Till innehåll på sidan
Till KTH:s startsida Till KTH:s startsida

Power consumption and CO2 emission of HTTP servers

The main objective of this project is to develop a technical model to calculate the impacts of cache technologies (e.g., caching technology developed by Varnish) on the power consumption and CO2 emission of HTTP servers. Such servers include conventional web servers, video streaming servers, e-commerce systems and HTTP caches.

Background

As global internet traffic has increased, most of the world’s internet protocol (IP) traffic goes through data centers. Greater connectivity is therefore propelling demand for data center services and energy use (mostly electricity), with multiplying effects: for every bit of data that travels the network from data centers to end users, another five bits of data are transmitted within and among data centers [3].

Companies and industries are increasingly setting voluntary efficiency and CO2 emissions targets. In February 2020, the ICT industry agreed on a science-based target to reduce GHG emissions by 45% between 2020 and 2030. In the European Union and the United States, companies have adopted voluntary agreements to improve the efficiency of connected set-top boxes.

HTTP caches are used primarily when content is static, but are also used to cache dynamic content over short time spans. Servers that are not caches, but contain or produce the actual content, are called origin servers. The caching servers' role is to reduce the amount of traffic hitting the origin servers. For example, the main page of your local newspaper is typically cached for a short time, before the cache fetches a fresh version from the origin server. Similarly, when serving live video, video segments can be cached for a long time while other assets like video playlists can be cached for less than a second, but still drastically reduce the number of requests. Caches are generally faster and more efficient than origin servers, and can be distributed across the globe, allowing clients to fetch content from a cache near them instead of the central origin servers. A cache implementation and deployment is successful if it reduces the total cost of delivering data over HTTP and/or solves problems which are difficult to solve in the origin servers. For example, low latency is an added benefit besides cost, when using a cache.

Deliverables/Outputs

  • Analyzing power consumption where content is served with and without a caching layer in front
  • Developing a model for calculating the impacts of innovative ICT technologies on the power consumption and CO2 emission of origin servers and caches
  • Validating the model with caching technology developed by Varnish Software AB

This project will be carried out in collaboration with KTH, Energy Technology, division of Energy Systems, and Varnish Software AB.

Skills needed

Location

Varnish Software AB office, Stockholm. This position is paid.

Research Areas:

  • Energy systems and innovation

Duration

6 months, start time: January 2023

How to apply

Send an email to the supervisors attaching your CV with relevant details for the position expressing your interest on the topic. Interviews will be conducted for the thesis position. This is a paid position.

KTH Supervision

Jagruti Ramsing Thakur
Jagruti Ramsing Thakur
universitetslektor, bitr

Varnish Software Supervision

Clara Becker, Service Delivery Manager, clara.becker@varnish-software.com

Pål Hermunn Johansen, Product Owner of Varnish Enterprise, hermunn@varnish-software.com

Key references

  1. Sandvine. The Global Internet Phenomena Report. 2020. doi: Phenomena20Report2020200507.pdf .
  2. ITU (International Telecommunications Union). ICT Statistics. 2020. doi: www.itu.int/en/ITU-D/Statistics/Pages/stat/default.aspx .
  3. Cisco. Cisco Global Cloud Index: Forecast and Methodology, 2016-2021. 2018. doi: white-paper-c11-738085.pdf .
Innehållsansvarig:Oxana Samoteeva
Tillhör: Energiteknik
Senast ändrad: 2023-10-17
Predictive model control design for a small-scale steam engine based multi-source CHP system
Solar hydrogen production by photocatalytic reforming of cellulose with concentrated sunlight
Circularity of batteries
Kartläggning och Optimering av kyla på KTH Campus
Improving energy efficiency within Swedish industry by integration of High Temperature Heat Pumps (HTHP)
Low-carbon Transport and Mobility in a Digital Society: Applying Smart City Concepts in Curitiba, Brazil 
Battery application in harbour environment
Hydrogen production using agro-industrial waste
Investigation of usage of different methane fuel qualities for rocket engines with respect to the pyrolysis stability
Experimental study on the effect of temperature and pressure on the stability of methane in rocket nozzle cooling channels
Empowering the Future: Innovating Sustainable Energy with Digital Heat Pump Solutions
Optimizing Energy Performance in Existing Urban Building Stocks: A Comprehensive Analysis and Strategic Approach for Sustainable Operation
Improving water circularity in steelmaking: Avesta Outokumpu case study
Characterization of the Large Areas Solar Simulator for PV/PVT testing
Development of Remote Battery Lab
Techno-economic and feasibility assessment for nuclear plants combination with CO2 sequestration and green fuels production units
Techno-economic and feasibility assessment for nuclear plants integration in flexible future energy systems for grid balancing and ancillary services
Carbon dioxide heat pump for heating properties
Analysis of Residual Resources
Life-cycle impact assessment of innovative cascade PCM based thermal energy storage solutions
Techno-economic assessment and optimization of seasonal thermal energy storage in district heating networks
Final Commissioning and Experimental Performance Characterization of a Bench-scale Thermochemical Heat Storage System (SEU/SPG)
Boiling inside rectangular microchannels: Investigating the use of high-speed IR camera for temperature readings
New Low-GWP Refrigerants Analysis with Gas Chromatography
Mapping the value of green roofs in Swedish cities
Kartläggning av vätgasproduktion hos Ovako
Renewables and Demand Side Management
Power consumption and CO2 emission of HTTP servers
Circularity measurement for automotive industries
Experimental Investigation of Optimal Flow in Borehole Heat Exchanger at KTH Live-in Lab
Safe use of flammable refrigerants-Modeling concentrations of the leaked refrigerants in case of accidental emissions in different scenarios
Safe use of flammable refrigerants-literature review
Low Global Warming Potential Refrigerants for high temperature heat pumps
Development of battery test rig: Remote Battery Lab
Comparative analysis of thermal storage options for industrial steam generation in a solar thermal integrated system
Development, Implementation & Evaluation of an optimized operation algorithm for a Li-Ion battery Energy Management System (EMS) at Tezpur University
Flexible Sector Coupling (FSC) of Electrical and Thermal Sectors via Thermal Energy Storage (TES) - A Case Study on Oskarshamn Energi
De-icing of trains in a Nordic climate
Reversable heat pumps with natural refrigerants
Calibration of a measurement system for methane pyrolysis detection in rocket nozzles
Experimental study on the effect of rocket nozzle wall materials on the stability of methane
Techno-economic assessment of a bioenergy driven Cogeneration system for rural applications
Examensarbete om vattenflöden för bostäder
Evaluating the potential of energy efficiency improvement in combined cycle power generation to minimize the CO2 footprint in the context of Sri Lanka
Smart and Sustainable Oskarshamn: Energy Management and urban system analysis
Aqueous ammonia in refrigeration applications
Photovoltaic system design, installation and performance evaluation: PV Lab test rig
Ground source heat pumps in densely populated areas - a techno-economic study
Replacement of old ground-source heat pumps – a techno-economic study
PV-ESS system optimization to maximize self-consumption of PV-generated in KTH live-in lab
Environmental assessment of SESS applications based on cradle to grave LCA
High and low temperature electrolysis integration in Combined Cycles
Novel solar technologies and SOEC integration for synthetic fuels
Digitalization of HVAC schema drawings
Experimental evaluation of advanced features of a modern heat pumping system
Development & implementation of an improved operation algorithm for a Li-Ion battery energy management system (EMS) at Tezpur University
Techno-economical analysis of large refrigeration systems - operational and maintenance strategies
Comparision of high fidelity and real-time CFD methods for simulating thermal comfort
Data driven heat pump models for generation of electrical load profiles at DSO level
Master thesis at Bosch Thermoteknik
Developing an integrated resource optimization model of a river basin in Kenya
Language Models for Policy Analysis at SEI
Enhancing Socio-Economic Impact Assessment in Climate-Compatible and Self-Sufficient Rural Communities through Integrated Resource Optimization Models
Climate impact of renovation projects in the built environment– zooming in on technical installations
Developing a spatial database for energy planning in Sweden
Developing a transport demand model for whole system energy planning in Sweden
Developing a residential demand model for whole system energy planning in Sweden
The use of artificial intelligence (AI) and life cycle analysis (LCA) tools for predicting the environmental performance of sustainable transport fuels
Towards Zero-Waste through a Circular Recovery Model – Lessons for Managing Municipal Solid Waste from Sweden and India
The role of renewable gases (ReNewGas) in the decarbonization of energy systems in the EU
Extracting insights from a Knowledge Graph of an ongoing research programme for Climate Compatible Growth
An approach to increase the effectiveness of use of modelling tools to inform climate-compatible development strategies in Low and Middle Income Countries
Land-based mitigation technologies, measures, and systems in negative emission pathways
Spatial analysis of district heating
Seasonal storages – way ahead for industrial decarbonisation?