indicative of ship location coordinates for real-time position tracking, ship speed data for velocity analysis, and course information for directional monitoring;
• the navigation systems being configured to utilize ship route, speed, and environmental parameters, the navigation systems integrating Global Positioning System (GPS) sensors for precise location tracking in all weather conditions, and gyroscopic sensors for generating accurate ship orientation data during movements;
• the on-board sensors being configured to deliver real-time data on engine performance, fuel consumption, and emissions, the on-board sensors including:
• temperature sensors configured to measure engine heat levels with precision,
• pressure sensors configured to detect changes in engine pressure accurately,
• gas analyzers configured to record levels of CO2, NOx, and SOx emissions reliable, and
• particulate matter sensors configured to analyze fine pollutants in emissions comprehensively;
• and
• at least one of the LTSM neural networks being configured to utilize the following emission calculation formula for precise CO2 emission calculations:
• CO
• 2
• ⁢
• Emissions
• =
• ∑
• i
• =
• 1
• n
• ⁢
• Fuel
• ⁢
• Consumption
• i
• ×
• Emission
• ⁢
• Factor
• i
• Where
• Fuel Consumption represents engine fuel consumption, and
• Emission Factor represents the engine CO2 emission factor;
• and
• generating reports for maritime emission compliance following at least one predetermined guideline, based on the received maritime emission reporting and compliance system related data.