Evolution of the Earth Observation Market

Artist's rendition of a satellite - 3dsculptor/123RF Stock Photo

Artist’s rendition of a satellite – 3dsculptor/123RF Stock Photo

The changing Earth Observation (EO) market has been a topic of office conversation this week at Pixalytics. We’re currently in the final stage of developing our own product portal, and it was interesting to see that some of our thoughts were echoed by reports from last week’s World Satellite Business Week event in Paris.

Unsurprisingly, speakers at the event agreed that the EO sector has huge growth potential. This is something we regularly see highlighted in various emails and press releases. For example, in the last few weeks we’ve had:

At a few thousand dollars for access to each report, we’ve said before that one of the products we should develop is an annual report on the EO market!

As we’ve been working towards our portal, one of issues we’ve identified is how difficult some portals are to navigate, particularly if you are not an EO expert. This was also recognised at the Paris event, with an acknowledgement that EO companies need to understand what customers want and then provide a user friendly experience to deliver those needs.

As reported by Tereza Pultarova in Space News, there was also discussion on the need to move away from simply selling data, and instead provide answers to the practical questions about the planet that businesses and consumers have. It is only through this transformation that new sectors and markets for EO will open which will be the key for the aforementioned future growth. The Paris event also highlighted some of the key trends that will be the backbone of this transformation:

  • Providing as close as possible to near real time data.
  • Increased data analytics, particularly through machine learning and artificial intelligence platforms to analyse data and highlight anomalies and changes faster.
  • Bringing satellite data together with social media information to rapidly enable context to be added to images.
  • Vertical integration within the industry within satellite firms acquiring with data processing and analytics companies; for example, Digital Globe acquired The Radiant Group earlier this year.
  • Processing data onboard satellites, so users download the information they want, rather than reams of data.

There was a really interesting analogy with the navigation industry given by Wade Larson, president and CEO of Urthecast. He said “Navigation became kind of embedded infrastructure in a much larger industry called location-based services. We think that this is happening with geoanalytics.”

This is the direction of travel for the industry, and some players are moving faster than others. Last week Airbus confirmed their four satellite very high-resolution-imaging constellation, Pléiades Neo, is on schedule for launch in 2020. This will have 30 cm spatial resolution and will utilise the Space Data Highway, also known as the European Data Relay System (EDRS), to stream the images into an online platform. The ERDS uses lasers to transfer up to 40 terabytes a day at a speed of up to 1.8 Gbits per second, meaning users will have access to data in near real time.

This evolution of the EO market needs to be recognised by every company in the industry from the Airbus down to the small company’s trying to launch their own product portal. If you don’t move with the changing market, you won’t get any of the market.

Brexit: Science & Space

Artist's rendition of a satellite - paulfleet/123RF Stock Photo

Artist’s rendition of a satellite – paulfleet/123RF Stock Photo

Brexit currently dominates UK politics. Whilst it’s clear the UK is leaving the European Union (EU) in March 2019, the practical impact, and consequences, are still a confused fog hanging over everything. The UK Government Department for Exiting the European Union has been issuing position papers to set out how it sees the UK’s future arrangements with the EU.

Last week, the ‘Collaboration in science and innovation: a future partnership paper’ was issued. Given our company’s focus we were eager to see what was planned. Unfortunately, like a lot of the UK Government pronouncements on Brexit, it is high on rhetoric, but low on any helpful, or new, information or clarity.

It begins with a positive, but perhaps rather obvious, statement, stating that one of the UK’s core objectives is to ‘seek agreement to continue to collaborate with European partners on major science, research and technology initiatives.’

Future Partnership with EU Principles
Key aspects of the UK’s ambition for the future partnership include:

  • Science & Innovation collaboration is not only maintained, but strengthened.
  • With its strong research community, the UK wants an ambitious agreement for continued research co-operation.
  • Government wants the UK to be a hub for international talent in research, and to welcome the brightest and best people from around the world.

The principles are followed by four particular areas the UK wants to discuss with the EU. Interestingly, it specifically outlines how non-EU countries currently participate in each of these areas, which are Research & Innovation Framework Programmes, Space Programmes, Nuclear R&D and Defence R&D.

Research & Innovation Framework Programmes
Horizon 2020 is highlighted as the UK ranks top across the EU in terms of contracts and participants in it. The Government confirms its commitment to underwriting any projects submitted whilst the UK is still an EU member.

Support for this programme is good, however with an end date of 2020 it is going to be equally important to be a strong partner of whatever research funding programme that is going to follow.

Space Programmes
As we have described before the European Space Agency is not an EU institution, and so is not impacted by Brexit – a fact reinforced by the paper. Three key EU, rather than ESA, led space programmes are highlighted:

  • Galileo Navigation and Positioning System – Issues here surround both the use of the system and its ongoing development. UK firms have been key suppliers for this work including Surrey Satellite Technology Ltd (SSTL), Qinetiq, CGI, Airbus and Scisys.
  • Copernicus – The Copernicus Earth Observation data is freely available to anyone in the world. The key element here is about being at the table to influence the direction. Although, the paper does refer to existing precedents for third party participation.
  • Space Surveillance and Tracking – this is a new programme.

The paper states that given the unique nature of space programmes, the ‘EU and UK should discuss all options for future cooperation including new arrangements.’

What Is Not Said
There are a lot of positive and welcome words here, but also a huge amount unsaid, for example:

  • Interconnectivity: Science and innovation happens when researchers work together, so the UK’s approach to the movement of people is fundamental. Will the brightest and best be allowed to come and work here, and will they want to?
  • Education: Education is fundamental to this area, yet it does not merit a single mention in the paper. New researchers and early career scientists benefit hugely from programmes such as Erasmus, will our involvement in these continue?
  • Financial Contribution: How much is the UK willing to pay to be part of science and innovation programmes? The paper notes any financial contribution will have to be weighed against other spending priorities. Not exactly hugely encouraging.
  • Contractual Issues: Part of the issue with Galileo is that the contracts specifically exclude non-EU countries from involvement.. Whilst, it is possible to see that the UK could negotiate use of Galileo, continued involvement as a supplier may be more difficult.

Conclusion
The UK wants dialogue with the EU on far-reaching science and innovation agreement. This ambition is to be applauded, but we are a very long way away from that point. We hope both parties are able to work together to get there.

AgriTech Seeds Start to Grow in Cornwall

On Monday I attended the Jump Start AgriTech event hosted by the South West Centre of Excellence in Satellite Applications at the Tremough Innovation Centre on the University of Exeter’s Penryn campus near Falmouth in Cornwall. As the name suggests the one day event covered innovations in AgriTech with a particular focus on what is, or could be, happening in the South West.

The day began with a series of short presentations and Paul Harris, Rothamsted Research, was up first on their Open Access Farm Platform. North Wyke Farm in Devon has been equipped with a variety of sensors and instruments to understand the effects of different farming practices. Of particular interest to me was their analysis of run-off, weather monitoring and soil moisture every 15 minutes; this is a great resource for satellite product validation.

I was up next talking about Earth Observation (EO) Satellite Data for AgriTech. Having seen people overpromise and oversell EO data too many times, I began with getting people to think about what they were trying to achieve, before looking at the technology. The circle of starting questions, on the right, is how I begin with potential clients. If satellite EO is the right technology from these answers, then you can start considering the combinations of both optical/microwave data and free-to-access and commercial data. I went on to show the different types of satellite imagery and what the difference in spatial resolution looks like within an agriculture setting.

I was followed by Vladimir Stolikovic, Satellite Applications Catapult, who focused on the Internet of Things and how it’s important to have sensor network data collected and communicated, with satellite broadband being used in conjunction with mobile phones and WiFi coverage.

Our last talk was by Dr Karen Anderson, University of Exeter, who looked at how drones can capture more than imagery. I was particularly intrigued by the ‘structure from motion photogrammetry’ technique which allows heights to be determined from multiple images; such that for a much lower cost, you can create something similar to what is acquired from a Lidar or laser scanning instrument. Also, by focusing on extracting height, data can be collected in conditions where there’s variable amounts of light, such as under clouds, and it doesn’t requirement high accuracy radiometric calibration.

After coffee, case studies were presented on farming applications:

  • VirtualVet – Collecting data on animal health and drug use digitally, via mobile apps, so paper records don’t become out of data and data can be collated to gain greater insights.
  • Steve Chapman, SC Nutrition Ltd, talked about improving milk production by making sure dried food is optimally prepared – large pieces of dried sweetcorn are digested less well, and a lower nutritional value is extracted from them.
  • The delightfully named, Farm Crap App from FoAM Kernow, aims to encourage farmers to spread manure rather than use artificial fertilizer. Farmers tended to go for the latter as it is easier to calculate the effects, and so having advice, regulations and the important calculations in a phone app, rather than in paper tables, should help them use manure.
  • Caterina Santachiara, ABACO, describing their siti4FARMER solution which is a cloud-computing based platform that includes data which scales from the field to farm and large land areas, with individual customisation so that users can easily see what they need to know.
  • Finally, Glyn Jones from AVANTI, talked about how farmers can stay connected to the internet, and tech support, while out in their fields. This sounds straightforward, but none of the current technologies work well enough – mainly due to the fact that fields aren’t flat! So a new technological area of investigation is ‘white space’ – these are frequencies allocated to broadcasting services, but left unused in particular geographical locations as buffers. The availability varies from location to location, but it is available to lower-powered devices.

After lunch, there were some presentations on Agritech funding opportunities from Innovate UK, AgriTech Cornwall and the South West Centre of Excellence in Satellite Applications. The day concluded with a facilitated session where small groups explored a variety of different ideas in more detail.

It was a really good day, and shows that there is real potential for AgriTech to grow in the South West.

Queen’s Speech Targets Space

Artist's rendition of a satellite - paulfleet/123RF Stock Photo

Artist’s rendition of a satellite – paulfleet/123RF Stock Photo

Last week was the State Opening of Parliament in the UK following the General Election, this included the Queen’s Speech which set out the legislation the Government intends introduce in the coming Parliament. As expected, Brexit dominated the headlines and so you may have missed the announcement of the Space Industry Bill.

The space sector has been a growth target for the Government since 2010, when it set an ambitious target of delivering 10% of the global space economy. The last UK Space Agency report covered 2014/15 and indicated the industry was worth £13.7bn – equivalent to 6.5% of the global space economy.

Our space industry is inextricably linked to Europe through the European Space Agency (ESA). Whilst, as we have described before, Brexit won’t affect our role in ESA, other projects such as Copernicus and Galileo are EU led projects and the UK’s future involvement isn’t clear. This Bill is part of the Government’s response, and its aim is to make the UK the most attractive place in Europe for commercial space activities.

We’ve previously written about the current UK licencing and regulatory arrangements for anyone who wants to launch an object into space, as detailed in the Outer Space Act 1986. This Bill will change that framework and has the following key elements:

  • New powers to license a wide range of spaceflight activities, including vertically-launched rockets, spaceplanes, satellite operations, spaceports and other technologies.
  • Comprehensive and proportionate regulatory framework to manage risk.
  • Measures to regulate unauthorised access and interference with spacecraft, spaceports and associated infrastructure.
  • Measures to promote public safety by providing a regulatory framework to cover operational insurance, indemnity and liability.

The Bill itself is based on the draft Spaceflight Bill published in February, together with the Government responses to the twelve recommendations of the Science and Technology Committee Report on the Draft Spaceflight Bill which was issued on the 22nd June.

There are still a number of questions to be answered over the coming months.

  • Limited Liability: Currently, the standard requirement is to have insurance of at least €60 million. However, the draft Bill suggests that insurance requirements will be determined as part of the license application process. Clearly, the different types of spaceflight will have different risks and so having flexibility makes sense; however, until the industry understands this aspects it will be a concerning area of uncertainty.
  • Spaceports: Previously, the Government intended to select a location for a spaceport, but last year this changed to offering licences for spaceports. This means there could be multiple spaceports in the country, but it is questionable whether there is sufficient business to support multiple sites. Given the specialist knowledge and skills needed to launch spacecraft, it is likely that a preferred site will eventually emerge, with or without Government involvement.
  • Speed of Change: Back in 2012 the Government acknowledged that regulations for launching objects into space needed to be revised as they didn’t suit smaller satellites. Since that time satellites have got even smaller, constellation launches are increasing rapidly and costs are decreasing. The legislation and regulations will need to evolve as quickly as the technology, if the UK is to be the most attractive place to do business. Can we do this?

The UK Space Industry is in for a roller coaster over the coming years. Brexit will undoubtedly be challenging, and will throw up many threats; whereas the Space Industry Bill will offer opportunities. To be successful companies will need to tread a careful path.

Pixalytics: Five Years & Thriving!

Background Image: Sutichak Yachaingham / 123 Stock Photo

The start of June marked the five-year anniversary of Pixalytics!

For a small start-up business, like ours, five years is an important milestone. Depending on which you report you believe only around 50%, or even 40%, of new small business survive their five years! So we should definitely celebrate the fact that we’re still here!

The last twelve months have been successful for us. Our key highlights have included:

  • Continuing to grow our income year-on-year
  • Expanded our team to five, soon to be six, employees – which is a 100% increase over the last year!
  • Moved to a new office on Plymouth Science Park
  • Part of a consortium developing a Drought and Flood Mitigation Service (DFMS) in Uganda.
  • Secured our first European Contract and so now we are exporters!

It has been a lot of hard work, but we’re really pleased with what we’ve achieved.

In a similar blog last year, we wrote about our target of releasing an innovative series of automated Earth Observation products and services. You’ll have noticed that this is not listed in our highlights, as despite our efforts we’ve not managed to do this … yet.

We have made significant progress with our eStore. We have a number of products almost ready to go, the product interface has been developed and we’re currently developing the front end eCommerce website. We’re intending to go live with flooding, turbidity and ocean colour products. So watch this space, things will be happening later this year – we hope!

Launching the products is really the easy bit, the difficult part will be getting people to buy them and this a challenge which firms much larger than us are still to effectively solve. As a small business we tend to market through our website, social media and the odd exhibition. However, we’ll need to come up with some new cost-effective innovative ideas for our eStore if it is to be successful. We’re also participating in Europe wide projects established by EARSC and the Copernicus World Alliance looking at ways of developing the market and promoting Earth Observation products and services.

For the last couple of years we’ve quoted a phrase from ‘Worstward Ho’, a monologue by Samuel Beckett which is ‘Ever tried. Ever failed. No matter. Try Again. Fail again. Fail better.’

This sums up our approach. We try things. If they don’t work out, we try something else. It’s worked okay so far.

Before we leave our five year celebration, we wanted to take the opportunity to thank all of the people who’ve helped us along our journey, including the readers of our blog.

Let’s hope we’re still here in another five years!

UK Space Conference Getting Ready For Take Off

Next week we’ll be in Manchester at the 2017 UK Space Conference.

The UK Space Conference is held every two years, and attracted over 1,000 delegates and over 100 exhibitors when held in Liverpool in 2015. It is a key event that brings together the UK Space Community and this year is taking place over three days, 30th May to the 1st June.

We are exhibiting on stand C7, near the centre of the hall, where you’ll be able to come and talk to us about our products and services including:

  • Atmospheric correction
  • Consultancy services
  • Education & training
  • Flood mapping
  • Ocean colour
  • Spatial analyses & data management
  • Terrestrial vegetation
  • Turbidity mapping

We’re also delighted to announce that our Flood Mapping work is one of the products highlighted in the Innovation Zone, which is sponsored by Innovate UK. It is a low cost floodwater mapping product based on Sentinel-1 radar data, which provides easy to understand flood information and maps through an online portal without the need for specialist knowledge. We have partnered with Harris Geospatial Solutions to provide a fully automated solution.

We’ll also have copies of our book for sale, ‘Practical Handbook of Remote Sensing’. This takes complete novices through the process of finding, downloading, processing, visualising and applying remote sensing satellite data using their own PC, open-source software and a standard internet connection.

The 2017 UK Space Conference itself begins on the Tuesday morning with ‘Space 101’, which is a series of workshops covering some of the key issues related to working in the space sector. The conference then kicks off at lunchtime on the Tuesday with an opening plenary on the latest developments in the UK space sector.

There is a networking event in the Exhibition Hall between 6pm and 9pm on Tuesday evening, and we’ll be on our stand all evening.

Wednesday is brimming over with workshops, presentations, plenary and poster sessions, culminating in the Gala Dinner and Sir Arthur Clarke Awards. Finally, Thursday has another busy day of workshops and plenary sessions, before the Conference closes in the afternoon.

We’re really excited about being in Manchester next week, and looking forward to meeting old and new friends.

We hope that any of you who at the Conference will come up and say hello! We’d love to meet you!

Pixalytics Goes To Space … Well, Nearly!

Last week the Pixalytics name got lifted towards space! In a previous blog we described how we were supporting the Plymouth University Space Society launching a weather balloon.

After a number of attempts were thwarted by the wind and weather patterns of Plymouth, last Friday was the big day. A small band of the Space Society pioneers alongside myself and Howard from Salcombe Gin, spent half an hour battling to control a weather balloon in the wind as it was pumped full of gas and had a small Pixalytics branded payload attached including a Go-Pro Camera, balloon locator, various battery packs and a small bottle of Salcombe Gin. At the top of the blog is an image of the gin high above Plymouth.

Once we were ready, the balloon was carefully walked back a few paces, and then with our hearts in our mouths, it was launched! We watched it rise gloriously until it disappeared into the low cloud that was covering the city. For anyone who wants to see the launch, it was filmed and streamed on Facebook and the recording can be found here.

Once the launch euphoria had subsided, the Space Society team jumped into a car to follow the balloon towards the predicted landing site of Taunton. The payload had a device inside which when called replied with the balloon’s location to enable progress to be tracked. The balloon actually ended up around thirty miles to the east of the prediction, coming to rest back on Earth in Yeovil. Once they got close, the team had to ask an elderly resident for permission to look through her garden for the payload package. However, it was a success and the payload was retrieved!!

On examination of the footage, sadly the Go-Pro seemed to malfunction about 15 minutes into the flight and therefore we were not able to get full flight footage. However, this is the space industry and not everything goes to plan. Once you launch most things are out of your hands!

From the flight length and distance travelled the Space Society team estimate that the balloon went up above 32,000 m. Whilst that is only about one third of the way to the Karman line, which sits around 100,000m and is commonly viewed as the boundary between the Earth’s atmosphere and the outer space, it’s probably the highest point the Pixalytics name will ever get!

Readers will be aware that we do like the unusual marketing opportunity. We’ve previously had our name going at 100 miles per hour aboard a Caterham Formula One car, so who knows what might be next?

It was great to support local students with their adventure towards space, and hopefully it will inspire them to get a job in our industry and develop their own space career!

UKSEDS National Student Space Conference 2017

The 2017 UKSEDS National Student Space Conference took place last weekend at the University of Exeter and I was delighted to be asked to give a presentation.

UKSEDS, the acronym of the ‘UK Students for the Exploration and Development of Space’, is a charity dedicated to running events for space students and graduates. It is the UK branch of global community who have the aim of promoting space, space exploration and research.

The National Student Space Conference is in its 29th year, and 2017 was the first time I’d attended. I began the Saturday morning with a panel discussion on Exploration versus Exploitation with Dr David Parker from the European Space Agency, Cathrine Armour who leads the South West Centre of Excellence in Satellite Applications and Andy Bacon from Thales Alenia Space UK.

One of the key points raised in the panel surrounded the topic’s title, and that it wasn’t a contest between exploration and exploitation, but rather that exploration is generally followed up with exploitation e.g. even in the 19th and 20th century explorations were politically motivated. However exploration is risky, and so it may be difficult to produce favourable outcomes that can be exploited.

Traditionally, commercial organisations were risk averse and therefore exploration has often been supported by public bodies. The exploitation came later from commercial organisations, but there’s now an increased appetite for risk through venture and crowd funding with space being a particular focus.

We also have hindsight of how we’ve altered planet Earth, and so need to apply this to space where we’ve completed our first survey of the solar system. Exploitation may not be far away as there are companies already aiming to mine asteroids, for example. So alongside investing in science and technology, we also need to invest in the governance to ensure that any future exploitation is undertaken responsibly.

Closer to Earth, it can be considered that we’ve not yet fully exploiting the potential of orbiting satellites. For example, we could use them for generating solar energy as a twenty four hour resource. So whilst exploration does tend to proceed exploitation, in fact it is probably more accurate to say we loop between the two with each providing feedback into the other.

My presentation session was between the coffee break and lunch. I was last up and followed Cathrine Armour, Matt Cosby from Goonhilly Earth Station Ltd and Dr Lucy Berthoud from the University of Bristol & Thales Alenia Space UK. My presentation was on “Innovations in Earth observation” and can be found here.

I particularly enjoyed Lucy’s talk where she posed the question – Is there life on Mars? She also had a crowd pleasing set of practical experiments involving dry ice and a rock from a local beach, which was a bit daunting to follow! Whilst Lucy concluded that Mars has the elements needed for life to exist in terms of nutrients, an energy source and liquid water, any life would likely to be microscopic.

However, there are large costs associated with us visiting Mars to confirm this. Ignoring the obvious cost of the flight, the decontamination aspect is huge. As mission planners have to avoid both forward and backward contamination, i.e., us contaminating Mars and the material brought back contaminating the Earth. This brings us back around to the morning panel and why exploration always tends to come first, supported by national or international bodies.

Overall, I had a great time at the Conference and would wholly recommend any students who have interest in space join UKSEDS. Membership is free and it can give you access to great events, opportunities and contacts. You can join here!

Sentinel To Be Launched

Sentinel-2 Image of Plymouth from 2016. Data courtesy of Copernicus/ESA.

Sentinel-2B was launched at 01:49 GMT on the 7th March from Europe’s Spaceport in French Guiana. It’s the second of a constellation of optical satellites which are part of the European Commission’s Copernicus Programme.

Its partner Sentinel-2A was launched on the 23rd June 2015, and has been providing some stunning imagery over the last eighteen months like the picture of Plymouth above. We’ve also used the data within our own work. Sentinel-2B carries an identical Multispectral Imager (MSI) instrument to its twin with 13 spectral bands:

  • 4 visible and near infrared spectral bands with a spatial resolution of 10 m
  • 6 short wave infrared spectral bands with a spatial resolution of 20 m
  • 3 atmospheric correction bands with a spatial resolution of 60 m

With a swath width of 290 km the constellation will acquire data in a band of latitude extending from 56° South around Isla Hornos, Cape Horn, South America to 83° North above Greenland, together with observations over specific calibration sites, such as Dome-C in Antarctica. Its focus will be on continental land surfaces, all European islands, islands bigger than 100 square kilometres, land locked seas and coastal waters.

The satellites will orbit 180 degrees apart at an altitude of 786 km, which means that together they will revisit the same point on Earth every five days at the equator, and it may be faster for parts of southern Europe. In comparison, Landsat takes sixteen days to revisit the same point.

With all Copernicus data being made freely available to anyone, the short revisit time offers opportunities small and micro Earth Observation businesses to establish monitoring products and services without the need for significant investment in satellite data paving the way for innovative new solutions to the way in which certain aspects of the environment are managed. Clearly, five day revisits are not ‘real-time’ and the spatial resolution of Sentinel data won’t be suitable for every problem.There is joint work between the US and Europe, to have complementarity with Landsat-8, which has thermal bands, and allows a further opportunity for cloud-free data acquisitions. Also, commercial operators provide higher spatial resolution data.

At Pixalytics we’re supporters of open source in both software and imagery. Our first point of call with any client is to ask whether the solution can be delivered through free to access imagery, as this can make a significant cost saving and allow large archives to be accessed. Of course, for a variety of reasons, it becomes necessary to purchase imagery to ensure the client gets the best solution for their needs. Of course, applications often include a combination of free to access and paid for data.

Next’s week launch offers new opportunities for downstream developers and we’ll be interested to see how we can exploit this new resource to develop our products and services.

Have you read the top Pixalytics blogs of 2016?

Artist's rendition of a satellite - paulfleet/123RF Stock Photo

Artist’s rendition of a satellite – paulfleet/123RF Stock Photo

As this is the final blog of the year we’d like to take a look back over the past fifty-two weeks and see which blog’s captured people’s attention, and conversely which did not!

It turns out that seven of the ten most widely viewed blogs of the last year weren’t even written in 2016. Four were written in 2015, and three were written in 2014! The other obvious trend is the interest in the number of satellites in space, which can be seen by the titles of six of the ten most widely read blogs:

We’ve also found these blogs quoted by a variety of other web pages, and the occasional report. It’s always interesting to see where we’re quoted!

The other most read blogs of the year were:

Whilst only three of 2016’s blogs made our top ten, this is partly understandable as they have less time to attract the interest of readers and Google. However, looking at most read blogs of 2016 shows an interest in the growth of the Earth Observation market, Brexit, different types of data and Playboy!

We’ve now completed three years of weekly blogs, and the views on our website have grown steadily. This year has seen a significant increase in viewed pages, which is something we’re delighted to see.

We like our blog to be of interest to our colleagues in remote sensing and Earth observation, although we also touch on issues of interest to the wide space, and small business, communities.

At Pixalytics we believe strongly in education and training in both science and remote sensing, together with supporting early career scientists. As such we have a number of students and scientists working with us during the year, and we always like them to write a blog. Something they’re not always keen on at the start! This year we’ve had pieces on:

Writing a blog each week can be hard work, as Wednesday mornings always seem to come around very quickly. However, we think this work adds value to our business and makes a small contribution to explaining the industry in which we work.

Thanks for reading this year, and we hope we can catch your interest again next year.

We’d like to wish everyone a Happy New Year, and a very successful 2017!