Resilient smart grid demand response communications utilizing hybrid sensor-LTE network with multihop routing
•
0 likes•283 views
The document describes experiments testing multi-hop traffic using LTE networks with 1 or 2 mobile hop frequencies and base stations. It analyzes uplink and downlink traffic under different scenarios: with the base station lost or connected, using 1 or 2 mobile hop frequencies, and with traffic taking 1, 2, or 3 hops. Key metrics measured include packet delivery ratio, peak load, and delay for each scenario and hop.
Report
Share
Report
Share
Download to read offline
![16 17 18 19 20
21 22 23 24 25
26 27 28 29 30
CLH 1
25 RTUs
2 3 4 5
6 7 8 9 10
11 12 13 14 15
LTE
eNB 1
LTE
eNB 2
Not connected to any eNB
(15-35 min)
eNB 1 shut down
(15 - 35 min)
eNB 2 working
correctly
Connected to
eNB 2
Hop 1
Hop 2
Hop 3
1 2 1 2 1
1 2 1 2 1
1 2 1 2 1
MH freq.
1
2 1 2 1
1 2 1 2 1
1 2 1 2 1
LTE
eNB 1
LTE
eNB 2
One MH
frequency
Two MH
frequencies
Multi-hop UL traffic (BST lost), 2 MH. freq. (99.6), (99.5), [1.7 kB/s] (99.6), (99.7), [2.3 kB/s] (99.0),(97.9), [12.5 kB/s]
Multi-hop DL traffic (BST lost), 2 MH freq. (99.1), (99.3), [0.4 kB/s] (99.1), (99.2),[0.4 kB/s] (99.2), (95.8), [0.4 kB/s]
Multi-hop UL traffic (BST lost), 1 MH freq. (99.6), (99.2), [1.7 kB/s] (99.5),(98.6), [2.3 kB/s] (43.2), (55.3), [12.5 kB/s]
Multi-hop DL traffic (BST lost), 1 MH freq. (99.0), (99.0), [0.4 kB/s] (99.0), (98.2), [0.4 kB/s] (42.1), (36.7), [0.4 kB/s]
UL traffic (BST connected) (99.9), (99.9), [2.6 kB/s] (99.9), (99.9), [4.1 kB/s] (99.8), (99.8), [22.2 kB/s]
DL traffic (BST connected) (99.9), (99.9), [0.8 kB/s] (99.9), (99.9), [0.8 kB/s] (99.8), (99.8), [0.8 kB/s]
Multi-hop UL traffic (BST lost), 2 MH. freq. 0.036, 2.916,0.162 0.038, 2.764, 0.172 0.049, 5.849, 1.229
Multi-hop DL traffic (BST lost), 2 MH freq. 0.036, 0.542,0.160 0.008, 0.617, 0.170 0.008, 6.106, 1.213
Multi-hop UL traffic (BST lost), 1 MH freq. 0.039, 3.263,0.183 0.040, 3.357, 0.220 0.146, 436.186, 131.800
Multi-hop DL traffic (BST lost), 1 MH freq. 0.038, 0.650,0.174 0.038, 1.131, 0.214 2.494, 255.162, 82.324
UL traffic (BST connected) 0.014, 0.074, 0.021 0.014, 0.086, 0.021 0.014, 0.115, 0.021
DL traffic (BST connected) 0.005, 0.059, 0.009 0.005, 0.082, 0.009 0.005, 0.097, 0.009
Traffic
(packet delivery ratio), [peak load]
SG Case 1
SF order (SO3), (SO4)
SG Case 2
(SO3), (SO4)
SG Case 3
(SO3), (SO4)
Multi-hop traffic with 3 hops and SO3
(delay is seconds)
SG Case 1
(min), (max) and (aver)
SG Case 2
(min), (max) and (aver)
SG Case 3
(min), (max) and(aver)](https://image.slidesharecdn.com/15posters-150211012957-conversion-gate02/85/Resilient-smart-grid-demand-response-communications-utilizing-hybrid-sensor-LTE-network-with-multihop-routing-1-320.jpg)
Recommended
2016 SRC Presentation
This document contains two graphs showing the relationship between central density and rotation frequency. The first graph shows how central density increases as central rotation frequency increases from 0 to 30 kHz. The second graph shows a similar relationship between central density and wall rotation frequency from 0 to 6 kHz. Both graphs demonstrate that increasing rotation frequency is correlated with higher central density.
IoT Implementation of Sensor Data Acquisition in Surveillance Applications - ...
This document describes an IoT-based surveillance system that uses sensors to acquire data. A Raspberry Pi is used as a gateway device connected to sensors on a Sensor Tag to measure environment variables. The sensor data is published to the cloud using MQTT protocol and can be monitored remotely. A camera is also used to stream visual data to a server.
IoT Sensor Sensibility - Hull Digital - C4Di - Feb 2016
An Introduction to IoT. What is it, why does it matter and how can I get started. Introduces MQTT and talks about offline-first data collection using CouchDB and Cloudant replication. Hardware such as Raspberry Pis and SensorTags are also discussed.
Smart Irrigation System: Hardware Architecture for WaRM project
A presentation I gave at the 2-day Workshop on Field and Assistive Robotics (WFAR'10) at Dagstuhl, Saarland, Germany.
The workshop was led by Prof. Dr. Karsten Berns and was attended by faculty and students from TU Kaiserslautern, University of Central Punjab, UET Lahore, LUMS and NED University.
The presentation describes the hardware architecture of two prototypes that have been developed by KFRL, NED University for Smart Irrigation System. This work is being done under the umbrella of DAAD funded project titled Water Resource Management (WaRM). WaRM is a collaboration between KFRL, NED University - based in Pakistan - and DFKI, which is based in Germany.
Intelligent vehicle control based on identification of road signs by solar po...
This document proposes using solar-powered RFID technology to automatically control vehicle speeds based on road signs. An RFID reader in the vehicle detects the speed limit from an active RFID tag attached to a sign. This reference speed and the vehicle's actual speed, measured by a sensor, are inputs to an electronic control unit. The ECU then controls the vehicle's speed through two proposed methods - adjusting the fuel pump to reduce fuel intake, or activating an electro-hydraulic braking system. This system aims to reduce traffic violations by automatically enforcing speed limits without needing infrastructure in rural areas, as the signs are solar powered.
Servicio de atención integral para pacientes pediatricos con vihsida
El documento describe el servicio de atención integral para pacientes pediátricos con VIH/SIDA en el estado de Tlaxcala, México. El servicio brinda atención médica, psicológica, nutrición, trabajo social, odontología, enfermería, farmacia y hospitalización gratuitas a pacientes pediátricos y menores con VIH/SIDA. El área responsable es el Hospital Infantil de Tlaxcala.
Recommended
2016 SRC Presentation
This document contains two graphs showing the relationship between central density and rotation frequency. The first graph shows how central density increases as central rotation frequency increases from 0 to 30 kHz. The second graph shows a similar relationship between central density and wall rotation frequency from 0 to 6 kHz. Both graphs demonstrate that increasing rotation frequency is correlated with higher central density.
IoT Implementation of Sensor Data Acquisition in Surveillance Applications - ...
This document describes an IoT-based surveillance system that uses sensors to acquire data. A Raspberry Pi is used as a gateway device connected to sensors on a Sensor Tag to measure environment variables. The sensor data is published to the cloud using MQTT protocol and can be monitored remotely. A camera is also used to stream visual data to a server.
IoT Sensor Sensibility - Hull Digital - C4Di - Feb 2016
An Introduction to IoT. What is it, why does it matter and how can I get started. Introduces MQTT and talks about offline-first data collection using CouchDB and Cloudant replication. Hardware such as Raspberry Pis and SensorTags are also discussed.
Smart Irrigation System: Hardware Architecture for WaRM project
A presentation I gave at the 2-day Workshop on Field and Assistive Robotics (WFAR'10) at Dagstuhl, Saarland, Germany.
The workshop was led by Prof. Dr. Karsten Berns and was attended by faculty and students from TU Kaiserslautern, University of Central Punjab, UET Lahore, LUMS and NED University.
The presentation describes the hardware architecture of two prototypes that have been developed by KFRL, NED University for Smart Irrigation System. This work is being done under the umbrella of DAAD funded project titled Water Resource Management (WaRM). WaRM is a collaboration between KFRL, NED University - based in Pakistan - and DFKI, which is based in Germany.
Intelligent vehicle control based on identification of road signs by solar po...
This document proposes using solar-powered RFID technology to automatically control vehicle speeds based on road signs. An RFID reader in the vehicle detects the speed limit from an active RFID tag attached to a sign. This reference speed and the vehicle's actual speed, measured by a sensor, are inputs to an electronic control unit. The ECU then controls the vehicle's speed through two proposed methods - adjusting the fuel pump to reduce fuel intake, or activating an electro-hydraulic braking system. This system aims to reduce traffic violations by automatically enforcing speed limits without needing infrastructure in rural areas, as the signs are solar powered.
Servicio de atención integral para pacientes pediatricos con vihsida
El documento describe el servicio de atención integral para pacientes pediátricos con VIH/SIDA en el estado de Tlaxcala, México. El servicio brinda atención médica, psicológica, nutrición, trabajo social, odontología, enfermería, farmacia y hospitalización gratuitas a pacientes pediátricos y menores con VIH/SIDA. El área responsable es el Hospital Infantil de Tlaxcala.
evol Marketing
Your customers are accessing your business from their mobile devices more than ever. To stay competitive, businesses need to have a mobile-optimized website or app that provides customers a seamless experience no matter how they choose to interact with the company. Having a mobile presence allows businesses to meet customers where they are and strengthen customer relationships through increased engagement and sales.
Cuestionario sentimiento comunitario
El documento presenta un cuestionario de 20 preguntas para evaluar el interés social y la capacidad de cooperación de una persona. Las preguntas cubren cinco indicadores: empatía, pertenencia, cooperación, solidaridad y afán de poder. Los participantes puntúan cada pregunta de 0 a 3 y suman sus respuestas para determinar su nivel de desarrollo del sentimiento comunitario, que puede ser muy poco, poco, algo o bastante desarrollado. El documento instruye a los estudiantes a completar el cuestionario, calcular sus puntajes y analizar
Canales endémicos, morbilidad por institución, edad y sexo
Este documento describe el trámite de Canales Endémicos, Morbilidad por Institución, Edad y Sexo realizado por la Secretaría de Salud de Tlaxcala. El trámite consiste en un estudio basado en gráficas que mide y controla las enfermedades de la población y aplica medidas preventivas cuando los porcentajes de morbilidad exceden ciertos límites. Para realizar el trámite, se debe enviar una solicitud al Secretario de Salud de Tlaxcala con dos días de anticipación.
Lenwood E Resume
Lenwood E. Smith is seeking a position that utilizes his 14 years of experience in customer service, sales, and support. He has a background in account management, problem solving, sales staff support, and implementing systems. His objective is to secure a long-term position with a stable organization. He has proficiency with Microsoft Office, Salesforce, SAP, and CRM. He also has experience in customer service, scheduling, file organization, and adapting to fast-paced environments.
Red concetual de evaluación
Este documento describe diferentes procesos relacionados con la evaluación educativa, incluyendo la evaluación, acreditación, control y calificación. La evaluación es un proceso dinámico y continuo para verificar los logros de los estudiantes y mejorar los métodos educativos, mientras que la acreditación garantiza la calidad de las instituciones educativas. El control monitorea el desarrollo de las actividades educativas y la calificación mide el nivel de conocimientos de los estudiantes.
Sla children's-newsletter-2014
The document provides information about the Stratford Library's summer reading and programming for children. It describes that summer reading registration begins on June 2nd for two programs - Read to Me for non-readers and a reading challenge for independent readers ages 5-12. It also lists weekly storytimes from June 24th to August 8th and various summer programs for children from June through August, including science programs, crafts, music and dance activities. It concludes with information about end of summer celebrations in August.
etiquetado de los productos y aparatos que contengan determinados gases fluor...
Este documento establece los requisitos de etiquetado para productos y aparatos que contengan gases fluorados de efecto invernadero en la Unión Europea. Requiere que las etiquetas incluyan el nombre químico del gas, la cantidad en kilogramos y si está herméticamente sellado. También requiere etiquetas adicionales para productos aislados con espuma inyectada con gases fluorados y deja espacio para actualizar la cantidad si se añaden gases después.
SGEM Results Seminar 20.11.2014 Posters
All posters presented during the Smart Grids and Energy Markets (SGEM) research programme results seminar on 20.11.2014
หน่วยที่ 4 อุปกรณ์เครือข่าย
This document discusses different networking components such as routers, switches, hubs, Ethernet cards, modems, access points, wireless cards, UTP cable, fiber optic cable, and duplex modes. Routers, switches, hubs, Ethernet cards, modems, and access points are described along with their functions and common bandwidths which range from 10 Mbps to 1000 Mbps. UTP and fiber optic cabling types are also defined along with cable standards and distance capabilities. Finally, half and full duplex transmission modes are introduced.
3a. Speech Coders
The document discusses speech codecs and wireless local loop (WLL) systems. It explains that speech codecs aim to reduce bit rates while maintaining quality in order to accommodate more speech channels within the same transmission bandwidth. This is possible due to redundancies in human speech and the perceptual limits of the human ear. Lower bit rate codecs are more complex, introduce more delay but are also cheaper. Codec performance is evaluated based on metrics like bit rate, quality and complexity. WLL systems use cells and sectors to serve subscribers via base stations within a given bandwidth. Codecs play a key role in improving the capacity of these systems.
2G Topology
Book celebrating 45 years since the 1st mobile phone call. It explains all the interfaces and equiment that forms the 2G GSM Network. Illustrations and texts by Pedro Vieira.
Mag Layers Products
Please view our basic product presentation, send a request to see our LTCC and wireless component presentation!
IMS2016 Session WE3H
This document presents a novel 30-90 GHz singly balanced mixer with broadband LO/IF capabilities. The mixer uses a novel compensated Marchand balun and a mixing core with three transistors to provide constant transconductance over a wide IF bandwidth. Simulation and measurement results show the mixer achieves conversion gains between -5.8 to -11.8 dB and 3-dB IF bandwidths from 1.8 to 26 GHz, with LO frequencies from 30 to 90 GHz. The mixer has a small chip size of 0.389mm2 and consumes 0.6mW of DC power.
Lte and 16m technology comparasion v0.1
This document compares key performance metrics between LTE, WiMAX 16m, and IMT-Advanced technologies. It finds that LTE and WiMAX 16m have similar peak data rates and average data rates for downlink transmissions, but LTE has lower latency. For mobility performance, LTE and IMT-Advanced can support higher speeds compared to WiMAX 16m while maintaining spectral efficiency. Handover interruption times are also improved in LTE and IMT-Advanced.
GPRS/EDGE Basics / knowledge sharing
This Presentation Gives Basics of GPRS and EDGE Network. With Brief Introduction to Advanced Ideas are shared in these slides.
Combining Two Datasets into a Single Map Animation
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Variogram-derived measures for QC purposes
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Quality Control and Measurement Uncertainty
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
MMEA Platform
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
More Related Content
Viewers also liked
evol Marketing
Your customers are accessing your business from their mobile devices more than ever. To stay competitive, businesses need to have a mobile-optimized website or app that provides customers a seamless experience no matter how they choose to interact with the company. Having a mobile presence allows businesses to meet customers where they are and strengthen customer relationships through increased engagement and sales.
Cuestionario sentimiento comunitario
El documento presenta un cuestionario de 20 preguntas para evaluar el interés social y la capacidad de cooperación de una persona. Las preguntas cubren cinco indicadores: empatía, pertenencia, cooperación, solidaridad y afán de poder. Los participantes puntúan cada pregunta de 0 a 3 y suman sus respuestas para determinar su nivel de desarrollo del sentimiento comunitario, que puede ser muy poco, poco, algo o bastante desarrollado. El documento instruye a los estudiantes a completar el cuestionario, calcular sus puntajes y analizar
Canales endémicos, morbilidad por institución, edad y sexo
Este documento describe el trámite de Canales Endémicos, Morbilidad por Institución, Edad y Sexo realizado por la Secretaría de Salud de Tlaxcala. El trámite consiste en un estudio basado en gráficas que mide y controla las enfermedades de la población y aplica medidas preventivas cuando los porcentajes de morbilidad exceden ciertos límites. Para realizar el trámite, se debe enviar una solicitud al Secretario de Salud de Tlaxcala con dos días de anticipación.
Lenwood E Resume
Lenwood E. Smith is seeking a position that utilizes his 14 years of experience in customer service, sales, and support. He has a background in account management, problem solving, sales staff support, and implementing systems. His objective is to secure a long-term position with a stable organization. He has proficiency with Microsoft Office, Salesforce, SAP, and CRM. He also has experience in customer service, scheduling, file organization, and adapting to fast-paced environments.
Red concetual de evaluación
Este documento describe diferentes procesos relacionados con la evaluación educativa, incluyendo la evaluación, acreditación, control y calificación. La evaluación es un proceso dinámico y continuo para verificar los logros de los estudiantes y mejorar los métodos educativos, mientras que la acreditación garantiza la calidad de las instituciones educativas. El control monitorea el desarrollo de las actividades educativas y la calificación mide el nivel de conocimientos de los estudiantes.
Sla children's-newsletter-2014
The document provides information about the Stratford Library's summer reading and programming for children. It describes that summer reading registration begins on June 2nd for two programs - Read to Me for non-readers and a reading challenge for independent readers ages 5-12. It also lists weekly storytimes from June 24th to August 8th and various summer programs for children from June through August, including science programs, crafts, music and dance activities. It concludes with information about end of summer celebrations in August.
etiquetado de los productos y aparatos que contengan determinados gases fluor...
Este documento establece los requisitos de etiquetado para productos y aparatos que contengan gases fluorados de efecto invernadero en la Unión Europea. Requiere que las etiquetas incluyan el nombre químico del gas, la cantidad en kilogramos y si está herméticamente sellado. También requiere etiquetas adicionales para productos aislados con espuma inyectada con gases fluorados y deja espacio para actualizar la cantidad si se añaden gases después.
Viewers also liked (10)
Canales endémicos, morbilidad por institución, edad y sexo
Canales endémicos, morbilidad por institución, edad y sexo
etiquetado de los productos y aparatos que contengan determinados gases fluor...
etiquetado de los productos y aparatos que contengan determinados gases fluor...
Similar to Resilient smart grid demand response communications utilizing hybrid sensor-LTE network with multihop routing
SGEM Results Seminar 20.11.2014 Posters
All posters presented during the Smart Grids and Energy Markets (SGEM) research programme results seminar on 20.11.2014
หน่วยที่ 4 อุปกรณ์เครือข่าย
This document discusses different networking components such as routers, switches, hubs, Ethernet cards, modems, access points, wireless cards, UTP cable, fiber optic cable, and duplex modes. Routers, switches, hubs, Ethernet cards, modems, and access points are described along with their functions and common bandwidths which range from 10 Mbps to 1000 Mbps. UTP and fiber optic cabling types are also defined along with cable standards and distance capabilities. Finally, half and full duplex transmission modes are introduced.
3a. Speech Coders
The document discusses speech codecs and wireless local loop (WLL) systems. It explains that speech codecs aim to reduce bit rates while maintaining quality in order to accommodate more speech channels within the same transmission bandwidth. This is possible due to redundancies in human speech and the perceptual limits of the human ear. Lower bit rate codecs are more complex, introduce more delay but are also cheaper. Codec performance is evaluated based on metrics like bit rate, quality and complexity. WLL systems use cells and sectors to serve subscribers via base stations within a given bandwidth. Codecs play a key role in improving the capacity of these systems.
2G Topology
Book celebrating 45 years since the 1st mobile phone call. It explains all the interfaces and equiment that forms the 2G GSM Network. Illustrations and texts by Pedro Vieira.
Mag Layers Products
Please view our basic product presentation, send a request to see our LTCC and wireless component presentation!
IMS2016 Session WE3H
This document presents a novel 30-90 GHz singly balanced mixer with broadband LO/IF capabilities. The mixer uses a novel compensated Marchand balun and a mixing core with three transistors to provide constant transconductance over a wide IF bandwidth. Simulation and measurement results show the mixer achieves conversion gains between -5.8 to -11.8 dB and 3-dB IF bandwidths from 1.8 to 26 GHz, with LO frequencies from 30 to 90 GHz. The mixer has a small chip size of 0.389mm2 and consumes 0.6mW of DC power.
Lte and 16m technology comparasion v0.1
This document compares key performance metrics between LTE, WiMAX 16m, and IMT-Advanced technologies. It finds that LTE and WiMAX 16m have similar peak data rates and average data rates for downlink transmissions, but LTE has lower latency. For mobility performance, LTE and IMT-Advanced can support higher speeds compared to WiMAX 16m while maintaining spectral efficiency. Handover interruption times are also improved in LTE and IMT-Advanced.
GPRS/EDGE Basics / knowledge sharing
This Presentation Gives Basics of GPRS and EDGE Network. With Brief Introduction to Advanced Ideas are shared in these slides.
Similar to Resilient smart grid demand response communications utilizing hybrid sensor-LTE network with multihop routing (8)
More from CLEEN_Ltd
Combining Two Datasets into a Single Map Animation
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Variogram-derived measures for QC purposes
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Quality Control and Measurement Uncertainty
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
MMEA Platform
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Environmental Big Data: Business Perspective
This document discusses big data from a business perspective. It explains that big data can create value for organizations by making information more transparent and usable, enabling better performance monitoring, improving decision making, allowing more precise customer segmentation, and aiding product development. Big data creates opportunities for new business models and competitive advantages but also poses challenges such as measuring ROI, developing functional strategies, integrating diverse data sources, and ensuring security, governance, and privacy. The document then discusses how environmental big data from sources like satellite imagery can provide insights for businesses seeking sustainability.
Combining Various Data Sources
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Engaging Citizens – Participatory Sensing
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Controlling Environment Monitoring Networks
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Available data sources & Real-time data collection
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Introduction to data interoperability
The amount of environmental data is increasing, and the data would be valuable to the society if they are delivered to the right processes at the right time. In the seminar, we show examples of available data, how they are produced and processed, and how the data can be used in new innovative applications.
This presentation is part of the Environmental Data for Applications Seminar held on the 23rd of September 2015. The seminar was organised by the MMEA (Measurement, Measuring and Environmental Assessment) research programme under the Cleen Ltd (SHOK). The presentations are based on the research results related to environmental data interoperability. The participants included key players and partners in the field of environmental monitoring in Finland.
More info at www.mmea.fi
Water spray geoengineering to clean air pollution for mitigating severe haze ...
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the keynote presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Solutions for vehicular emission control and evaluation for urban aq attainme...
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the keynote presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Mmea program - from sensors to services. Keynote from Dr. Tero Eklin
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the keynote presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Keynote from Insigma group by Dr. Ying Lin
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the keynote presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Analytical model to determine the influence of building area size on subslab ...
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the keynote presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
激光云高仪在空气质量监测的应用
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Why ultrafines? Dr. Lei Dong presented by Markku Rajala
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Shenzhen demo Mr. Heikki Pentikäinen
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Measuring the filtration efficiency and particle indoor outdoor concentration...
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
Measuring megacity air by Miikka Dal Maso and Craes
CLEEN's MMEA program organised an international seminar on cleaner air - Outdoor and indoor air quality together with Zhejiang University and assistant organizer Insigma group.
This is one of the presentations in the seminar.
More info in www.mmea.fi
The cleantech field is expanding rapidly and Finnish companies are committed to working for a better environment in the fields of energy efficiency, air quality and monitoring. The world-class Cleantech know-how from Finland and the cooperation with Chinese partners and the results were highlighted in the MMEA seminar. Some of the leading Finnish cleantech companies together with Finnish and Chinese research institutions were present at the event. The seminars focused on cooperation between Finland and China concerning indoor and outdoor air quality and solutions to make them better.
More from CLEEN_Ltd (20)
Combining Two Datasets into a Single Map Animation
Combining Two Datasets into a Single Map Animation
Available data sources & Real-time data collection
Available data sources & Real-time data collection
Water spray geoengineering to clean air pollution for mitigating severe haze ...
Water spray geoengineering to clean air pollution for mitigating severe haze ...
Solutions for vehicular emission control and evaluation for urban aq attainme...
Solutions for vehicular emission control and evaluation for urban aq attainme...
Mmea program - from sensors to services. Keynote from Dr. Tero Eklin
Mmea program - from sensors to services. Keynote from Dr. Tero Eklin
Analytical model to determine the influence of building area size on subslab ...
Analytical model to determine the influence of building area size on subslab ...
Why ultrafines? Dr. Lei Dong presented by Markku Rajala
Why ultrafines? Dr. Lei Dong presented by Markku Rajala
Measuring the filtration efficiency and particle indoor outdoor concentration...
Measuring the filtration efficiency and particle indoor outdoor concentration...
Measuring megacity air by Miikka Dal Maso and Craes
Measuring megacity air by Miikka Dal Maso and Craes
Recently uploaded
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...Edge AI and Vision Alliance
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
Robin van Emden, Senior Director of Data Science at Network Optix, presents the “Building and Scaling AI Applications with the Nx AI Manager,” tutorial at the May 2024 Embedded Vision Summit.
In this presentation, van Emden covers the basics of scaling edge AI solutions using the Nx tool kit. He emphasizes the process of developing AI models and deploying them globally. He also showcases the conversion of AI models and the creation of effective edge AI pipelines, with a focus on pre-processing, model conversion, selecting the appropriate inference engine for the target hardware and post-processing.
van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.Programming Foundation Models with DSPy - Meetup Slides
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
As the digital landscape continually evolves, operating systems play a critical role in shaping user experiences and productivity. The launch of Nitrux Linux 3.5.0 marks a significant milestone, offering a robust alternative to traditional systems such as Windows 11. This article delves into the essence of Nitrux Linux 3.5.0, exploring its unique features, advantages, and how it stands as a compelling choice for both casual users and tech enthusiasts.
みなさんこんにちはこれ何文字まで入るの？40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの？えこ...
ここ3000字までしか入らないけどタイトルの方がたくさん文字入ると思います。
AI 101: An Introduction to the Basics and Impact of Artificial Intelligence
Imagine a world where machines not only perform tasks but also learn, adapt, and make decisions. This is the promise of Artificial Intelligence (AI), a technology that's not just enhancing our lives but revolutionizing entire industries.
Climate Impact of Software Testing at Nordic Testing Days
My slides at Nordic Testing Days 6.6.2024
Climate impact / sustainability of software testing discussed on the talk. ICT and testing must carry their part of global responsibility to help with the climat warming. We can minimize the carbon footprint but we can also have a carbon handprint, a positive impact on the climate. Quality characteristics can be added with sustainability, and then measured continuously. Test environments can be used less, and in smaller scale and on demand. Test techniques can be used in optimizing or minimizing number of tests. Test automation can be used to speed up testing.
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Discover the seamless integration of RPA (Robotic Process Automation), COMPOSER, and APM with AWS IDP enhanced with Slack notifications. Explore how these technologies converge to streamline workflows, optimize performance, and ensure secure access, all while leveraging the power of AWS IDP and real-time communication via Slack notifications.
“I’m still / I’m still / Chaining from the Block”
“An Outlook of the Ongoing and Future Relationship between Blockchain Technologies and Process-aware Information Systems.” Invited talk at the joint workshop on Blockchain for Information Systems (BC4IS) and Blockchain for Trusted Data Sharing (B4TDS), co-located with with the 36th International Conference on Advanced Information Systems Engineering (CAiSE), 3 June 2024, Limassol, Cyprus.
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
Dr. Sean Tan, Head of Data Science, Changi Airport Group
Discover how Changi Airport Group (CAG) leverages graph technologies and generative AI to revolutionize their search capabilities. This session delves into the unique search needs of CAG’s diverse passengers and customers, showcasing how graph data structures enhance the accuracy and relevance of AI-generated search results, mitigating the risk of “hallucinations” and improving the overall customer journey.
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
Removing Uninteresting Bytes in Software Fuzzing
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
Maruthi Prithivirajan, Head of ASEAN & IN Solution Architecture, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
Infrastructure Challenges in Scaling RAG with Custom AI models
Building Retrieval-Augmented Generation (RAG) systems with open-source and custom AI models is a complex task. This talk explores the challenges in productionizing RAG systems, including retrieval performance, response synthesis, and evaluation. We’ll discuss how to leverage open-source models like text embeddings, language models, and custom fine-tuned models to enhance RAG performance. Additionally, we’ll cover how BentoML can help orchestrate and scale these AI components efficiently, ensuring seamless deployment and management of RAG systems in the cloud.
Best 20 SEO Techniques To Improve Website Visibility In SERP
Boost your website's visibility with proven SEO techniques! Our latest blog dives into essential strategies to enhance your online presence, increase traffic, and rank higher on search engines. From keyword optimization to quality content creation, learn how to make your site stand out in the crowded digital landscape. Discover actionable tips and expert insights to elevate your SEO game.
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
Sudheer Mechineni, Head of Application Frameworks, Standard Chartered Bank
Discover how Standard Chartered Bank harnessed the power of Neo4j to transform complex data access challenges into a dynamic, scalable graph database solution. This keynote will cover their journey from initial adoption to deploying a fully automated, enterprise-grade causal cluster, highlighting key strategies for modelling organisational changes and ensuring robust disaster recovery. Learn how these innovations have not only enhanced Standard Chartered Bank’s data infrastructure but also positioned them as pioneers in the banking sector’s adoption of graph technology.
Full-RAG: A modern architecture for hyper-personalization
Mike Del Balso, CEO & Co-Founder at Tecton, presents "Full RAG," a novel approach to AI recommendation systems, aiming to push beyond the limitations of traditional models through a deep integration of contextual insights and real-time data, leveraging the Retrieval-Augmented Generation architecture. This talk will outline Full RAG's potential to significantly enhance personalization, address engineering challenges such as data management and model training, and introduce data enrichment with reranking as a key solution. Attendees will gain crucial insights into the importance of hyperpersonalization in AI, the capabilities of Full RAG for advanced personalization, and strategies for managing complex data integrations for deploying cutting-edge AI solutions.
20240609 QFM020 Irresponsible AI Reading List May 2024
Everything I found interesting about the irresponsible use of machine intelligence in May 2024
Video Streaming: Then, Now, and in the Future
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
Artificial Intelligence for XMLDevelopment
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
Recently uploaded (20)
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
“Building and Scaling AI Applications with the Nx AI Manager,” a Presentation...
Programming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup Slides
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
Goodbye Windows 11: Make Way for Nitrux Linux 3.5.0!
みなさんこんにちはこれ何文字まで入るの？40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの？えこ...
みなさんこんにちはこれ何文字まで入るの？40文字以下不可とか本当に意味わからないけどこれ限界文字数書いてないからマジでやばい文字数いけるんじゃないの？えこ...
AI 101: An Introduction to the Basics and Impact of Artificial Intelligence
AI 101: An Introduction to the Basics and Impact of Artificial Intelligence
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
GraphSummit Singapore | Neo4j Product Vision & Roadmap - Q2 2024
Infrastructure Challenges in Scaling RAG with Custom AI models
Infrastructure Challenges in Scaling RAG with Custom AI models
Best 20 SEO Techniques To Improve Website Visibility In SERP
Best 20 SEO Techniques To Improve Website Visibility In SERP
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
GraphSummit Singapore | Graphing Success: Revolutionising Organisational Stru...
Full-RAG: A modern architecture for hyper-personalization
Full-RAG: A modern architecture for hyper-personalization
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
Resilient smart grid demand response communications utilizing hybrid sensor-LTE network with multihop routing
- 1. 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 CLH 1 25 RTUs 2 3 4 5 6 7 8 9 10 11 12 13 14 15 LTE eNB 1 LTE eNB 2 Not connected to any eNB (15-35 min) eNB 1 shut down (15 - 35 min) eNB 2 working correctly Connected to eNB 2 Hop 1 Hop 2 Hop 3 1 2 1 2 1 1 2 1 2 1 1 2 1 2 1 MH freq. 1 2 1 2 1 1 2 1 2 1 1 2 1 2 1 LTE eNB 1 LTE eNB 2 One MH frequency Two MH frequencies Multi-hop UL traffic (BST lost), 2 MH. freq. (99.6), (99.5), [1.7 kB/s] (99.6), (99.7), [2.3 kB/s] (99.0),(97.9), [12.5 kB/s] Multi-hop DL traffic (BST lost), 2 MH freq. (99.1), (99.3), [0.4 kB/s] (99.1), (99.2),[0.4 kB/s] (99.2), (95.8), [0.4 kB/s] Multi-hop UL traffic (BST lost), 1 MH freq. (99.6), (99.2), [1.7 kB/s] (99.5),(98.6), [2.3 kB/s] (43.2), (55.3), [12.5 kB/s] Multi-hop DL traffic (BST lost), 1 MH freq. (99.0), (99.0), [0.4 kB/s] (99.0), (98.2), [0.4 kB/s] (42.1), (36.7), [0.4 kB/s] UL traffic (BST connected) (99.9), (99.9), [2.6 kB/s] (99.9), (99.9), [4.1 kB/s] (99.8), (99.8), [22.2 kB/s] DL traffic (BST connected) (99.9), (99.9), [0.8 kB/s] (99.9), (99.9), [0.8 kB/s] (99.8), (99.8), [0.8 kB/s] Multi-hop UL traffic (BST lost), 2 MH. freq. 0.036, 2.916,0.162 0.038, 2.764, 0.172 0.049, 5.849, 1.229 Multi-hop DL traffic (BST lost), 2 MH freq. 0.036, 0.542,0.160 0.008, 0.617, 0.170 0.008, 6.106, 1.213 Multi-hop UL traffic (BST lost), 1 MH freq. 0.039, 3.263,0.183 0.040, 3.357, 0.220 0.146, 436.186, 131.800 Multi-hop DL traffic (BST lost), 1 MH freq. 0.038, 0.650,0.174 0.038, 1.131, 0.214 2.494, 255.162, 82.324 UL traffic (BST connected) 0.014, 0.074, 0.021 0.014, 0.086, 0.021 0.014, 0.115, 0.021 DL traffic (BST connected) 0.005, 0.059, 0.009 0.005, 0.082, 0.009 0.005, 0.097, 0.009 Traffic (packet delivery ratio), [peak load] SG Case 1 SF order (SO3), (SO4) SG Case 2 (SO3), (SO4) SG Case 3 (SO3), (SO4) Multi-hop traffic with 3 hops and SO3 (delay is seconds) SG Case 1 (min), (max) and (aver) SG Case 2 (min), (max) and (aver) SG Case 3 (min), (max) and(aver)