Scientifically sound, fair and inclusive ideas for tackling vehicle emissions

This blog entry had been on my agenda for such a long time. I will dedicate it to communicate my view on the implementation of Low Traffic Neighbourhoods (LTNs), specifically in Oxford. One of these schemes affect Littlemore, which is a deprived area and it is where I live. The key objectives of creating LTNs is to reduce through traffic, a.k.a. “rat runs” encourage different forms of active travel (i.e., particularly cycling and walking) and improve road safety via reducing probability of accidents by reducing the number of vehicles on the road.

In Littlemore, the first LTN trial went ahead during one of the Covid lockdowns, roughly around March 2020. This trial was rushed to comply with the time frame for which the government funding was available and subsequently made permanent despite continuous and consistent objections from the community, the most frequent objection being blocking a historic road which connects Littlemore to Cowley where the most of amenities are located in East Oxford. The supporters of LTNs often refer to these schemes as key infrastructure or schemes that aim to improve general public health, particularly targeting respiratory issues associated with emissions from motor traffic. However, the way LTN trials have been implemented is far away from how clinical trials in other domains are conducted (I am writing this as a person who works in clinical trials). There were no concrete predetermined objectives to set the success criteria for LTN trials, which gave Oxford County Council (OCC) infinite room for arbitrary interpretations and eventually to make them permanent despite the absence of conclusive evidence in favour (the overall evidence remain to be against, e.g. decreases in air quality in boundary roads and negligible increase in walking/cycling so not meeting any reasonable cost-to-benefit criteria). The bollards blocking the roads are frequently being removed by unknown members of the community demonstrating opposition.

One side-effect of LTNs is that they increase motor traffic on boundary roads and therefore air-quality readings taken from those roads substantially deteriorate. This is why I personally think LTNs are essentially a postcode lottery in which there are clear winners and losers. For the losers, what the council offers is a symptomatic treatment, for example if one boundary road suffers from excessive congestion, they can put an additional bus gate to curb that and to improve public transport efficiency and if that leads to further negative effects downstream, they might address that with another measure. However, if we compare this to other public health trials, the bundling symptomatic treatments is dominantly regarded as unacceptable. For example, if Covid 19 vaccine causes blood clotting and fails to meet its primary outcome measure of success, we cannot simply augment its overall cost-to-benefit by administering anticoagulants (a type of medication that reduces blood clotting) and other supporting medication and continue business as usual. The treatments should work as standalone. Here, ideology simply cannot have the upper hand, i.e. “these are all being done to reduce the effect of vehicle emissions and tackle global warming or improve road safety” so any measure is justifiable. Similarly, it is not possible to roll out a vaccine without successful clinical trials in the name of combating a disease in good faith. Furthermore, schemes which seem to work in one city should not be implemented elsewhere without adequate trialing with stringent criteria, just like we had so many vaccine trials around the world to assess the efficacy of Covid 19 jabs.

One of the other reasons why LTNs implemented in Oxford became a postcode lottery is that often the beneficiaries are middle/upper-class neighbourhoods and negative effects are confined to deprived areas which are already crippled by poor infrastructure and struggling to cope with the cost of living crisis. Currently, it remains to be seen how rapidly affluent areas of Oxford will implement equally restricting LTNs, but the roadmap ahead from the OCC seems to preserve these neighbourhoods from imposing car mobility restrictions (I am writing this as driver with roughly 2500 annual miles, so not interested in driving “everywhere” whatsoever). I think my carbon footprint is also much smaller than many proponents of LTNs, ie. no wood-burners, minimal international travel, driving with net-zero carbon offsetting scheme etc. It is remarkable how prominent advocates of LTNs live in affluent parts of the city and campaign to enforce these measures onto deprived areas, raising concerns for a “class war”. Locally, I know that many residents have meaningful suggestions to improve infrastructure that can serve as traffic calming, all of which is ignored by the local authority. Furthermore, people’s opposition via consultations is also ignored by the local authority. Taken together, it does start to look like a white-privileged, imperial mindset who knows it all, and dictates how people should be living.

Here, I would like to communicate my thoughts on some more imaginative schemes which do not discriminate between neighbourhoods, and ideas that can be implemented countrywide and reasonably quickly overnight. After all, all members of the society should shoulder responsibility of tackling global warming effects equally. Personally, I found the reframing of LTNs as 21st-century infrastructure rather delusional (maybe due to having lived in a high-tech society like Japan for 2 years) as wooden boxes, bollards (that negatively affect emergency service response times), and blanket blocking of roads that eventually lead to poor public transport sound rather [hidden] austerity to me. Local Labour support to these schemes is also worthwhile to highlight. These are incredibly crude and uninspiring tools to curb motor vehicle emissions and simply do not reflect our technological or scientific advancement in the 21st century. Considering that motor traffic emissions are not confined to specific neighbourhoods, it would be much wiser and inclusive to target these at the national level through policy setting by the central government.

It is widely acknowledged that different types of road pricing (e.g., congestion charge, higher parking rates for cars that have higher emissions etc.) are effective in modulating driving behaviour. I argue that all of our fight in reducing the effects of global warming due to motor vehicle emissions should be governed by soft[er] nudges and principles of “behavioural economics”, which essentially posits that human decision-makers will naturally move towards options which provide better value for money.

One easy legislation that can be implemented at the national government level is tweaking the road tax that vehicles are paying every year to DVLA. Currently, road taxation is based on average emissions alone. However, if we consider road spacing, wear and tear on tarmac and other key factors such as mileage, logically the annual road tax should be a function of:

= average emissions + annual mileage (can be recorded annually from MOT to MOT) + vehicle weight + vehicle size (length x width)

With each component having their coefficients (as in a multiple linear regression model) such that, for example, a family car driving 8000 miles per year (acceptable mileage for any new car lease agreement) should pay the same rate as it is now. Drivers who choose to drive larger vehicles such as SUVs or heavier vehicles like large EVs should contribute to road tax accordingly as per occupying larger road space or causing higher wear and tear due weight on the tarmac. A scientifically inspired approach such as this one would immediately make LTNs obsolete as driver behaviour can be modulated across the whole nation in a fairly distributed fashion by tweaking the contribution of each coefficient. Then every UK resident would be doing their share in fighting global warming in a fairly distributed way. This would also address our craze for SUVs which are commonly regarded as the most profitable segment for car manufacturers. If the weight and size of the vehicle contributes towards general road tax, it would incentivise car manufacturers to produce smaller and lighter cars more suitable and sustainable for our cities. Another benefit could be that, by focusing on mileage as a tax determinant it could be possible to get rid of SORN applications and indirectly improve government efficiency (by allocating staff who would otherwise process these applications) as cars not driven (let’s say less than 50 miles a year) would not need to be taxed. This could be especially friendly to UK’s classic car drivers who contribute by preserving the country’s heritage.

Here, I would also argue that SUV craze is fueled by local governments’ negligence in looking after road quality. Because our roads are ridden with potholes and surface imperfections (here, I have also great resentment to Material Sciences Division at the University of Oxford that local issues do not seem to be within their scope of applied research, otherwise potholes in key Headington roads would not be there for 6 years), I guess it must be incredibly easy for car salesmen promoting SUVs to potential customers. In effect, what is actually a race to the bottom (terrible road quality > SUVs to cope with it > higher wear and tear > worsening road quality in an infinite negative spiral to the bottom) looks like a win-win scenario from both the seller’s and the buyer’s perspective, as one is selling products from their most profitable segment (I had many instances where I had been offered an SUV as a courtesy vehicle to test how it feels), the other is buying a comfortable ride that can make you forget about the council’s incompetence in road maintenance. It might also be worthwhile to highlight that if we have 100 cars queueing in traffic, the queue of SUVs would be approximately 60 meters longer than the one with city cars, for example something like a Fiat 500. We seriously need to think about road spacing in our cities.

Finally, I want to write about a wild idea that could be considered as another domain to consider while setting a composite road taxation system based on multiple vehicle features. It is well-established that global warming increases the speed with which the polar ice cap melts. One key feature of the polar ice cap is to reflect UV radiation back to outer space (essentially working as a giant mirror) and while doing so cooling the atmosphere by reducing the amount of heat absorbed by the ocean. What if we also consider the colour of our vehicles? I am writing this as someone who owns a black car. I am sure it would make a massive difference if all the cars in the world were black versus if all of them were white which would reflect more of the UV radiation, while keeping the car cooler in the summertime and reducing the need for turning on the air conditioner which inevitably increase fuel consumption therefore emissions. According to a crude Google search there are 33 million cars on UK roads. If on average a car has 6m2 surface area, that would almost be 50000 acres of shiny white metal, equivalent of the size of Liverpool when put together side by side. Pursuing (or at least testing the effects of) such scientifically inspired methods may be much more productive and easier to get people on board than implementing LTNs which inevitably discriminate certain areas while creating desirable neighbourhoods for the select few. I am well aware that having all vehicles in white may be targeted by some as a Communist ideology, but I want to re-emphasise that what I proposed here is a taxing coefficient which incentivises options that are pro-environment. If implemented, I would be on the losing side as a black car owner, but that is what behavioural economics is about. Even if it bites a small amount, when it bites continuously over the years, I am sure it will give me enough food for thought to go with something else if I ever choose to replace my car (which is mostly unlikely due to it being a future classic and to some of my other environmental concerns related to the overall impact of new manufacturing). A similar understanding could extend to white glazed roofing tiles, where applicable (e.g. preserving slate tiles in Grade listed properties).

I know these suggestions are not perfect, but I think it’s a good starting point to put us on to a scientifically sound, fair and inclusive road towards net-zero.

Scientifically sound, fair and inclusive ideas for tackling vehicle emissions

#Twitter as a medium for evolution of memes/ideas

I was watching a movie adaptation of a classical novel and decided to stop, to write down this trail of thought. Some people who follow me on Twitter might be annoyed by my use of hashtags (#) and link to official Twitter accounts (eg. @officialtwitter), which might feel rather excessive.

I see Twitter as a medium where ideas can evolve with natural selection. When I share something which I think is important I always start with an understanding that I am not influential enough to make a change alone. With hashtags I want to reach out to like-minded people who might also be interested in the subject matter. If my tweet reaches enough people and gets retweeted enough, it would eventually reach out to the target, hoping that there is another person on the other end of the line, listening. Here, the retweet becomes the tool of natural selection. Tweets which are abandoned die out eventually (hence the ideas they carry), whereas retweeted ideas gain momentum to materialise.

I think in today’s society this is the best one can do in order to influence the progression of things in a constructive manner. We need to acknowledge that we humans form opinions rather too quickly and we do not have the time and dedication to form strong attachments to everything that we have an opinion about. One needs to select one’s battles carefully.

Twitter: @ErdemPulcu

#Twitter as a medium for evolution of memes/ideas

Why not XBOX One X in mass academia?

Until recently, I was a proud owner of Nvidia’s Shield TV which I kept only for little less than 11 months. As someone who is not really a PC gamer, it started to make less of a sense as an expensive and good looking Netflix and YouTube streamer.

I have been a Playstation person since 1997 and this time around I was very keen to get back to console gaming and I was particularly inclined towards the XBOX One X, particularly following the “hype” in E3 2017. But soon XBOX didn’t made sense either particularly due to lack of appealing exclusive for a gamer not so fond of 1st person shooters. Surely, Forza 7 is appealing but not over and above Gran Turismo Sport.

Putting little bit more thought into this comparison, I have decided to go for the PS4 Pro for the following key reasons

1-Being considerably (£150) cheaper

2-Owning a 1080p TV set with not intention to upgrade in the foreseeable future

3- Games like Detroid: Become Human, Death Stranding and other very strong PS4 exclusives.

4- Lack of full Windows 10 support on XBOX One X.

The last point is what I want to iterate a little further. As a neuroscientist at Oxford, I am using a very elementary core i5, 8GM RAM computer everyday which has only 2 cores for running key data analysis programs like MATLAB which is widely adopted in academia. MATLAB benefits significantly from higher core counts and GPU processing and I keep wondering if and only if XBOX One X ran a full desktop Windows 10 OS and packed an additional 8GB of DDR4 RAM it would have been the perfect replacement for desktop PCs widely used in academia, and I do not think it would increase its cost over £500 dramatically.

It would have been a much better and cheaper option and if Microsoft and AMD worked together to establish a partnership with MatWorks it would increase productivity and free up resources which are otherwise wasted in middle tier desktop PCs widely used in universities.

I hope these companies will consider these suggestions and at least evaluate its feasibility.

Why not XBOX One X in mass academia?

What we can learn from the Google-Huawei partnership in Nexus 6P

The Nexus 6P, where the P stands for Premium, was one of the most anticipated and heavily rumored smartphones of this year. It was released on September 29, and is the result of a partnership between Google and Huawei. The new naming convention also shows how the Nexus lineup is now separated into two segments, base (Nexus 5X by LG) versus premium (Nexus 6P). As with any other Nexus device, Huawei’s 6P is the product of a collaboration between different suppliers and due to the central role of Nexus smartphones in promoting the newest version of the Android OS, rumors related to its development stages were closely followed by the Android community.

Looking back to the pre-release months and the final product, these are my thoughts on what I think we should learn from the Nexus 6P partnership.

Information leaks

For the past few months, the Nexus 6P was in the spotlight of information leakers and rumor mongers. Fueled by Huawei’s interest in importing dual edge screens from Samsung, it was even rumored at one point that the Nexus 6P would be released in Q1 of 2016 with a dual edge screen. Although, in the end the leaked CAD images (the blueprints outlining how the device would eventually look) turned out to be accurate, the leaks relating to some of the key components of the device like the SoC, RAM and the camera specs were quite off target. The most frequently articulated rumor was that the Nexus 6P would ship with a Snapdragon 820, 4 GB RAM and 20+ MP camera (which could have been an “overkill” device in 2015). Looking back to the pre-release months, it seems like information leakers have lost a good degree of credibility in terms of the information they were pitching to the Android community.

 

Nexus vs the OEM’s own flagship

But what of the Nexus 6P itself, have Google and Huawei missed an important opportunity to dominate the market by choosing not to include those “overkill” specs I have just mentioned? Are we actually getting a lesser device?

Generally, Google seems to be happy with its strategy to team up with a different OEM each year to build a new Android flagship Nexus device. While the rest of the products in the premium segment like the iPhone, Galaxy and Xperia series are gradually evolving and being refined from one year to the next, Google is holding its position as a key player by promoting devices which are, unlike the majority of the other devices on the market, not evolving from one generation to the next. This happens because whenever Google changes to a new partner OEM, the design language of the Nexus flagship also changes dramatically. It seems that the idea is to base the new Nexus on the flagship of the partnering OEM, which brings us to the question of a relative specs comparison between Huawei’s flagships and the Nexus 6P.

Last year, there was a general consensus that the Nexus 6 was an upgraded version of the Moto X 2014; simply put, a better SoC, more RAM and greater screen resolution. Although we have to acknowledge that the specs wars are gradually ending, due to market saturation, still one of the key comparisons that we need to make is how the Nexus 6P compares to Huawei Mate S.

The new Nexus 6P comes with a QHD AMOLED screen and a 3450 mAh battery, whereas the Mate S has a HD AMOLED screen with a smaller 2700 mAh battery. Also the 6P sports Qualcomm Snapdragon 810, with four Cortex-A57 cores and four Cortex-A53 cores, compared to octa-core Cortex-A53 Kirin 935 processor in the Mate S.

Other than clear superiority in these domains, the two devices are mostly comparable in terms of the camera specs (for example, the Nexus has larger pixels, but the Mate S has optical image stabilization), RAM capacity; so the differences are more subtle this year and it will boil down to the real-life performance of these devices. Although there are some users who are eager to see another Google-Samsung (or a new Google-Sony) partnership, from a business point of view, this seems unlikely as designing a Nexus phone that is superior than the other key premium flagships in the market would make it highly expensive for the majority of the consumers.

Surely, delaying the release of the Nexus 6P to build a device with superior specs could have been an option, although this could also damage the sales of the Mate S, as it is still the pricier of the two, and also contradict with Google’s well-established timetable to release the Nexus smartphone(s) with the latest version of the Android OS on board, in autumn. Nevertheless, there were some vocal opinions in the Android community, that the Android Marshmallow should be released simultaneously with Nexus 5X; and ideally Huawei’s 6P to follow just a few months later with higher specs. Perhaps, due to the initial set of high spec rumours, the users had greater expectations and simply wanted more killer specs from the Nexus flagship this year.

Here, we need to question whether a delay or putting in higher specs are necessary for market success? In order to understand the decision to not delay the Nexus 6P, we need to look at the wider picture from the perspectives of Qualcomm, Google and Huawei.

Qualcomm

Qualcomm is clearly one of the winners in the Nexus 6P deal

The reputation of the original Snapdragon 810 was damaged by users reporting overheating issues. Following the deal with Sony, for the Xperia Z5 lineup, convincing Google that these issues were solved was a great achievement for Qualcomm, and important for it to hold its market position. So far, Android users seem to be quite excited about the new Nexus device, which means that Qualcomm has managed to ward off the negative publicity associated with the Snapdragon 810, all without renaming the chipset!

 

Meanwhile, Qualcomm started to promote the Snapdragon 820 chipset (which is clearly superior to 810 in many respects). Due to its market share of available SoC’s for the Nexus (Exynos and Kirin were not really considered seriously), Qualcomm gets a good degree of control over the pace of the market transition and consequently gains a big advantage to optimise its stock discharge  for the Snapdragon 810. From this point of view, Qualcomm is clearly one of the winners in the Nexus 6P deal.

Previously, Jayce Broda from Android Authority commented on what the Nexus 6P deal could mean for both Google and Huawei:

Google

So what are the underlying variables in the decision to release the Nexus 6P in Q3 2015, with its current specs, rather than in Q1 2016 with higher specs?

It is well known that Google wants to re-enter the Chinese market and partnering with a well-known Chinese OEM, like Huawei, for the production of the new Nexus flagship is a perfect gateway back to China. The Asian smartphone market is rapidly expanding and being excluded from this market is a great disadvantage for a company like Google, which makes the majority of its revenue from analyzing the big data collected from its users to refine its advertising strategies.

In terms of the value of the Chinese market, we should not be surprised if Google decides to keep on working with Huawei for another year

In the technological landscape of the 21st-century, data is perhaps one of the most valuable and profitable things for a global company. As an anonymous reviewer of other scientists’ scholarly work, sometimes I think to myself, “I wish we had this dataset, we could have made much more out of it”. Similarly, the data from so many users is so rich and has been turned into a profitable business in the hands of Google. The money Google makes in advertising is huge compared to the money it makes from smartphone sales alone. Consequently, any delay in terms of the release of the Nexus 6P would not impact Google’s profits in terms of handsets sales, but it might hamper Google’s growth in terms of big data and advertising.

In terms of the value of the Chinese market, we should not be surprised if Google decides to keep on working with Huawei for another year, which would not only provide it an opportunity to strengthen its roots in China, but also allow it to refine the Nexus 6P in 2016 based on the feedback from the users. For example, the rear camera bump received some initial negative reactions from the public and improving on such aspects could help increase user satisfaction.

Huawei

On the other hand, it is also well known that Huawei wants to gain traction in the European and the North American markets and there couldn’t be a better opportunity than working with Google for the new Nexus flagship. Obviously, increasing the brand recognition sooner rather than later is a key strategy. Although Huawei wants to improve its brand recognition in these markets, it is an interesting observation that Huawei is moving away from using its trademark logo, such as the one which was engraved on the back of the P8, and has opted to just display its name.

It is also well known that Huawei wants to gain traction in the European and the North American markets

Could it be that Huawei’s marketing department thinks that the trademark logo could lead to more scrutiny from potential consumers and work against the company’s long term goals? But surely having the trademark logo on the back, just like the Motorola dimple on the back of the original Nexus 6, would have been a better choice for improving brand recognition, and maybe it would have been more aesthetically appealing, but I guess that is subjective.

The Nexus users

Without any doubt, having different Nexus devices which run the latest version of the Android OS is great for Nexus device owners. Now, there are more options for different tastes. At the same time, consumers who are considering buying their first Nexus device are now faced with the decision of which Nexus handset to buy.

For example, the current price of the original Nexus 6 is now less than the new Nexus 5X and that personal experience has shown me that while the Nexus 6 does feels more exquisite than the original Nexus 5, it is hard to detect a real performance difference in everyday use. So which one is better? It will be an interesting comparison to see how all the Nexus devices stack up against each other while running Android Marshmallow. As far as I know, this kind of comparison hasn’t been done yet to show how these devices stack up against each other. But the key question boils down to whether the new Nexus 6P is $200 more a device compared with the previous generation Nexus 6. To be honest, there is a growing opinion from different, bipartisan reviewers that the answer is No.

In my opinion the other party, which is losing great deal of credibility is the tech reviewers who do not articulate these issues. I don’t find it useful to single out any specific names, but there are reviewers out there who have established themselves (one way or the other), who gives a “BUY” advice to Nexus 6P while saying that they will probably use it for a couple of months (perhaps 3 months?) themselves. Considering that there is no transparency of how much free goodies or funding these people receive from OEMs to talk positively about their devices, I consider their opinions to be hugely flawed; and their advice unethical.

Final Thoughts

It is great to see the Nexus line is expanding in new directions. Considering that, relative to its competitors, Google has less time to work on a new device with the partnering OEM, the Nexus phones are quite successful and longer partnerships with OEMs could only push this further.

In the end, different parties, including the consumers, have a lot to gain from the continuation of the Nexus smartphones; and, as we discussed here, the final product is pretty much shaped by the careful balancing of business strategies with what the users want to see in the next generation.

What we can learn from the Google-Huawei partnership in Nexus 6P

recent flight experience with Turkish Airlines

Recently I have flown with Turkish Airlines (THY) between Istanbul and Osaka, and here I want to share some of my observations and my overall flight experience.

First of all, I want to emphasise for all potential travelers that the THY has a completely different pricing strategy between Europe and the Far East Asia, which is simply great because they fly directly to Istanbul/Turkey from any major city in South East Asia and still their ticket prices were among the cheapest―while maintaining the class leading service (unfortunately in Europe, I think their pricing is rather too high for flights less than 5 hours).

The on-board catering is simply great and it is much better than any other airline that I have previously flown with (I had a very nice crab salad in my outbound flight from Osaka). Even the taste of the all-you-can-eat brownie is amazing! But this is not a new story; as far as I know it has always been that way (compared with BA, Air France or KLM- I think the greatest competition could be the Emirates). However, I cannot say the same thing with the on-board entertainment system, particularly when it comes to the selection of movies. This time around, I have experienced that the list was much more limited than my previous flights with them, around a year and a half ago. The most interesting title available was the Man from U.N.C.L.E which I chose to watch (and it was a very good movie). This domain should be improved significantly!

Online check-in is quite painless, but it was somewhat disappointing that I could not select one of the seats on the emergency exit from online check-in system. Whenever I can, I always want to fly in one of those seats because I am 192 cm and this particular location gives leg space comparable to the business class, which makes overhaul flights much more manageable for a tall person like me, someone who cannot afford to fly in the business class.

I was particularly frustrated with the ground service staff at the check-in counter in Istanbul Ataturk Airport (B counters), who put me into one of the regular seats despite having availability in this location (you only realise this after getting on-board the aircraft). Luckily, the on-board cabin crew was very professional and kind to change my seat in a place where I could fly comfortably for 13 hours. This seems to suggest that either the airport staff had a negative intention (honestly why should they?) or they are under-trained in terms of accurately addressing the special needs of customers (especially when it is quite easy to please them). Additionally my outbound flight TK 0046 on Jan 12th 2016 at 1 AM was delayed more than an hour with absolutely no information given to the passengers which was extremely unprofessional.

I have also observed that the quality of the goods package and the flight magazine has fallen dramatically in a year and a half, which is quite disappointing. The previous time I had received a nice tin box with the map of the world inspired by the maps of Piri Reis (1465-1553), who is one of the leading admirals of the Ottoman Empire.

This time, nothing special.

I think of all the things the quality of the magazine deteriorated the most. For someone who follows a little bit of politics in Turkey, it is quite worrying to see that the THY magazine has more politics then it should and I think this direction will inevitably turn against the company, sooner or later. For comparison, I used to keep some of the parts from the on-board magazine, but the December 2015 and January 2016 issues were quite far away from that quality level.

Finally, I want to point out to something which I experienced for the first time and highly appreciated. In both of my flights one of the pilots were female and I thought this was such a significant move towards promoting gender equality at the workplace. I haven’t come across female pilots in other airlines and I thought this is really a significant move for THY.

Well done!! Two thumbs up!

Overall, flying with THY is still pleasing although there are a few issues to be addressed for continuous customer satisfaction! I hope this message will reach out to them and they will embrace that sincerely!

recent flight experience with Turkish Airlines

What should we understand from “fate”?

Recently I started to think that what we should understand by “fate” is an interaction between time and advancements in medical technology. Wide majority of people would agree that we are driven to chase a life that is free of hassle. We can regard disorders, whether psychological or physical, as the greatest challenge to our well-being, and perhaps this is the reason why the funding which goes into biomedical research has skyrocketed in the last few decades.

I sometimes think Medicine has this crazy idea to chase eternal life, such that it has assigned itself this delusional query as its primary duty, which is saving human life no matter what the cost may be (eg. the glorification of human life). This also goes beyond “consent” which cannot be taken from people who have fallen unconscious; for example, as a result of an accident. In such situations, the consent is assumed to be there all the time; such that if the unconscious person was fully conscious, he or she would confirm that the doctors should do whatever it takes to keep him alive. I sincerely think that this is a false assumption; as there are many worse things in life than death itself.

Imagine a wounded soldier in WWI with one of his legs taken away by a landmine. Due to highly limited availability of resources at that time, the likelihood of saving such a soldier would be quite slim. This is not a big problem if the soldier himself also thinks that living that way for the rest of his life (including the possible confrontation that his sacrifice was for nothing) is worse than death. Now let’s fast forward the time; let’s say we are now in 1995, another battlefield in a remote part of the world. If the soldier can be taken to a hospital in a timely fashion, the chances are quite high that his life would be saved.

Let’s give it another 100 years and I have a feeling that by 2100 even losing a limb will not be of any major problem anymore as the advancements in medical technology will be able to provide opportunities for a full reconstruction of the lost limb. So, looking at the bigger picture, now we see that the people who live in the “age of transition” are guinea pigs for future generations and they will be the ones who will be physically and psychologically crushed by weight of struggles they will have to bear throughout their lives just because a bunch of doctors decided to save their lives without their conscious consent.

I think Medicine should avoid “saving lives” if governments cannot provide a lifelong intensive psychological support and positive discrimination to anyone who have suffered through a major accident. I think it’s not even necessary to mention how judgemental and discriminating people may be against those who live with various forms of disabilities (including mental health) to understand the magnitude of this problem.

What should we understand from “fate”?

Self recovery in robots and its potential implications for the future of mobile technology

In this article, I will be covering a recent study published in Nature on robots which can adapt like animals using sophisticated machine learning algorithms and I will discuss what it could mean for us, the common man on the street. For the wider audience, Nature is regarded as one of the most prestigious scientific journals, published since 1869, usually communicating only the cutting-edge research.

Machine learning

As a brief introduction, you might want to watch this video by Gary Sims on machine learning.

Machine learning is becoming a part of our daily lives, particularly through the use of search engines and smartphone applications, where the applications are developing a sense of intuition to predict what kind of services or information we are trying to find.

Robots which can adapt like animals

The article published in Nature, shows how scientists formulated a novel Bayesian learning algorithm, which enabled different kind of robots to recover from bodily injuries. Robots achieve this by performing a series of diagnostic experiments to understand how they should change their behavior to function like a brand-new robot. The digest of this research is nicely summarized in the video from Nature down below, and explains how the robot is mapping the results of its experiments to improve on its sub-optimal behaviour.

At 2:40 minutes, the robot moves like a wounded animal and almost resembles Arnold Schwarzenegger’s T-800 android robot crawling at the end of Terminator 2, after enduring severe bodily injuries. Thanks to the Bayesian optimization algorithm used by the authors, it will become possible for robots of the future to develop a sense of duty to accomplish their missions despite injuries they might suffer during the process. Of course, one should hope that the machines of the future will have a strong sense of duty for human friendly missions, which is emerging as a hot topic of debate (with inputs from people like Stephen Hawking).

An equally important finding of this research is that, the injured robot is shown to identify ways to move even quicker than its uninjured walking speed. This means that the robots of the future could also improve on their design specifications to remove parts of their bodies which they judge to be redundant to improve their efficiency.

Bayesian Learning

So, what is Bayesian learning? Although it may sound technical and sophisticated, Bayesian learning is a model of how people learn from their environments to make optimal decisions and it is based on the foundations of the statistical work done by Thomas Bayes, who lived in England in 18th-century.

It is based on the idea that people make decisions by combining their past experiences (called a “prior”) with the information they collect by observation and update their understanding about the current state of their environment (called a “posterior”). This model is quite intuitive and actually not so difficult to understand. Imagine you decided to quit your current job to work in a new environment. During the first week of your new job, you would be making observations about your new workplace which might have different implicit or explicit rules compared with the previous workplace. But until you feel like you have collected enough observations about your new workplace, you would also partially rely on your previous experiences to make executive decisions and depending on the accuracy of these decisions; you would update your understanding about the current workplace.

For example, a previous influential study showed that a Bayesian observer model makes decisions overlapping with real humans around 76% of the time, which is not so bad, considering that we are notorious for making sub-optimal decisions!

Potential implications for emerging mobile technologies

In the landscape of mobile technology, there are a number of ongoing developments which rely on similar machine learning algorithms in order to provide us with a better user experience. For example, Google’s Now on Tap feature, which is built-in to Android Marshmallow, combines the prediction capabilities of a computer algorithm with data about our search preferences to understand what kind of information we want to get next. Initial engagement with the “Now on Tap” feature seems to suggest that it is not 100% accurate all the time, but this is exactly where the machine learning algorithms will come into play, to improve accuracy by updating the intuitions of the software.

The second line of development is at the hardware front. For example, Google’s self-driving car and Japanese Softbank’s Pepper robot. When they are fully released for commercial use, these automatons, if they have a suitable price tag, may take over some of our daily responsibilities such as driving us to work or helping with house management.

The Bayesian learning algorithms highlighted in the published research would be crucial for these robots to find ways to recover from the potential damages, improving their longevity and reducing the overall maintenance costs for the users. Such abilities would be a must for consumers who are thinking about adopting these novel technologies, but concerned about their longevity, maintenance and price tag. The manufacturers will need to address these issues so that their novel products will be embraced by the market. Although we are probably used to upgrading our smartphones in 12-24 month cycles, longevity and autonomous damage recovery would definitely be an important marketing appeal for these larger and more expensive pieces of hardware.

Potential implications for disaster situations and space science

The final domain in which this robotics can help is in places which are beyond our reach, or for missions too dangerous for humans. In these domains, it is important for robots to have the ability to run diagnostic experiments and find adaptive ways to recover from injuries they might suffer while executing their jobs. For example, the robot that was sent to investigate the state of the reactor in the Fukushima Nuclear Power Plant, following the tragic earthquake and tsunami of 2011, failed to complete its mission because of extremely high levels of radiation (see the footage here), could it has benefited from these new learning algorithms?

What about space exploration to distant and hostile environments? The robots working in these far away places would benefit massively from employing these optimization algorithms. As some of you might already know, Google is promoting a lunar challenge for 2017 to put a rover on the moon and one of the competitors is under development by Audi:

Robots with such adaptive capabilities would help us to help us to push the boundary of the amount of data that we can collect from these ventures. Maybe one day we will have Google “Lunar” Maps, ahead of our potential colonization of our the Moon in the distant future; so that we will be able to study its surface and try to make the most accurate plans for such a day. Maybe along the way, we might also get lucky to have our hands on a a special “Lunar Launch” edition Nexus smartphone with design elements from the rover itself! Previously, Samsung released a limited addition Galaxy S6 Edge with the Iron Man theme; and release of more special edition smartphones would surely translate some of this excitement to the consumers, which would also help with raising public awareness for these cutting edge scientific ventures.

Although machine learning seems like a niche field studied by just a few people, it is in fact a growing area of research and one that will trickle down to touch all of our lives – both at home and far away. As research continues and being translated into the consumer market, we will see changes in our daily lives and we will look back in ten or maybe 20 years from now and wonder at how far things have progressed.

Self recovery in robots and its potential implications for the future of mobile technology